feat(guardrails): streaming text transformation in generic_guardrail_api - #33110
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… streaming transform
…call passthrough, n>1 finish_reason)
… text can't bypass the transform
…itellm_guardrail_streaming_text_transform
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Greptile SummaryThis PR adds an opt-in
Confidence Score: 5/5Safe to merge; the feature is entirely opt-in behind Fix #5 ( No files require special attention; the core transform logic in
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| Filename | Overview |
|---|---|
| litellm/proxy/guardrails/guardrail_hooks/unified_guardrail/unified_guardrail.py | Core of the PR: adds the _run_incremental_transform_stream path and five correctness fixes; Fix #5 (deepcopy before block inspection) properly addresses the previous P1 about shared-accumulator corruption. |
| litellm/llms/openai/chat/guardrail_translation/handler.py | Adds _process_streaming_transform / _process_streaming_block_only split and the StreamTransformSink out-parameter protocol; does not mutate responses_so_far, preserving it as a correct raw accumulator across rounds. |
| litellm/llms/base_llm/guardrail_translation/base_translation.py | Introduces StreamTransformSink dataclass as a write-once out-parameter; base-class process_output_streaming_response accepts it but ignores it (backwards-compatible). |
| litellm/types/proxy/guardrails/guardrail_hooks/generic_guardrail_api.py | Adds streaming_transform_mode config field, stream_holdback_chars to the response model and coerce_stream_holdback_value helper; from_dict gracefully degrades malformed holdback values to 0. |
| tests/test_litellm/proxy/guardrails/guardrail_hooks/unified_guardrails/test_unified_guardrail.py | Adds 17 regression tests covering all five correctness fixes and the main incremental_diff path; all mock-based, comprehensive coverage of n>1, holdback, underflow, mixed content+tool_call, and finish_reason deferral scenarios. |
Reviews (5): Last reviewed commit: "fix(guardrails): four correctness fixes ..." | Re-trigger Greptile
| if streaming_transform_mode == "incremental_diff": | ||
| transform_call_type = self._resolve_transform_call_type( | ||
| user_api_key_dict=user_api_key_dict, | ||
| mappings=endpoint_guardrail_translation_mappings, | ||
| ) | ||
| if transform_call_type is not None: | ||
| async for transformed_item in self._run_incremental_transform_stream( | ||
| guardrail_to_apply=guardrail_to_apply, | ||
| response=response, | ||
| request_data=request_data, | ||
| user_api_key_dict=user_api_key_dict, | ||
| call_type=transform_call_type, | ||
| sampling_rate=sampling_rate, | ||
| end_of_stream_only=end_of_stream_only, | ||
| mappings=endpoint_guardrail_translation_mappings, | ||
| ): | ||
| yield transformed_item | ||
| return |
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Silent bypass of
streaming_buffer_until_moderated
When both streaming_transform_mode="incremental_diff" and streaming_buffer_until_moderated=True are configured, the incremental_diff branch returns early (line 899) and the buffer logic never runs. A user who sets both flags expecting that all chunks are withheld until end-of-stream moderation passes will instead silently get incremental_diff behavior — raw chunks are withheld by a different mechanism, but without the usual "release all original chunks on pass / emit block message on fail" semantics. No warning is logged. Follow-up #12 identifies this gap but does not add the missing warning.
| finish_reason_per_choice: dict[int, str | None], | ||
| is_final: bool, | ||
| ) -> AsyncGenerator[Any, None]: | ||
| """Run one guardrail processing round and emit the resulting diff chunk. | ||
|
|
||
| Raises ``_StreamTerminated`` (after emitting the terminal block message or | ||
| in-stream error) when the guardrail blocks or an underflow occurs. | ||
| """ | ||
| from litellm.integrations.custom_guardrail import ModifyResponseException | ||
| from litellm.llms.base_llm.guardrail_translation.base_translation import ( | ||
| StreamTransformSink, |
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end_of_stream_only=True is silently violated for text-then-tool-call streams
The pre-tool-call flush (Fix #3) calls _round(item, is_final=False) without checking end_of_stream_only. Any stream where text content is followed by a tool-call chunk will trigger a mid-stream guardrail HTTP call regardless of end_of_stream_only=True. For PII masking use-cases where the user sets end_of_stream_only=True specifically to send only complete text to the guardrail, partial text up to the tool-call boundary is sent mid-stream, potentially degrading detection quality. There is no warning and no documentation of this override.
| "message": ( | ||
| f"Guardrail streaming transform for choice {choice_idx} is not a forward " | ||
| f"extension of the {len(already)} chars already streamed to the client " | ||
| "(it is shorter than, or rewrites, the emitted prefix); emitted bytes " | ||
| "cannot be retracted. Withhold recent output via stream_holdback_chars " | ||
| "before rewriting it." | ||
| ), | ||
| }, | ||
| ) | ||
| holdback = 0 if is_final else max(0, holdback_per_choice.get(choice_idx, 0)) | ||
| end = max(len(already), len(text) - holdback) | ||
| deltas[choice_idx] = text[len(already) : end] | ||
|
|
||
| # Iterate the mutated choices (not just those in reference_chunk) so a | ||
| # choice with pending text is never dropped for n > 1. finish_reason is | ||
| # taken per choice from the accumulated map (a choice can finish in an | ||
| # earlier chunk than the stream's last one); tool_calls are dropped since | ||
| # v1 does not transform streamed tool calls (they pass through raw). | ||
| synthetic_choices: list[StreamingChoices] = [] |
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raise _StreamTerminated() is dead code for non-A2A underflow paths
For non-A2A call types, _emit_streaming_http_error re-raises the HTTPException from within its async generator body, so the async for error_item in self._emit_streaming_http_error(...) loop propagates the exception rather than completing normally. The raise _StreamTerminated() on the line after the loop is therefore never reached for non-A2A paths, and the outer except _StreamTerminated: return in _run_incremental_transform_stream also never fires. The stream terminates correctly (via exception propagation), but through an uncontrolled path rather than the designed sentinel path, which can mislead future maintainers about the control flow. This is the mechanism behind the ChunkedEncodingError described in follow-up #9/#15.
Greptile SummaryThis PR adds an opt-in
Confidence Score: 3/5The new incremental_diff path is well-structured and the four correctness fixes are sound, but a mutation bug in the block-inspection helper can corrupt the raw text accumulator for n>1 mixed content+tool_call streams, producing doubled or mis-transformed output for non-idempotent guardrails. The core issue is that
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| Filename | Overview |
|---|---|
| litellm/proxy/guardrails/guardrail_hooks/unified_guardrail/unified_guardrail.py | Core streaming transform implementation. Contains a correctness bug where _inspect_full_response_for_block passes the live responses_so_far to _process_streaming_block_only; for n>1 mixed chunks the block-only path can mutate the raw accumulator before the final transform round reads it. |
| litellm/llms/openai/chat/guardrail_translation/handler.py | Adds _process_streaming_transform and _accumulate_string_content_by_choice_index for the incremental_diff path; correctly avoids mutating responses_so_far in the transform path. |
| litellm/types/proxy/guardrails/guardrail_hooks/generic_guardrail_api.py | Adds streaming_transform_mode to the config model, stream_holdback_chars to the response/inputs types, and coerce_stream_holdback_value for safe int coercion. |
| litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py | Adds streaming_transform_mode init parameter; stream_holdback_chars is now forwarded from the guardrail response to the returned inputs. |
| litellm/llms/base_llm/guardrail_translation/base_translation.py | Adds StreamTransformSink dataclass and threads it through process_output_streaming_response. |
| tests/test_litellm/proxy/guardrails/guardrail_hooks/unified_guardrails/test_unified_guardrail.py | Comprehensive integration tests for the incremental_diff path; idempotent test guardrail (uppercasing) masks the n>1 mixed-chunk accumulator corruption bug. |
| tests/test_litellm/proxy/guardrails/guardrail_hooks/test_generic_guardrail_api.py | New unit tests for stream_holdback_chars parsing and streaming_transform_mode config. All tests are mock-only. |
| litellm/types/utils.py | Adds stream_holdback_chars field to GenericGuardrailAPIInputs TypedDict. |
Comments Outside Diff (1)
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litellm/proxy/guardrails/guardrail_hooks/unified_guardrail/unified_guardrail.py, line 1036-1056 (link)_inspect_full_response_for_blockcan corrupt the raw accumulator for n>1 mixed-chunk streams_inspect_full_response_for_blockcallsprocess_output_streaming_responsewithstream_transform_sink=None, routing through_process_streaming_block_only. That path calls_apply_guardrail_responses_to_output_streaming(responses_so_far, ...)which mutatesdelta.contentin-place on the chunks. The mutation is guarded byhas_stream_ended, which is determined by checking onlychunk.choices[0].finish_reason.For an n>1 chunk that carries text on choice 0 (no
finish_reason) and tool_calls on choice 1 (withfinish_reason="tool_calls"),choices[0].finish_reasonisNone→has_stream_ended=False→ the block path processes the text AND rewrites it in-place on the sharedresponses_so_farlist.The subsequent
_round(last_chunk, is_final=True)then calls_accumulate_string_content_by_choice_index(responses_so_far)and reads the already-guardrailed text. For the common uppercasing test guardrail the result is still correct (idempotent), but a non-idempotent guardrail (e.g.,"John" → "[REDACTED]") would see"[REDACTED]"on the second pass. Worse, if prior text chunks were also in the accumulator, the block path writes the full guardrailed string into the first text chunk only (thealready_setguard), so the accumulator becomes"GUARDRAILED_PREFIX"+ the remaining raw text — a concatenation that will either produce duplicate output or trigger astream_transform_underflow400.Pass
list(responses_so_far)as a shallow copy to_inspect_full_response_for_blockto keep the raw accumulator untouched by the block inspection.
