feat(router): make routing groups callable as virtual models and list them in /v1/models - #36519
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@greptileai can you reply here with a score and why that score? |
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bugbot run |
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Score: 4/5 Here's the breakdown: What's done well
What holds it back from 5/5
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Greptile SummaryCallable routing groups are added to request routing and model discovery, with group-specific strategy selection and revised cooldown handling.
Confidence Score: 3/5The PR should not merge until direct-member cooldown behavior and restoration after deleting a runtime group shadow are corrected. Group membership now causes direct single-deployment requests to lose their cooldown exemption, and model_names-based shadowing can keep a callable group disabled after the shadowing deployment is deleted. Files Needing Attention: litellm/router.py, litellm/router_utils/cooldown_handlers.py
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| Filename | Overview |
|---|---|
| litellm/router.py | Adds callable-group resolution, discovery materialization, strategy selection, and shadowing, but deleted runtime shadows can leave groups disabled. |
| litellm/router_utils/cooldown_handlers.py | Disables the single-deployment cooldown exemption based on group-wide alternatives, which also changes direct-member request behavior. |
| litellm/proxy/route_llm_request.py | Extends the existing model gate to accept configured routing-group names. |
| tests/test_litellm/router_strategy/test_router_routing_groups.py | Adds broad engine coverage but does not cover deleting a runtime deployment that shadows a callable group. |
| tests/test_litellm/router_utils/test_cooldown_handlers.py | Tests the new cooldown decision but not the resulting failure of subsequent direct-member requests. |
| tests/test_litellm/proxy/test_route_llm_request.py | Verifies routing-group names pass the proxy request gate and dispatch through the router. |
Reviews (1): Last reviewed commit: "feat(router): make routing groups callab..." | Re-trigger Greptile
| if model_group is not None and len(model_group) == 1: | ||
| is_single_deployment_model_group = True | ||
| is_single_deployment_model_group = not litellm_router_instance.deployment_has_routing_group_alternatives( | ||
| deployment_id=deployment | ||
| ) |
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Direct-member cooldown behavior breaks
When a direct request to a single-deployment member receives a 429 or crosses the failure threshold, routing-group alternatives disable its single-deployment exemption even though those alternatives are unavailable to the direct request, causing subsequent calls to that member to fail with no healthy deployment until cooldown expires.
Knowledge Base Used: Router: deployment selection, retries, fallbacks, and cooldowns
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Fixed in 8cbadcc: cooldown now keys on the failing request's model group, so direct member calls keep the exemption
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Fixed in 8cbadcc: cooldown now keys on the failing request's model group, so direct member calls keep the exemption
| group: Final = self._routing_groups.get(model_name) | ||
| if group is None or model_name in self.model_names: | ||
| return None |
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When a runtime deployment whose model name matches a routing group is added and later deleted, its name remains in self.model_names, so get_routing_group continues suppressing the group and requests and discovery cannot use it until the model list is rebuilt.
Knowledge Base Used: Router: deployment selection, retries, fallbacks, and cooldowns
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Fixed in 8cbadcc: model_names is now maintained on deletion at the removal-repair owner, healing the other stale consumers too
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Fixed in 8cbadcc: model_names is now maintained on deletion at the removal-repair owner, healing the other stale consumers too
PR overviewAll previously flagged issues have been addressed. No open security concerns remain on this pull request. Security reviewNo open security issues remain on this pull request. Fixed/addressed: 1 · PR risk: 0/10 |
Codecov Report❌ Patch coverage is
📢 Thoughts on this report? Let us know! |
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@greptileai can you reply here with a score and why that score? |
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bugbot run |
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Score: 4/5 What's strong:
What's worth a second look:
None of these are blockers — (1) is likely a non-issue (the method probably just assigns |
… them in /v1/models
…elete, group-info cache invalidation
… resolve aliases in group cooldown, read metadata via the dual-bucket owner
8cbadcc to
4bee953
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@greptileai can you reply here with a score and why that score? |
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bugbot run |
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Score: 3.5 / 5 Here's the breakdown: What's well done
Concerns 1. Cooldown metadata gap (medium risk) 2. Hot-path overhead 3. 4. Missing integration test for alias → group cooldown path The design is clean and the test coverage is above average for a feature of this complexity, but the cooldown metadata gap is a real risk: the fix could silently be a no-op in production if |
…trip member access_groups from group rows, prove cooldown wiring end to end
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@greptileai can you reply here with a score and why that score? |
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bugbot run |
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Score: 4/5 This is a well-engineered, security-conscious feature with strong test coverage. Here's the breakdown: What's done well:
What keeps it from a 5:
Overall this is a solid, production-ready feature — the security and authz considerations are correct by construction, the test coverage is unusually thorough, and the proxy gate unification is a genuine improvement over the prior state. |
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✅ Bugbot reviewed your changes and found no new issues!