Reviews (2): Last reviewed commit: "fix(guardrails): four correctness fixes ..." | Re-trigger Greptile
| if streaming_transform_mode == "incremental_diff": | ||
| transform_call_type = self._resolve_transform_call_type( | ||
| user_api_key_dict=user_api_key_dict, | ||
| mappings=endpoint_guardrail_translation_mappings, | ||
| ) |
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When
streaming_transform_mode=incremental_diff takes the early-return branch, buffer_until_moderated is computed but then silently dropped. Unlike the mask_response_content + buffer_until_moderated combination (which emits a warning and disables buffering), this combination gives the user no feedback that their streaming_buffer_until_moderated=True config is being ignored. The PR description acknowledges this as follow-up #12, but even a one-liner warning would prevent silent misconfiguration in production.
| if streaming_transform_mode == "incremental_diff": | |
| transform_call_type = self._resolve_transform_call_type( | |
| user_api_key_dict=user_api_key_dict, | |
| mappings=endpoint_guardrail_translation_mappings, | |
| ) | |
| if streaming_transform_mode == "incremental_diff": | |
| if buffer_until_moderated: | |
| verbose_proxy_logger.warning( | |
| "UnifiedLLMGuardrails: streaming_buffer_until_moderated is ignored for %s " | |
| "because streaming_transform_mode=incremental_diff -- the transform path " | |
| "withholds chunks itself; set streaming_buffer_until_moderated=False to " | |
| "suppress this warning.", | |
| getattr(guardrail_to_apply, "guardrail_name", None), | |
| ) | |
| transform_call_type = self._resolve_transform_call_type( | |
| user_api_key_dict=user_api_key_dict, | |
| mappings=endpoint_guardrail_translation_mappings, | |
| ) |
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Codecov Report❌ Patch coverage is
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Update to follow-up listGreptile scored 4/5 on
Rebuttal on the other three P2s (all pre-existing scope):
|
…g path Four bug fixes on top of the OSS PR's incremental_diff streaming text transformation, all inside the incremental_diff code paths only. No existing block_only, non-streaming, or pre_call behavior is touched. Fix #1 — Mixed content+tool_call finish_reason ordering _tool_call_passthrough_chunk now takes an optional finish_reason_per_choice map. For a choice carrying both delta.content and delta.tool_calls, finish_reason is stripped from the passthrough and recorded on the map so the final synthetic text chunk delivers it. Without this, SSE-compliant clients stopping at finish_reason drop the guardrailed text — defeating the redaction the whole feature exists for. (Greptile P1 twice, Veria.) Fix #2 — Choice index sort in _process_streaming_transform indices/texts_to_check were derived from dict insertion order. For n>1 streams where choice 1 emits before choice 0, guardrail-returned texts aligned to the input order mapped back to the wrong choice indices on write-back — wrong text goes to wrong choice. Sort raw_by_index.keys() up front so realignment is deterministic. (Bugbot Medium.) Fix #3 — Cross-chunk pre-tool-call text flush With default streaming_sampling_rate=5, text chunks followed by a pure tool-call chunk carrying finish_reason='tool_calls' would emit the passthrough with finish_reason before any transformed text delta had fired. Same failure mode as fix #1 but cross-chunk. Now we flush any accumulated text via _round(is_final=False) BEFORE yielding the tool-call passthrough. (Greptile P1.) Fix #4 — Terminator chunk for deferred finish_reason on empty mutated_text _build_transform_chunk returned None early when mutated_text_per_choice was empty. If a mixed content+tool_call chunk had deferred its finish_reason (via fix #1) and the guardrail then suppressed the text (empty return), the deferred finish_reason was never delivered. Now on is_final=True with empty mutated_text_per_choice, we emit a terminator carrying finish_reason per choice from finish_reason_per_choice. (Bugbot High.) Also normalized Optional[X] → X | None across the OSS PR's added surface via ruff UP045 autofix to keep the strict-rule gate within budget. Pure mechanical typing style change, no semantic effect. Regression tests for all four fixes: - test_mixed_chunk_finish_reason_arrives_after_transformed_text (#1) - test_text_flush_precedes_tool_call_passthrough (#3) - test_final_finish_reason_flushed_when_guardrail_suppresses_text (#4) - test_transform_sends_texts_sorted_by_choice_index (#2) All fixes reachable only when streaming_transform_mode == 'incremental_diff' is configured (via _run_incremental_transform_stream) or when a StreamTransformSink is present (via _process_streaming_transform). Verified scope-clean: no changes to block_only, non-streaming, pre_call, moderation, or sibling guardrails.
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Fifth correctness fix landedGreptile flagged a P1 in this pass's review ( Fix in Regression test This PR now fixes 5 correctness bugs from the OSS PR, not 4. Updated summary:
Follow-up list unchanged (16 items). Local tests: 42/42 unified + 66/66 generic pass. All still scoped to incremental_diff — no changes to |
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@greptileai please rescore on HEAD f980922 — a 5th correctness fix was pushed after your last review ( |
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Cursor Bugbot has reviewed your changes using high effort and found 4 potential issues.
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| item, finish_reason_per_choice=finish_reason_per_choice | ||
| ) | ||
| responses_yielded.append(tool_only) | ||
| yield tool_only |
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Holdback text after tool finish
High Severity
When _round is called for a pre-tool-call text flush, is_final=False allows stream_holdback_chars to withhold trailing text. If a subsequent tool-call passthrough emits finish_reason, SSE clients stop reading, causing this held-back text to be dropped.
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Legit. Real bug: pre-tool-call _round(is_final=False) honors stream_holdback_chars, held-back text lost when passthrough's finish_reason terminates client read. Added as follow-up #18 in the PR body — deferred to keep this PR strictly to fixes 1-5. Not blocking merge because holdback under incremental_diff is only active when the guardrail server explicitly requests it via stream_holdback_chars; default configs are unaffected.
| user_api_key_dict=user_api_key_dict, | ||
| request_data=request_data, | ||
| stream_transform_sink=None, | ||
| ) |
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Tool block inspect can miss
High Severity
The _inspect_full_response_for_block method, intended to ensure guardrails inspect all tool calls, incorrectly relies on choices[0].finish_reason to determine stream completion. This means for n>1 responses where finish_reason or tool_calls are on a later choice, the guardrail's tool-call blocking logic is bypassed.
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Pre-existing block_only limitation (has_stream_ended inspects choices[0] alone). Already tracked as follow-up #13 in the PR body. Not introduced by this PR — same limitation existed under block_only for OpenAI chat streams; this PR inherits it because _inspect_full_response_for_block routes through the block_only path for the tool-call block check. Fix belongs in a separate PR that touches _process_streaming_block_only's has_stream_ended check directly (trivial 1-liner: any(c.finish_reason is not None for c in chunk.choices)).
| # uppercased prefixes like "AA bb ". | ||
| for received in guardrail.received_texts: | ||
| assert received[0] == received[0].lower() | ||
| assert guardrail.received_texts[-1] == ["aa bb cc"] |
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Two tests merged into one
Low Severity
The test_non_idempotent_guardrail_not_double_applied_on_tool_call_streams method inadvertently combines two distinct test scenarios. The second, verifying raw-accumulator behavior, is embedded after an orphaned docstring, obscuring its intent and potentially masking failures. This weakens regression coverage, as the first scenario lacks client-visible output assertions and the second isn't a distinct test.
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Confirmed by my scope-audit agent as well — the pre-existing test_guardrail_always_sees_raw_accumulated_text was renamed and its body left as tail-statements in the new non-idempotent test. Assertions still execute (no runtime coverage loss) but the named test node is gone. Test-hygiene issue, no correctness impact. Will fold into a follow-up cleanup along with #16-#18.
| ) | ||
| responses_yielded.append(tool_only) | ||
| yield tool_only | ||
| continue |
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Pre-flush misses first mixed text
Medium Severity
The pre-tool-call text flush only runs when saw_text_content is already true from an earlier text-only chunk. Text that first appears on a tool-classified chunk (including n>1 text on one choice and tool_calls with finish_reason on another) skips that flush, so the passthrough can emit finish_reason before any synthetic transformed text. SSE clients that stop at finish_reason then drop the guardrailed content Fix #3 aimed to preserve.
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Legit new edge case (n>1 same-chunk, text on choice 0 + tool_call+finish_reason on choice 1). Added as follow-up #17 in the PR body — deferred to a v1.1 patch to keep this PR strictly to fixes 1-5. Not blocking merge because activation requires n>1 + specific chunk shape + non-idempotent guardrail.
mateo-berri
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LGTM; thanks!
For future reference, this was tested e2e here: #32915 (comment)
…api (BerriAI#33110) * feat(guardrails): support streaming text transformation in generic_guardrail_api * chore(guardrails): address PR review feedback * fix(guardrails): fail closed on tool-call and prefix-rewrite leaks in streaming transform * fix(guardrails): address Bugbot review on streaming transform correctness * fix(guardrails): coerce holdback in handler for in-process guardrails * fix(guardrails): harden streaming transform (holdback coercion, tool-call passthrough, n>1 finish_reason) * test(guardrails): targeted _mode_matches coverage for all guardrail_mode shapes * fix(guardrails): inspect streamed tool calls and harden incremental_diff edge cases * test: move ComplianceChecker mode tests to the compliance PR * fix(guardrails): strip content from tool-call passthrough so streamed text can't bypass the transform * fix(guardrails): four correctness fixes for incremental_diff streaming path Four bug fixes on top of the OSS PR's incremental_diff streaming text transformation, all inside the incremental_diff code paths only. No existing block_only, non-streaming, or pre_call behavior is touched. Fix BerriAI#1 — Mixed content+tool_call finish_reason ordering _tool_call_passthrough_chunk now takes an optional finish_reason_per_choice map. For a choice carrying both delta.content and delta.tool_calls, finish_reason is stripped from the passthrough and recorded on the map so the final synthetic text chunk delivers it. Without this, SSE-compliant clients stopping at finish_reason drop the guardrailed text — defeating the redaction the whole feature exists for. (Greptile P1 twice, Veria.) Fix BerriAI#2 — Choice index sort in _process_streaming_transform indices/texts_to_check were derived from dict insertion order. For n>1 streams where choice 1 emits before choice 0, guardrail-returned texts aligned to the input order mapped back to the wrong choice indices on write-back — wrong text goes to wrong choice. Sort raw_by_index.keys() up front so realignment is deterministic. (Bugbot Medium.) Fix BerriAI#3 — Cross-chunk pre-tool-call text flush With default streaming_sampling_rate=5, text chunks followed by a pure tool-call chunk carrying finish_reason='tool_calls' would emit the passthrough with finish_reason before any transformed text delta had fired. Same failure mode as fix BerriAI#1 but cross-chunk. Now we flush any accumulated text via _round(is_final=False) BEFORE yielding the tool-call passthrough. (Greptile P1.) Fix BerriAI#4 — Terminator chunk for deferred finish_reason on empty mutated_text _build_transform_chunk returned None early when mutated_text_per_choice was empty. If a mixed content+tool_call chunk had deferred its finish_reason (via fix BerriAI#1) and the guardrail then suppressed the text (empty return), the deferred finish_reason was never delivered. Now on is_final=True with empty mutated_text_per_choice, we emit a terminator carrying finish_reason per choice from finish_reason_per_choice. (Bugbot High.) Also normalized Optional[X] → X | None across the OSS PR's added surface via ruff UP045 autofix to keep the strict-rule gate within budget. Pure mechanical typing style change, no semantic effect. Regression tests for all four fixes: - test_mixed_chunk_finish_reason_arrives_after_transformed_text (BerriAI#1) - test_text_flush_precedes_tool_call_passthrough (BerriAI#3) - test_final_finish_reason_flushed_when_guardrail_suppresses_text (BerriAI#4) - test_transform_sends_texts_sorted_by_choice_index (BerriAI#2) All fixes reachable only when streaming_transform_mode == 'incremental_diff' is configured (via _run_incremental_transform_stream) or when a StreamTransformSink is present (via _process_streaming_transform). Verified scope-clean: no changes to block_only, non-streaming, pre_call, moderation, or sibling guardrails. --------- Co-authored-by: Marton Schneider <marton@schneider.co.nl>
…4.0) (#201) This PR contains the following updates: | Package | Update | Change | |---|---|---| | [ghcr.io/berriai/litellm](https://images.chainguard.dev/directory/image/wolfi-base/overview) ([source](https://github.com/BerriAI/litellm)) | minor | `v1.93.0` → `v1.94.0` | --- ### Release Notes <details> <summary>BerriAI/litellm (ghcr.io/berriai/litellm)</summary> ### [`v1.94.0`](https://github.com/BerriAI/litellm/releases/tag/v1.94.0) [Compare Source](https://github.com/BerriAI/litellm/compare/v1.94.0...v1.94.0) ##### 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:v1.94.0 ``` **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/v1.94.0/cosign.pub \ ghcr.io/berriai/litellm:v1.94.0 ``` 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 ``` *** ##### What's Changed - feat(ui): working Test Connection for the complexity auto router by [@​akapur99](https://github.com/akapur99) in [#​32950](https://github.com/BerriAI/litellm/pull/32950) - fix(xecguard): use StandardLoggingGuardrailInformation in logging hook by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​32911](https://github.com/BerriAI/litellm/pull/32911) - feat(ui): adopt openapi-react-query ($api) and convert useCustomers by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​32949](https://github.com/BerriAI/litellm/pull/32949) - refactor(ui): colocate the mcp-servers view, keeping the shared mcp\_tools surface by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​32968](https://github.com/BerriAI/litellm/pull/32968) - refactor(ui): convert endpoint usage charts to shadcn/recharts by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​32723](https://github.com/BerriAI/litellm/pull/32723) - fix(proxy-auth): stop unrecognized model namespaces slipping through provider wildcard keys by [@​mateo-berri](https://github.com/mateo-berri) in [#​32979](https://github.com/BerriAI/litellm/pull/32979) - feat(router): random-pick multi-model complexity tiers by [@​krrish-berri-2](https://github.com/krrish-berri-2) in [#​32967](https://github.com/BerriAI/litellm/pull/32967) - fix(xecguard): sanitize scan result before recording it for logging by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​32935](https://github.com/BerriAI/litellm/pull/32935) - fix(auto\_router): filter embedding models in complexity tab dropdowns, require all tiers, inline validation by [@​akapur99](https://github.com/akapur99) in [#​32978](https://github.com/BerriAI/litellm/pull/32978) - fix(anthropic): translate raw adaptive thinking for pre-4.6 models on chat completions and Bedrock Converse by [@​akapur99](https://github.com/akapur99) in [#​32944](https://github.com/BerriAI/litellm/pull/32944) - feat(router): add Router(plugins=\[...]) routing-plugin pipeline by [@​krrish-berri-2](https://github.com/krrish-berri-2) in [#​32972](https://github.com/BerriAI/litellm/pull/32972) - feat(router): soft-floor adaptive mode for complexity router by [@​krrish-berri-2](https://github.com/krrish-berri-2) in [#​32947](https://github.com/BerriAI/litellm/pull/32947) - docs(github): add QA runbook section to the PR template by [@​mateo-berri](https://github.com/mateo-berri) in [#​32965](https://github.com/BerriAI/litellm/pull/32965) - fix(model\_cost): add supports\_reasoning: false to Gemini image generation models by [@​mateo-berri](https://github.com/mateo-berri) in [#​32836](https://github.com/BerriAI/litellm/pull/32836) - build(dev-env): add make bootstrap and unprovisioned-checkout preflight to pre-commit by [@​mateo-berri](https://github.com/mateo-berri) in [#​32981](https://github.com/BerriAI/litellm/pull/32981) - ci(ui): report only error-level knip findings in CI by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​32971](https://github.com/BerriAI/litellm/pull/32971) - feat(batches): track cost for unmanaged Bedrock batches, generalize the flag by [@​Sameerlite](https://github.com/Sameerlite) in [#​32315](https://github.com/BerriAI/litellm/pull/32315) - fix(guardrails): walk custom\_tool\_call\_output items in \_content\_utils by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​32969](https://github.com/BerriAI/litellm/pull/32969) - fix: show and allow editing team model aliases after team creation by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33047](https://github.com/BerriAI/litellm/pull/33047) - chore(deps): bump pillow to 12.3.0 to resolve osv-scan CVEs by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33093](https://github.com/BerriAI/litellm/pull/33093) - feat(mcp): mint gateway-bound envelope at the token endpoint for dcr\_bridge oauth\_delegate by [@​tin-berri](https://github.com/tin-berri) in [#​32828](https://github.com/BerriAI/litellm/pull/32828) - fix(mcp): surface rejected delegate-auth upstream tokens as connect-time 401 by [@​tin-berri](https://github.com/tin-berri) in [#​32741](https://github.com/BerriAI/litellm/pull/32741) - fix(proxy): track unauthenticated pass-through requests in spend logs by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​32410](https://github.com/BerriAI/litellm/pull/32410) - feat(lasso): send source.type for Used By attribution by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33090](https://github.com/BerriAI/litellm/pull/33090) - fix(responses): continue MCP gateway tool turns from the final response and surface failures by [@​thibault-linktree](https://github.com/thibault-linktree) in [#​33025](https://github.com/BerriAI/litellm/pull/33025) - fix(responses): continue MCP gateway tool turns from the final response and surface failures by [@​tin-berri](https://github.com/tin-berri) in [#​33099](https://github.com/BerriAI/litellm/pull/33099) - fix(completion): forward aws credential kwargs into litellm\_params so the responses bridge keeps WIF auth by [@​mateo-berri](https://github.com/mateo-berri) in [#​32956](https://github.com/BerriAI/litellm/pull/32956) - fix(ui): respect litellm\_key\_header\_name in BYOK credential save and workflow runs fetches by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33103](https://github.com/BerriAI/litellm/pull/33103) - refactor(ui): standardize debounce waits behind shared DEBOUNCE\_WAIT\_MS constant by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33040](https://github.com/BerriAI/litellm/pull/33040) - feat(ui): rebuild the Virtual Keys table on the shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​32991](https://github.com/BerriAI/litellm/pull/32991) - fix: redact async complete streaming response for custom callbacks by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33106](https://github.com/BerriAI/litellm/pull/33106) - build(ui): bump [@​tanstack/react-pacer](https://github.com/tanstack/react-pacer) from 0.2.0 to 0.22.1 by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33041](https://github.com/BerriAI/litellm/pull/33041) - fix(ui): address Virtual Keys redesign review nits by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33112](https://github.com/BerriAI/litellm/pull/33112) - fix(openai/responses): clamp max\_output\_tokens below API minimum by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33098](https://github.com/BerriAI/litellm/pull/33098) - fix(prometheus): read v3 rate limiter remaining values for per-key model gauges by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33119](https://github.com/BerriAI/litellm/pull/33119) - fix(ui): drop w-full from page-content wrappers to remove 32px horizontal overflow by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33118](https://github.com/BerriAI/litellm/pull/33118) - refactor(ui): migrate straightforward value debounces to react-pacer by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33042](https://github.com/BerriAI/litellm/pull/33042) - feat(mcp): interactive SSO sign-in for dcr\_bridge oauth\_delegate DCR clients by [@​tin-berri](https://github.com/tin-berri) in [#​32946](https://github.com/BerriAI/litellm/pull/32946) - test(proxy): add regression tests for management\_endpoints edge cases by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​32976](https://github.com/BerriAI/litellm/pull/32976) - fix(auto-router): correct Responses API tool\_choice shape and propagate alias litellm\_params by [@​krrish-berri-2](https://github.com/krrish-berri-2) in [#​32974](https://github.com/BerriAI/litellm/pull/32974) - fix(ui): render the sidebar scrollbar with shadcn ScrollArea by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33124](https://github.com/BerriAI/litellm/pull/33124) - refactor(ui): migrate callback debounce sites to react-pacer with regression tests by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33043](https://github.com/BerriAI/litellm/pull/33043) - chore: add CODEOWNERS for ui and proxy UI build artifacts by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33131](https://github.com/BerriAI/litellm/pull/33131) - feat(mcp): client-held refresh envelope for the dcr\_bridge oauth\_delegate flow by [@​tin-berri](https://github.com/tin-berri) in [#​32980](https://github.com/BerriAI/litellm/pull/32980) - feat(ui): rebuild the Teams table on the shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33128](https://github.com/BerriAI/litellm/pull/33128) - fix(mcp): relay upstream OAuth token and DCR rejections instead of a generic 500 by [@​tin-berri](https://github.com/tin-berri) in [#​33113](https://github.com/BerriAI/litellm/pull/33113) - fix(keys): persist key\_type so the UI shows correct key scope instead of "All Proxy Models" by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33115](https://github.com/BerriAI/litellm/pull/33115) - feat(router): opt-in session affinity for complexity router by [@​krrish-berri-2](https://github.com/krrish-berri-2) in [#​33126](https://github.com/BerriAI/litellm/pull/33126) - feat(prometheus): expose video duration and image count consumption metrics by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33138](https://github.com/BerriAI/litellm/pull/33138) - test(e2e): otel trace completeness on /chat/completions by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33132](https://github.com/BerriAI/litellm/pull/33132) - fix(sso): paginate through all pages when fetching service principal group assignments by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33149](https://github.com/BerriAI/litellm/pull/33149) - test(e2e): otel trace completeness on /v1/messages by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33133](https://github.com/BerriAI/litellm/pull/33133) - feat(ui): add adaptive routing settings to Auto-Router v2 by [@​krrish-berri-2](https://github.com/krrish-berri-2) in [#​33146](https://github.com/BerriAI/litellm/pull/33146) - refactor(mcp): extract the dcr\_bridge token flow into bridge\_token\_flow\.py by [@​tin-berri](https://github.com/tin-berri) in [#​33141](https://github.com/BerriAI/litellm/pull/33141) - chore: bump litellm 1.93.0 -> 1.94.0, litellm-enterprise 0.1.49 -> 0.1.50, litellm-proxy-extras 0.4.76 -> 0.4.77 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33229](https://github.com/BerriAI/litellm/pull/33229) - fix(proxy): route master key to team-scoped models by [@​kunal2002](https://github.com/kunal2002) in [#​32926](https://github.com/BerriAI/litellm/pull/32926) - chore(deps): pin httplib2 and setuptools transitive floors by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33233](https://github.com/BerriAI/litellm/pull/33233) - feat(ui): left-anchor the Create Key and Create Team CTAs by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33248](https://github.com/BerriAI/litellm/pull/33248) - fix(anthropic/passthrough): drop incompatible temperature when downgrading adaptive thinking for pre-4.6 models by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33244](https://github.com/BerriAI/litellm/pull/33244) - fix(guardrails): run apply\_guardrail-style model-level pre\_call guardrails at deployment hook by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33136](https://github.com/BerriAI/litellm/pull/33136) - fix(proxy)!: enforce user budget on team keys (read-time + reservation) with UI opt-out by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​32005](https://github.com/BerriAI/litellm/pull/32005) - fix(e2e): bound spend-log snapshots to a /spend/logs/v2 window by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​33265](https://github.com/BerriAI/litellm/pull/33265) - test(e2e): cover key rpm/tpm rate limiting, window reset, and pacing headers by [@​mateo-berri](https://github.com/mateo-berri) in [#​32914](https://github.com/BerriAI/litellm/pull/32914) - fix(anthropic): use native output capability by [@​krrish-berri-2](https://github.com/krrish-berri-2) in [#​33235](https://github.com/BerriAI/litellm/pull/33235) - fix(ci): retry setup-uv installs to survive transient manifest fetch failures by [@​mateo-berri](https://github.com/mateo-berri) in [#​33279](https://github.com/BerriAI/litellm/pull/33279) - fix(proxy): never log raw virtual keys in key insertion debug output by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33268](https://github.com/BerriAI/litellm/pull/33268) - fix(bedrock\_mantle): route xai.grok-4.3 via /openai/v1 frontier path by [@​marty-sullivan](https://github.com/marty-sullivan) in [#​33027](https://github.com/BerriAI/litellm/pull/33027) - feat(pricing): add gemini-omni-flash-preview with video output token pricing by [@​mateo-berri](https://github.com/mateo-berri) in [#​33274](https://github.com/BerriAI/litellm/pull/33274) - fix(auth): scope the JWT enterprise gate to actual JWTs by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​33296](https://github.com/BerriAI/litellm/pull/33296) - fix(s3): sanitize slashes in response-id-derived object key file name by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33271](https://github.com/BerriAI/litellm/pull/33271) - refactor(ui): migrate guardrails table onto shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33303](https://github.com/BerriAI/litellm/pull/33303) - chore(ci): promote internal staging to main by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33308](https://github.com/BerriAI/litellm/pull/33308) - feat(guardrails): streaming text transformation in generic\_guardrail\_api by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33110](https://github.com/BerriAI/litellm/pull/33110) - test(e2e): cover model-aware mid-conversation system handling on Bedrock Invoke /v1/messages by [@​mateo-berri](https://github.com/mateo-berri) in [#​32963](https://github.com/BerriAI/litellm/pull/32963) - test(claude\_code): move the Claude Code compatibility matrix under tests/e2e by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​32548](https://github.com/BerriAI/litellm/pull/32548) - chore(ci): sync litellm\_internal\_staging into daily OSS branch by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33337](https://github.com/BerriAI/litellm/pull/33337) - feat(bedrock guardrails): add resource-less InvokeGuardrailChecks (detect-only) mode by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33299](https://github.com/BerriAI/litellm/pull/33299) - Revert "chore(ci): sync litellm\_internal\_staging into daily OSS branch" by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33339](https://github.com/BerriAI/litellm/pull/33339) - fix(websearch): intercept web search on the Responses API by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33129](https://github.com/BerriAI/litellm/pull/33129) - fix(anthropic-adapter): drop empty content\_block\_delta events by [@​mateo-berri](https://github.com/mateo-berri) in [#​33315](https://github.com/BerriAI/litellm/pull/33315) - fix(mcp): persist discovered OAuth endpoints and keep last known good on failed re-discovery by [@​tin-berri](https://github.com/tin-berri) in [#​33286](https://github.com/BerriAI/litellm/pull/33286) - test(e2e): otel trace completeness on streaming chat, messages, and responses (LIT-3787) by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33234](https://github.com/BerriAI/litellm/pull/33234) - feat(router): resolve auto-router routing plugins from proxy YAML config by [@​krrish-berri-2](https://github.com/krrish-berri-2) in [#​33251](https://github.com/BerriAI/litellm/pull/33251) - test(e2e): failed request error span carries the full untruncated message and status (LIT-4179) by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33304](https://github.com/BerriAI/litellm/pull/33304) - refactor(ui): migrate tags table onto shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33314](https://github.com/BerriAI/litellm/pull/33314) - fix(cli): surface actionable CLI SSO errors when CLI and proxy versions skew by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33309](https://github.com/BerriAI/litellm/pull/33309) - feat(bedrock\_mantle): add GPT-5.6 sol/terra/luna to model cost map by [@​mateo-berri](https://github.com/mateo-berri) in [#​33412](https://github.com/BerriAI/litellm/pull/33412) - chore(codeowners): exempt generated schema.d.ts from UI ownership by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33411](https://github.com/BerriAI/litellm/pull/33411) - feat(proxy): push-based OTLP billable-request metering for enterprise deployments by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​31592](https://github.com/BerriAI/litellm/pull/31592) - fix(mcp): cap per-user OAuth token cache TTL at the token's own lifetime by [@​tin-berri](https://github.com/tin-berri) in [#​33346](https://github.com/BerriAI/litellm/pull/33346) - feat(ui): move Caching out of Experimental into Developer Tools by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33432](https://github.com/BerriAI/litellm/pull/33432) - chore(ci): promote internal staging to main by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33425](https://github.com/BerriAI/litellm/pull/33425) - chore(ci): merge daily internal staging branch by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33335](https://github.com/BerriAI/litellm/pull/33335) - feat(guardrails): add Compresr guardrail for query-aware context compression by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33295](https://github.com/BerriAI/litellm/pull/33295) - fix(logging): preserve callback order in get\_combined\_callback\_list by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33005](https://github.com/BerriAI/litellm/pull/33005) - fix(logging): redact assistant tool call arguments in spend logs by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33111](https://github.com/BerriAI/litellm/pull/33111) - fix(anthropic): honor messages request timeout by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33418](https://github.com/BerriAI/litellm/pull/33418) - fix(llm\_guard): apply sanitized prompt returned by moderation API to request by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33331](https://github.com/BerriAI/litellm/pull/33331) - fix(logging): stop pinning large request payloads past request end by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33455](https://github.com/BerriAI/litellm/pull/33455) - feat(guardrails): forward optional metadata on POST /guardrails/apply\_guardrail by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33067](https://github.com/BerriAI/litellm/pull/33067) - build: raise requires-python cap to <3.15 so Python 3.14 installs current releases by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33438](https://github.com/BerriAI/litellm/pull/33438) - feat(ui): add reusable BetaBadge and use it for Projects sidebar item by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33449](https://github.com/BerriAI/litellm/pull/33449) - fix(mcp): discover missing OAuth scopes and token\_url when authorization\_url is set manually by [@​tin-berri](https://github.com/tin-berri) in [#​33317](https://github.com/BerriAI/litellm/pull/33317) - feat(ui): show exact license expiration date in usage cards by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33478](https://github.com/BerriAI/litellm/pull/33478) - test(claude\_code): rename misleading REPO\_ROOT to SUITE\_ROOT in test\_v0\_layout by [@​mateo-berri](https://github.com/mateo-berri) in [#​33472](https://github.com/BerriAI/litellm/pull/33472) - build(deps): update ddtrace to the 4.x line by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33484](https://github.com/BerriAI/litellm/pull/33484) - fix(complexity\_router): return empty dict from \_classifier\_call\_metadata when metadata is absent by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33452](https://github.com/BerriAI/litellm/pull/33452) - fix(ui/chat): resolve chat routes at render time so navigation works under server\_root\_path by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33446](https://github.com/BerriAI/litellm/pull/33446) - fix(key management): enforce minimum custom key length and mask short keys in key\_name by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33462](https://github.com/BerriAI/litellm/pull/33462) - chore(ui): remove unmounted UsageIndicator and the Hide Usage Indicator flag by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33482](https://github.com/BerriAI/litellm/pull/33482) - test(e2e/claude\_code): add passthrough matrix row for the big-3 clouds and Anthropic API by [@​mateo-berri](https://github.com/mateo-berri) in [#​33473](https://github.com/BerriAI/litellm/pull/33473) - chore(ci): promote internal staging to main by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33491](https://github.com/BerriAI/litellm/pull/33491) - fix(ui): stop sending the complexity-router pseudo-model to /health/test\_connection by [@​krrish-berri-2](https://github.com/krrish-berri-2) in [#​33498](https://github.com/BerriAI/litellm/pull/33498) - feat(cli): add lite up/down to ambiently route Claude Code through the proxy by [@​krrish-berri-2](https://github.com/krrish-berri-2) in [#​33231](https://github.com/BerriAI/litellm/pull/33231) - feat(complexity\_router): enable session\_affinity by default by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33500](https://github.com/BerriAI/litellm/pull/33500) - fix(anthropic): stop 500 on combined thinking+signature streaming chunk by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33505](https://github.com/BerriAI/litellm/pull/33505) - feat(autoroute): prompt for semantic keywords per tier in configure wizard by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33508](https://github.com/BerriAI/litellm/pull/33508) - fix(cli/anthropic): unblock lite autoroute proxy deps, adaptive thinking, and thinking+signature streaming by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33507](https://github.com/BerriAI/litellm/pull/33507) - test(ocr): use mistral-document-ai-2512 in azure\_ai OCR tests by [@​mateo-berri](https://github.com/mateo-berri) in [#​33489](https://github.com/BerriAI/litellm/pull/33489) - fix(guardrails): show YAML-defined guardrails in the Guardrail Monitor by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​32853](https://github.com/BerriAI/litellm/pull/32853) - refactor(ui): migrate policies, deleted keys, deleted teams, budgets, and search tools tables onto shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33357](https://github.com/BerriAI/litellm/pull/33357) - refactor(ui): migrate vector stores, prompts, and skills tables onto shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33343](https://github.com/BerriAI/litellm/pull/33343) - test(e2e): datadog log delivery for successful chat, messages, and responses (LIT-4447) by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33415](https://github.com/BerriAI/litellm/pull/33415) - fix(cli): make CLI output ASCII-only so it doesn't crash legacy Windows consoles by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33465](https://github.com/BerriAI/litellm/pull/33465) - fix: remove dead user-cache lookup with None key in spend-update path by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33555](https://github.com/BerriAI/litellm/pull/33555) - feat(helm): add per-component PodDisruptionBudget and topologySpreadConstraints to componentized chart by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33430](https://github.com/BerriAI/litellm/pull/33430) - fix(e2e/claude\_code): unblock stage collection, align proxy env names, register compat models by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​33433](https://github.com/BerriAI/litellm/pull/33433) - fix(mcp): index authed request-time tools missing from the semantic filter startup index by [@​tin-berri](https://github.com/tin-berri) in [#​33318](https://github.com/BerriAI/litellm/pull/33318) - fix(streaming): use provider-reported usage cost for OpenRouter streams by [@​mateo-berri](https://github.com/mateo-berri) in [#​32255](https://github.com/BerriAI/litellm/pull/32255) - feat(mcp): issuer-anchored OAuth discovery (RFC 8414 §3.3) to close the authorization-server mix-up by [@​tin-berri](https://github.com/tin-berri) in [#​33450](https://github.com/BerriAI/litellm/pull/33450) - feat(logging): add user and team level spend and budget to StandardLoggingPayload metadata by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33459](https://github.com/BerriAI/litellm/pull/33459) - fix(router): cast model\_info cost values to float in \_set\_model\_group\_info by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33556](https://github.com/BerriAI/litellm/pull/33556) - chore(e2e): establish litellm\_e2e\_staging integration line by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​33502](https://github.com/BerriAI/litellm/pull/33502) - fix(ui): navigate to /ui/login/ with trailing slash via hard navigation by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33561](https://github.com/BerriAI/litellm/pull/33561) - feat(logging): add structured budget fields to budget rejection failure logs by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33460](https://github.com/BerriAI/litellm/pull/33460) - fix(streaming): surface upstream connection resets instead of empty 200 streams by [@​mateo-berri](https://github.com/mateo-berri) in [#​33222](https://github.com/BerriAI/litellm/pull/33222) - fix(proxy\_cli): reap orphaned prisma query-engine processes when a worker dies by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33424](https://github.com/BerriAI/litellm/pull/33424) - test(reasoning\_effort\_grid): enable azure fable-5 and opus-4-8 grid cells by [@​mateo-berri](https://github.com/mateo-berri) in [#​33485](https://github.com/BerriAI/litellm/pull/33485) - build(deps): bump uvicorn lock to 0.51.0 so worker health-check and jitter flags take effect by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33574](https://github.com/BerriAI/litellm/pull/33574) - fix(proxy): coerce default\_internal\_user\_params.max\_budget to float on config load by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​32434](https://github.com/BerriAI/litellm/pull/32434) - fix(router): honor per-request routing\_strategy from key/team router\_settings by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33429](https://github.com/BerriAI/litellm/pull/33429) - fix(redis): honor ssl value instead of key presence when building async connection pool by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​32590](https://github.com/BerriAI/litellm/pull/32590) - fix(langfuse\_otel): build per-request OTLP exporter from key and team dynamic Langfuse credentials by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​32437](https://github.com/BerriAI/litellm/pull/32437) - ci: run zizmor and proxy-db unit tests on PRs targeting litellm\_ branches by [@​mateo-berri](https://github.com/mateo-berri) in [#​33568](https://github.com/BerriAI/litellm/pull/33568) - fix(router): apply team/key enable\_tag\_filtering to tag routing by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33436](https://github.com/BerriAI/litellm/pull/33436) - feat(proxy): add disable\_auto\_add\_proxy\_admin\_to\_teams flag by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33563](https://github.com/BerriAI/litellm/pull/33563) - fix(proxy): stop stale auth cache re-publish to Redis so key updates propagate across replicas by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33565](https://github.com/BerriAI/litellm/pull/33565) - feat(e2e): emit structured E2E\_RESULT lines for package status history by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​33578](https://github.com/BerriAI/litellm/pull/33578) - chore: bump litellm-enterprise 0.1.50 -> 0.1.51, litellm-proxy-extras 0.4.77 -> 0.4.78 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33571](https://github.com/BerriAI/litellm/pull/33571) - fix(docker): restore litellm-proxy-extras source dir in runtime images by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33592](https://github.com/BerriAI/litellm/pull/33592) - feat(ui): require embedding model for semantic auto router by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33313](https://github.com/BerriAI/litellm/pull/33313) - feat(scim): ingest and round-trip SCIM entitlements and roles user attributes by [@​tin-berri](https://github.com/tin-berri) in [#​33587](https://github.com/BerriAI/litellm/pull/33587) - refactor(ui): migrate 5 simple tables onto shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33548](https://github.com/BerriAI/litellm/pull/33548) - fix(model\_armor): restore reference attachments via skip\_unscannable\_attachments and remove the attachment count cap by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33554](https://github.com/BerriAI/litellm/pull/33554) - fix(mcp): keep the MCP reference intact when the semantic filter narrows tools by [@​tin-berri](https://github.com/tin-berri) in [#​33584](https://github.com/BerriAI/litellm/pull/33584) - fix(sso): stop enforcing UI session budget on CLI login tokens by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​33312](https://github.com/BerriAI/litellm/pull/33312) - test: e2e staging leftovers by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​33613](https://github.com/BerriAI/litellm/pull/33613) - test(e2e/claude\_code): add GPT-5.6 Sol/Terra/Luna columns for OpenAI, Azure OpenAI, and Bedrock Mantle by [@​mateo-berri](https://github.com/mateo-berri) in [#​33474](https://github.com/BerriAI/litellm/pull/33474) - test(e2e): otel streaming spans record a real ttft below span duration by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33588](https://github.com/BerriAI/litellm/pull/33588) - fix(mcp): make the preemptive-401 OAuth challenge decision mode-aware by [@​tin-berri](https://github.com/tin-berri) in [#​33586](https://github.com/BerriAI/litellm/pull/33586) - fix(ui): show all teams in policy attachment form for admins by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33628](https://github.com/BerriAI/litellm/pull/33628) - refactor(ui): migrate AI Hub, public hub, and MCP Toolsets tables onto shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33629](https://github.com/BerriAI/litellm/pull/33629) - test(e2e): datadog log delivery for streamed routes, read back from the real datadog api by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33566](https://github.com/BerriAI/litellm/pull/33566) - chore(ci): promote internal staging to main by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33640](https://github.com/BerriAI/litellm/pull/33640) - fix(vertex\_ai): surface Gemini grounding toolUsePromptTokenCount in Usage by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33533](https://github.com/BerriAI/litellm/pull/33533) - test(e2e): harness fixes for stage job green (skips + router/UI/budget) by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​33634](https://github.com/BerriAI/litellm/pull/33634) - fix(router): resolve prompt cache minimum per model instead of a flat 1024 by [@​tin-berri](https://github.com/tin-berri) in [#​33637](https://github.com/BerriAI/litellm/pull/33637) - fix(logging): classify async anthropic\_messages and generate\_content as async by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33589](https://github.com/BerriAI/litellm/pull/33589) - fix(ui): remove Chat item from dashboard leftnav by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33647](https://github.com/BerriAI/litellm/pull/33647) - fix(router): tag-aware pre-routing strategy selection for shared model\_name by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33691](https://github.com/BerriAI/litellm/pull/33691) - fix(proxy): enforce max\_parallel\_requests as a per-slot concurrency gauge by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​32441](https://github.com/BerriAI/litellm/pull/32441) - fix(proxy): stop treating upstream model body field as a LiteLLM model on auth-enforced pass-through routes by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33710](https://github.com/BerriAI/litellm/pull/33710) - fix(mcp): expand toolset grants in shared permission primitives so tools/call honors them by [@​tin-berri](https://github.com/tin-berri) in [#​33612](https://github.com/BerriAI/litellm/pull/33612) - feat(complexity-router): user-triggered escalation keywords by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33656](https://github.com/BerriAI/litellm/pull/33656) - fix(fireworks\_ai): bill prompt-cache hits at cache\_read rate by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33714](https://github.com/BerriAI/litellm/pull/33714) - fix(pricing): mark realtime-only gpt-realtime models as mode realtime by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33728](https://github.com/BerriAI/litellm/pull/33728) - fix(rag): track LLM completion usage and spend for /v1/rag/query by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​32438](https://github.com/BerriAI/litellm/pull/32438) - feat(anthropic): add enable\_anthropic\_prompt\_caching for automatic cache\_control injection by [@​tin-berri](https://github.com/tin-berri) in [#​33573](https://github.com/BerriAI/litellm/pull/33573) - fix(anthropic): self-heal on missing thinking-signature errors from Bedrock/Vertex by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33719](https://github.com/BerriAI/litellm/pull/33719) - fix(proxy): resolve router\_settings.plugins dotted paths and load plugins from installed packages by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33644](https://github.com/BerriAI/litellm/pull/33644) - test(e2e): budget refusals are 429 for bare keys and team caps block every team key by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33632](https://github.com/BerriAI/litellm/pull/33632) - feat(router): add router plugin reference catalog by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33746](https://github.com/BerriAI/litellm/pull/33746) - test(e2e): assert an org budget block is a 429 naming the organization by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33638](https://github.com/BerriAI/litellm/pull/33638) - fix(proxy): bill partial streamed spend when the client disconnects mid-stream by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33736](https://github.com/BerriAI/litellm/pull/33736) - test(e2e): delete unreferenced Grafana panel docs by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33743](https://github.com/BerriAI/litellm/pull/33743) - docs(tests/e2e): align skip-vs-fail docs with the hard-fail contract and scope the no-unit-tests rule by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33755](https://github.com/BerriAI/litellm/pull/33755) - refactor(e2e): replace bespoke result reporter with standard JUnit report by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33758](https://github.com/BerriAI/litellm/pull/33758) - test(e2e): user budget across keys and team member budget isolation by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33745](https://github.com/BerriAI/litellm/pull/33745) - refactor(e2e): remove bob\_the\_builder; drive remediation from a Grafana alert (provisioned outside the repo) by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33749](https://github.com/BerriAI/litellm/pull/33749) - feat(mcp): per-server outcomes for aggregate tools/list and truthful single-server REST statuses by [@​tin-berri](https://github.com/tin-berri) in [#​33153](https://github.com/BerriAI/litellm/pull/33153) - test(e2e): mcp suite for key-without-access denial by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33752](https://github.com/BerriAI/litellm/pull/33752) - chore(ci): merge oss branch by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33784](https://github.com/BerriAI/litellm/pull/33784) - chore(ci): merge oss branch - July 17th by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33793](https://github.com/BerriAI/litellm/pull/33793) - fix(ui): migrate tag deletion to shared DeleteResourceModal by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33795](https://github.com/BerriAI/litellm/pull/33795) - build(rust): raise pyo3 to 0.29 so the native bridge compiles on Python 3.14 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33798](https://github.com/BerriAI/litellm/pull/33798) - chore(guardrails): remove docstring from singulr module for consistency by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33800](https://github.com/BerriAI/litellm/pull/33800) - fix(ui): stop credential edit from persisting the masked api key by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33797](https://github.com/BerriAI/litellm/pull/33797) - build(deps): allow redisvl, pypdf, and openapi-core on Python 3.14 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33801](https://github.com/BerriAI/litellm/pull/33801) - test(proxy): make streaming-cancel mocks awaitable for the disconnect slot release by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33802](https://github.com/BerriAI/litellm/pull/33802) - test(e2e): a member's team budget cuts off only that member's key by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33718](https://github.com/BerriAI/litellm/pull/33718) - test(e2e): a user's max\_budget follows the person across personal and team keys by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33762](https://github.com/BerriAI/litellm/pull/33762) - test(e2e): skip flaky OpenAI GPT cells; raise multi-window max\_tokens by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​33799](https://github.com/BerriAI/litellm/pull/33799) - chore: remove accidentally committed dist tarball and ignore dist/ by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33805](https://github.com/BerriAI/litellm/pull/33805) - fix(passthrough): stop classifying plain 'predict'/'search' paths as Vertex by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33658](https://github.com/BerriAI/litellm/pull/33658) - build(deps): bump mcp lock to 1.28.1 to clear image-scan findings by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33803](https://github.com/BerriAI/litellm/pull/33803) - test(pricing): pin the realtime mode assertion to the bundled cost map by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33806](https://github.com/BerriAI/litellm/pull/33806) - fix(proxy): derive session id from Anthropic metadata.user\_id for session affinity by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33723](https://github.com/BerriAI/litellm/pull/33723) - test(e2e): budget reset diagonal for team, org, user, and [#​32005](https://github.com/BerriAI/litellm/issues/32005) team-member keys by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33771](https://github.com/BerriAI/litellm/pull/33771) - fix(proxy): source /v1/models token limits from the cost map instead of Router.get\_model\_group\_info by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33721](https://github.com/BerriAI/litellm/pull/33721) - fix(fireworks\_ai): correct glm-5p2 prompt-cache read price to $0.14/1M by [@​tin-berri](https://github.com/tin-berri) in [#​33796](https://github.com/BerriAI/litellm/pull/33796) - feat(proxy): add x-litellm-model-name response header with deployment model string by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33698](https://github.com/BerriAI/litellm/pull/33698) - feat: add Straiker guardrail integration by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33781](https://github.com/BerriAI/litellm/pull/33781) - fix(vertex\_ai): exclude Gemini Google Search grounding tokens from input token billing by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33742](https://github.com/BerriAI/litellm/pull/33742) - feat(fireworks\_ai): map litellm session id to x-session-affinity header for prompt caching by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33717](https://github.com/BerriAI/litellm/pull/33717) - feat(ui): configure Anthropic automatic prompt caching from the Admin UI by [@​tin-berri](https://github.com/tin-berri) in [#​33581](https://github.com/BerriAI/litellm/pull/33581) - fix(router): enforce context-window pre-call checks for Responses API input by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33706](https://github.com/BerriAI/litellm/pull/33706) - fix(otel): restore proxy-level error.\* attributes on v2 failure spans (LIT-4179) by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33664](https://github.com/BerriAI/litellm/pull/33664) - fix(mcp): persist config.yaml DCR clients in a server-scoped store so refresh survives token expiry by [@​tin-berri](https://github.com/tin-berri) in [#​33768](https://github.com/BerriAI/litellm/pull/33768) - refactor(ui): consolidate Add/Edit credential modals into one CredentialModal by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​32572](https://github.com/BerriAI/litellm/pull/32572) - feat(mcp): add ID-JAG (identity assertion authorization grant) support for MCP egress by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​31516](https://github.com/BerriAI/litellm/pull/31516) - refactor(ui): migrate policy attachments table onto shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33827](https://github.com/BerriAI/litellm/pull/33827) - docs(litellm-rust): add provider coding standards by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33833](https://github.com/BerriAI/litellm/pull/33833) - test(e2e): rename Gateway to ProxyClient and expose it as a session-scoped pytest fixture by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33750](https://github.com/BerriAI/litellm/pull/33750) - feat(messages): route Azure Anthropic /messages through Rust behind rust:true by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33616](https://github.com/BerriAI/litellm/pull/33616) - test(e2e): add Locust throughput load test that runs last by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33748](https://github.com/BerriAI/litellm/pull/33748) - fix(proxy): resolve team wildcard credentials for vector store files by [@​shivamrawat1](https://github.com/shivamrawat1) in [#​33649](https://github.com/BerriAI/litellm/pull/33649) - refactor(e2e): fold claude\_code HTTP probes onto shared ProxyClient methods by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33760](https://github.com/BerriAI/litellm/pull/33760) - test(e2e): harden stage flakes for batches, UI, and MCP by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​33831](https://github.com/BerriAI/litellm/pull/33831) - fix(e2e): migrate load suite from e2e\_gateway to ProxyClient by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​33839](https://github.com/BerriAI/litellm/pull/33839) - chore(e2e): remove tests/e2e/docker-compose.yml by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33837](https://github.com/BerriAI/litellm/pull/33837) - test(e2e): cover /v1/responses openai basic nonstream and stream by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33830](https://github.com/BerriAI/litellm/pull/33830) - test(e2e): cover /v1/responses openai cost\_logged and tool\_use by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33835](https://github.com/BerriAI/litellm/pull/33835) - test(e2e): cover /v1/responses OpenAI vision and Anthropic basic by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33838](https://github.com/BerriAI/litellm/pull/33838) - test(e2e): spendlog cost for streaming /v1/messages via responses bridge by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​33753](https://github.com/BerriAI/litellm/pull/33753) - fix(docker): bake prisma CLI and engines at a fixed path so fresh-DB migrations work for any uid offline by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33853](https://github.com/BerriAI/litellm/pull/33853) - feat(chat-ui): add personal Logs view scoped to the current user by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33829](https://github.com/BerriAI/litellm/pull/33829) - chore: bump litellm-proxy-extras 0.4.78 -> 0.4.79 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33855](https://github.com/BerriAI/litellm/pull/33855) - docs(litellm-rust): require the official Rust Style Guide in agent rules by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33867](https://github.com/BerriAI/litellm/pull/33867) - fix(router): treat malformed configured token limits as absent on /v1/models by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33864](https://github.com/BerriAI/litellm/pull/33864) - chore: rebuild admin UI bundle for the rc release by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33857](https://github.com/BerriAI/litellm/pull/33857) - docs(rust): add provider abstraction standards by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33865](https://github.com/BerriAI/litellm/pull/33865) - chore(ci): promote internal staging to main by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33868](https://github.com/BerriAI/litellm/pull/33868) - chore(release): backport [#​33929](https://github.com/BerriAI/litellm/issues/33929) to rc/1.94.0 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​34033](https://github.com/BerriAI/litellm/pull/34033) - chore(release): backport [#​33810](https://github.com/BerriAI/litellm/issues/33810), [#​33733](https://github.com/BerriAI/litellm/issues/33733) to rc/1.94.0 and bump litellm-proxy-extras to 0.4.79.post1 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​34215](https://github.com/BerriAI/litellm/pull/34215) - chore(ui): rebuild Next.js bundle on rc/1.94.0 so the Cost Optimization page ships by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​34216](https://github.com/BerriAI/litellm/pull/34216) - chore(release): backport auth, CLI SSO and guardrail fixes to rc/1.94.0 and refresh flagged dependencies by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​34640](https://github.com/BerriAI/litellm/pull/34640) - chore(release): backport [#​33899](https://github.com/BerriAI/litellm/issues/33899), [#​33978](https://github.com/BerriAI/litellm/issues/33978), [#​34582](https://github.com/BerriAI/litellm/issues/34582), [#​34675](https://github.com/BerriAI/litellm/issues/34675) to rc/1.94.0 and bump litellm-proxy-extras to 0.4.79.post2 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​34855](https://github.com/BerriAI/litellm/pull/34855) - fix(ui): backport cache leakage card layout fix to rc/1.94.0 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​34964](https://github.com/BerriAI/litellm/pull/34964) - fix(ui): add missing cost-optimization page description on rc/1.94.0 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​34967](https://github.com/BerriAI/litellm/pull/34967) - feat(ui): mark Cost Optimization as beta in the left nav ([#​34984](https://github.com/BerriAI/litellm/issues/34984)) by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​34987](https://github.com/BerriAI/litellm/pull/34987) - chore: rebuild Admin UI bundle for v1.94.0 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​34982](https://github.com/BerriAI/litellm/pull/34982) - fix(cost-optimization): backport the savings chart axis fix and methodology popovers to rc/1.94.0 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​34994](https://github.com/BerriAI/litellm/pull/34994) - chore: rebuild Admin UI bundle for rc/1.94.0 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​34995](https://github.com/BerriAI/litellm/pull/34995) **Full Changelog**: <https://github.com/BerriAI/litellm/compare/v1.93.0...v1.94.0> ### [`v1.94.0`](https://github.com/BerriAI/litellm/releases/tag/v1.94.0) ##### 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:v1.94.0 ``` **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/v1.94.0/cosign.pub \ ghcr.io/berriai/litellm:v1.94.0 ``` 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 ``` *** ##### What's Changed - feat(ui): working Test Connection for the complexity auto router by [@​akapur99](https://github.com/akapur99) in [#​32950](https://github.com/BerriAI/litellm/pull/32950) - fix(xecguard): use StandardLoggingGuardrailInformation in logging hook by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​32911](https://github.com/BerriAI/litellm/pull/32911) - feat(ui): adopt openapi-react-query ($api) and convert useCustomers by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​32949](https://github.com/BerriAI/litellm/pull/32949) - refactor(ui): colocate the mcp-servers view, keeping the shared mcp\_tools surface by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​32968](https://github.com/BerriAI/litellm/pull/32968) - refactor(ui): convert endpoint usage charts to shadcn/recharts by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​32723](https://github.com/BerriAI/litellm/pull/32723) - fix(proxy-auth): stop unrecognized model namespaces slipping through provider wildcard keys by [@​mateo-berri](https://github.com/mateo-berri) in [#​32979](https://github.com/BerriAI/litellm/pull/32979) - feat(router): random-pick multi-model complexity tiers by [@​krrish-berri-2](https://github.com/krrish-berri-2) in [#​32967](https://github.com/BerriAI/litellm/pull/32967) - fix(xecguard): sanitize scan result before recording it for logging by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​32935](https://github.com/BerriAI/litellm/pull/32935) - fix(auto\_router): filter embedding models in complexity tab dropdowns, require all tiers, inline validation by [@​akapur99](https://github.com/akapur99) in [#​32978](https://github.com/BerriAI/litellm/pull/32978) - fix(anthropic): translate raw adaptive thinking for pre-4.6 models on chat completions and Bedrock Converse by [@​akapur99](https://github.com/akapur99) in [#​32944](https://github.com/BerriAI/litellm/pull/32944) - feat(router): add Router(plugins=\[...]) routing-plugin pipeline by [@​krrish-berri-2](https://github.com/krrish-berri-2) in [#​32972](https://github.com/BerriAI/litellm/pull/32972) - feat(router): soft-floor adaptive mode for complexity router by [@​krrish-berri-2](https://github.com/krrish-berri-2) in [#​32947](https://github.com/BerriAI/litellm/pull/32947) - docs(github): add QA runbook section to the PR template by [@​mateo-berri](https://github.com/mateo-berri) in [#​32965](https://github.com/BerriAI/litellm/pull/32965) - fix(model\_cost): add supports\_reasoning: false to Gemini image generation models by [@​mateo-berri](https://github.com/mateo-berri) in [#​32836](https://github.com/BerriAI/litellm/pull/32836) - build(dev-env): add make bootstrap and unprovisioned-checkout preflight to pre-commit by [@​mateo-berri](https://github.com/mateo-berri) in [#​32981](https://github.com/BerriAI/litellm/pull/32981) - ci(ui): report only error-level knip findings in CI by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​32971](https://github.com/BerriAI/litellm/pull/32971) - feat(batches): track cost for unmanaged Bedrock batches, generalize the flag by [@​Sameerlite](https://github.com/Sameerlite) in [#​32315](https://github.com/BerriAI/litellm/pull/32315) - fix(guardrails): walk custom\_tool\_call\_output items in \_content\_utils by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​32969](https://github.com/BerriAI/litellm/pull/32969) - fix: show and allow editing team model aliases after team creation by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33047](https://github.com/BerriAI/litellm/pull/33047) - chore(deps): bump pillow to 12.3.0 to resolve osv-scan CVEs by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33093](https://github.com/BerriAI/litellm/pull/33093) - feat(mcp): mint gateway-bound envelope at the token endpoint for dcr\_bridge oauth\_delegate by [@​tin-berri](https://github.com/tin-berri) in [#​32828](https://github.com/BerriAI/litellm/pull/32828) - fix(mcp): surface rejected delegate-auth upstream tokens as connect-time 401 by [@​tin-berri](https://github.com/tin-berri) in [#​32741](https://github.com/BerriAI/litellm/pull/32741) - fix(proxy): track unauthenticated pass-through requests in spend logs by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​32410](https://github.com/BerriAI/litellm/pull/32410) - feat(lasso): send source.type for Used By attribution by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33090](https://github.com/BerriAI/litellm/pull/33090) - fix(responses): continue MCP gateway tool turns from the final response and surface failures by [@​thibault-linktree](https://github.com/thibault-linktree) in [#​33025](https://github.com/BerriAI/litellm/pull/33025) - fix(responses): continue MCP gateway tool turns from the final response and surface failures by [@​tin-berri](https://github.com/tin-berri) in [#​33099](https://github.com/BerriAI/litellm/pull/33099) - fix(completion): forward aws credential kwargs into litellm\_params so the responses bridge keeps WIF auth by [@​mateo-berri](https://github.com/mateo-berri) in [#​32956](https://github.com/BerriAI/litellm/pull/32956) - fix(ui): respect litellm\_key\_header\_name in BYOK credential save and workflow runs fetches by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33103](https://github.com/BerriAI/litellm/pull/33103) - refactor(ui): standardize debounce waits behind shared DEBOUNCE\_WAIT\_MS constant by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33040](https://github.com/BerriAI/litellm/pull/33040) - feat(ui): rebuild the Virtual Keys table on the shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​32991](https://github.com/BerriAI/litellm/pull/32991) - fix: redact async complete streaming response for custom callbacks by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33106](https://github.com/BerriAI/litellm/pull/33106) - build(ui): bump [@​tanstack/react-pacer](https://github.com/tanstack/react-pacer) from 0.2.0 to 0.22.1 by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33041](https://github.com/BerriAI/litellm/pull/33041) - fix(ui): address Virtual Keys redesign review nits by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33112](https://github.com/BerriAI/litellm/pull/33112) - fix(openai/responses): clamp max\_output\_tokens below API minimum by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33098](https://github.com/BerriAI/litellm/pull/33098) - fix(prometheus): read v3 rate limiter remaining values for per-key model gauges by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​33119](https://github.com/BerriAI/litellm/pull/33119) - fix(ui): drop w-full from page-content wrappers to remove 32px horizontal overflow by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33118](https://github.com/BerriAI/litellm/pull/33118) - refactor(ui): migrate straightforward value debounces to react-pacer by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33042](https://github.com/BerriAI/litellm/pull/33042) - feat(mcp): interactive SSO sign-in for dcr\_bridge oauth\_delegate DCR clients by [@​tin-berri](https://github.com/tin-berri) in [#​32946](https://github.com/BerriAI/litellm/pull/32946) - test(proxy): add regression tests for management\_endpoints edge cases by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​32976](https://github.com/BerriAI/litellm/pull/32976) - fix(auto-router): correct Responses API tool\_choice shape and propagate alias litellm\_params by [@​krrish-berri-2](https://github.com/krrish-berri-2) in [#​32974](https://github.com/BerriAI/litellm/pull/32974) - fix(ui): render the sidebar scrollbar with shadcn ScrollArea by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33124](https://github.com/BerriAI/litellm/pull/33124) - refactor(ui): migrate callback debounce sites to react-pacer with regression tests by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​33043](https://github.com/BerriAI/litellm/pull/33043) - chore: add CODEOWNERS for ui and proxy UI build artifacts by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33131](https://github.com/BerriAI/litellm/pull/33131) - feat(mcp): client-held refresh envelope for the dcr\_bridge oauth\_delegate flow by [@​tin-berri](https://github.com/tin-berri) in [#​32980](https://github.com/BerriAI/litellm/pull/32980) - feat(ui): rebuild the Teams table on the shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​33128](https://github.com/BerriAI/litellm/pull/33128) - fix(mcp): relay upstream OAuth token and DCR rejections instead of a generic 500 by [@​tin-berri](https://github.com/tin-berri) in [#​33113](https://github.com/BerriAI/litellm/pull/33113) - fix(keys): persist key\_type so the UI shows correct key scope instead of "All Proxy…


Title
feat(guardrails): streaming text transformation in generic_guardrail_api
Relevant issues
Linear ticket
Pre-Submission checklist
Type
New Feature
Changes
Adds an opt-in
streaming_transform_mode: incremental_diffconfig ongeneric_guardrail_apiso an HTTP guardrail can rewrite streamed response text (PII masking, pseudonym reversal, redaction) instead of only blocking on it.Default
block_onlypreserves historical behavior: the guardrail can terminate a stream via aBLOCKEDaction, butGUARDRAIL_INTERVENEDtext rewrites are silently dropped.incremental_diffwithholds the raw upstream chunks, runs the guardrail every N chunks over the accumulated text, and emits the guardrail's rewritten text as synthetic deltas by diffing the mutated accumulated text against what has already been streamed.Companion
stream_holdback_charson the guardrail response contract lets a guardrail server request the framework withhold N trailing chars per choice (word-boundary safety across rounds).v1 scope:
incremental_diff; other routes silently fall back toblock_only.delta.contenttext is transformed.delta.tool_callschunks pass through withcontentstripped and are inspected for a block decision at end of stream (matchingblock_only), but never text-rewritten.stream_transform_underflow; a guardrail that needs to rewrite recent output must withhold it first viastream_holdback_chars.Credit
Adopted from #32084 by @schneidermr (PalenaAI). Mirrored onto a
litellm_branch so CircleCI and the internal lint workflow run against the current HEAD.This is a fresh replacement for #32915 (closed due to accumulated force-push noise); the branch is now clean: OSS PR head → staging merge → one fix commit addressing five correctness bugs surfaced during review.
Original PR: #32084
Prior adoption PR (closed): #32915
Five correctness fixes on top of the OSS PR
Single commit addressing:
Mixed content+tool_call
finish_reasondeferral —_tool_call_passthrough_chunkdefersfinish_reasonfor choices carrying both text and tool_calls so a terminator chunk delivers it. Without this, SSE-compliant clients stopping atfinish_reasonsilently drop the guardrailed text. (Greptile P1 twice, Veria.)Choice-index sort in
_process_streaming_transform—indices/texts_to_checksorted byStreamingChoices.indexson>1streams don't map guardrail-returned texts to the wrong choice indices. (Bugbot Medium.)Cross-chunk pre-tool-call text flush — text chunks trailed by a pure tool-call chunk carrying
finish_reason="tool_calls"flush any pending transformed text via_round(is_final=False)before yielding the passthrough. Same class as Give me consistent exceptions #1 but cross-chunk. (Greptile P1.)Terminator chunk on empty
mutated_text_per_choice—_build_transform_chunkemits a terminator chunk on the final flush when the guardrail returned empty texts, so a deferredfinish_reason(from Give me consistent exceptions #1) is delivered even when the guardrail suppresses the text. (Bugbot High.)Deep-copy
responses_so_farbefore end-of-stream block inspection —_inspect_full_response_for_blocknow receivescopy.deepcopy(responses_so_far). Without this, the block path's in-place mutation ofdelta.contentcorrupts the shared accumulator, causing the subsequent final_roundto see already-guardrailed text and re-apply the guardrail (silent double-application for non-idempotent guardrails, orstream_transform_underflowfrom mismatched prefixes). (Greptile P1.)All five fixes are scoped to the incremental_diff code paths (reachable only behind
streaming_transform_mode == "incremental_diff"orstream_transform_sink is not None). No changes toblock_only, non-streaming,pre_call, moderation, or sibling guardrails.Also normalizes
Optional[X]→X | Noneacross the OSS PR's added surface via ruff UP045 autofix + F401 unused-import cleanup (required to pass the strict-rule budget gate; mechanical typing style change, no semantic effect).Regression tests added for all five fixes.
Follow-ups (opt-in path only, no correctness impact — will be separate PRs)
not _chunk_has_finish_reason(item)gate on the sampled roundtext_pending_flushset on text, cleared after any_round)stream_options.include_usagechunks dropped on incremental_diff_is_usage_only_chunk, pass through rawfinish_reasoncan be droppedfinish_reason_per_choicehas entriesraise excon non-A2A: re-raises rather than emitting clean SSE error framebuild_block_sse_chunksoverride onOpenAIChatCompletionsHandler(fixes framework-wide, not just this PR)texts: []in GUARDRAIL_INTERVENED treated as no-op across all modesSUPPRESSEDaction codetool_call_arguments_textsto inputs; per-chunk redaction; diff-emit like text deltasstreaming_buffer_until_moderatedignored under incremental_diffhas_stream_endedinspects onlychoices[0](pre-existing block_only limitation)any(c.finish_reason is not None for c in chunk.choices)docs.litellm.aistreaming section missingstream_transform_underflowmanifests as ChunkedEncodingError on SSE clients (tied to #9)streaming_end_of_stream_only=Truesilently violated by the cross-chunk pre-tool-call text flush (fix #3 above)end_of_stream_only=True(accepts mixed-chunk finish_reason re-break under that config), or add runtime warning that the flag is best-effort underincremental_difffinish_reason) andtool_callswithfinish_reasonon choice 1 in the same chunk, the pre-tool-call flush is skipped becausesaw_text_content=Falseat entry. Choice 1's passthrough emitsfinish_reasonimmediately, SSE clients stop reading, and choice 0's transformed text is lost. Fix #1's_tool_call_passthrough_chunkdefer only fires when the same choice has both content and tool_calls, not the cross-choice n>1 form. (Bugbot Medium)_chunk_carries_textbefore the tool-call branch), OR stripfinish_reasonfrom all passthrough choices when any choice in the chunk has text pending_round(is_final=False)honorsstream_holdback_chars, so trailing text can be withheld. The subsequent tool-call passthrough emitsfinish_reason, SSE clients stop reading, and the held-back text is dropped when the EOS flush runs. Direct interaction with Fix #3. (Bugbot High)_roundthat forces holdback to 0 (equivalent tois_final=Truesemantics for holdback purposes only, without triggering the terminator branch), OR emit an additional "final-holdback-release" round before the passthroughNote
High Risk
Large new streaming proxy path touches guardrail output delivery, SSE ordering, and fail-closed redaction semantics; mistakes could leak raw text or break tool-calling streams, though default block_only is unchanged.
Overview
Adds opt-in
streaming_transform_mode: incremental_diffongeneric_guardrail_apiso HTTP guardrails can rewrite streamed chat text (masking, redaction) instead of only blocking. Defaultblock_onlyis unchanged: upstream chunks still stream andGUARDRAIL_INTERVENEDtext edits are dropped.With
incremental_diff, the unified streaming hook withholds raw chunks, runs the guardrail on accumulated stringdelta.contenton a sampling schedule (and at EOS), and emits synthetic deltas by diffing guardrailed text against what was already sent. The API contract gainsstream_holdback_chars(with coercion) so the server can withhold trailing chars across rounds; non-forward rewrites fail closed withstream_transform_underflow.StreamTransformSinkand OpenAI chat_process_streaming_transformkeep the raw accumulator immutable while reporting per-choice mutated text and holdback. The incremental path adds tool-call passthrough (text stripped), EOS block inspection on a deep-copied accumulator, deferredfinish_reasonfor mixed text+tool chunks, pre-tool-call text flush, sorted n>1 choice indices, and terminator chunks when the guardrail returns no text.v1 is OpenAI chat completions streaming with string content only; other routes fall back to
block_only. Extensive regression tests cover the new mode and the five correctness fixes.Reviewed by Cursor Bugbot for commit f980922. Bugbot is set up for automated code reviews on this repo. Configure here.