Comment @cursor review or bugbot run to trigger another review on this PR
Reviewed by Cursor Bugbot for commit b98a7c2. Configure here.
… cache owner and drop the redundant wiring test
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@greptileai can you reply here with a score and why that score? |
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bugbot run |
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Score: 4 / 5 Why not 5: 1. Backwards-incompatible init-time error for existing configs 2. Critical-path complexity in 3. What's solid:
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✅ Bugbot reviewed your changes and found no new issues!
Comment @cursor review or bugbot run to trigger another review on this PR
Reviewed by Cursor Bugbot for commit 9ecc0e8. Configure here.
…t coverage for group helpers, faithful router doubles in a2a and cursor tests
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@greptileai can you reply here with a score and why that score? |
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bugbot run |
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Score: 4/5 What this gets right:
Where the point comes off: Cooldown metadata dependency is fragile. In requested_model_group=(get_litellm_metadata_from_kwargs(kwargs) or {}).get("model_group"),
Minor notes (not scoring):
Overall: solid, well-tested feature with a clean architecture. The one deduction is the silent-failure risk in the cooldown metadata propagation path. |
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On the cooldown metadata concern: the same callback stamp already drives least-busy and spend accounting for ordinary model groups, and absence degrades to the pre-existing exemption |
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Fallbacks re-stamp the failing group before each attempt; 64ab436 adds a retry-path cooldown test alongside the existing group and alias e2e tests |
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@greptileai can you reply here with a score and why that score? |
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bugbot run |
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Score: 4/5 What's good:
Concerns (not blocking, but worth noting):
Summary: The feature closes a real UX gap that the UI has promised since day one, the implementation is additive and well-contained, access control semantics are correct, and the test suite is thorough. The concerns above are minor and none affect correctness in the happy path. Ready for maintainer review. |
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✅ Bugbot reviewed your changes and found no new issues!
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Reviewed by Cursor Bugbot for commit 64ab436. Configure here.
…8.0) (#393)
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 | `v1.97.0` → `v1.98.0` |
---
### Release Notes
<details>
<summary>BerriAI/litellm (ghcr.io/berriai/litellm)</summary>
### [`v1.98.0`](https://github.com/BerriAI/litellm/releases/tag/v1.98.0)
[Compare Source](https://github.com/BerriAI/litellm/compare/v1.98.0...v1.98.0)
##### 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:v1.98.0
```
**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/v1.98.0/cosign.pub \
ghcr.io/berriai/litellm:v1.98.0
```
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
- fix(bedrock): drop toolSpec.strict for Claude Sonnet 5 on Converse by [@​kr0k](https://github.com/kr0k) in [#​33196](https://github.com/BerriAI/litellm/pull/33196)
- fix(batches): attribute Vertex passthrough batch cost to key/team/tags by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​34456](https://github.com/BerriAI/litellm/pull/34456)
- docs: rewrite the CLAUDE.md comment rule with explicit exceptions by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36301](https://github.com/BerriAI/litellm/pull/36301)
- fix(proxy): scope file list pagination cursors to the caller by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36093](https://github.com/BerriAI/litellm/pull/36093)
- fix(proxy): skip prisma-dependent hooks when no database is attached by [@​mateo-berri](https://github.com/mateo-berri) in [#​36273](https://github.com/BerriAI/litellm/pull/36273)
- fix(proxy): report has\_more false on caller-scoped file list pages by [@​mateo-berri](https://github.com/mateo-berri) in [#​36326](https://github.com/BerriAI/litellm/pull/36326)
- fix(proxy): restore management\_v1 query-param validation under fastapi>=0.140.7 by [@​HuanQian571](https://github.com/HuanQian571) in [#​35773](https://github.com/BerriAI/litellm/pull/35773)
- fix(proxy): stop /{provider}/v1/files from capturing /openai\_passthrough by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36092](https://github.com/BerriAI/litellm/pull/36092)
- chore(typing): remove 914 basedpyright Any errors across 16 hotspot files by [@​mateo-berri](https://github.com/mateo-berri) in [#​36386](https://github.com/BerriAI/litellm/pull/36386)
- fix(router): keep batch fallbacks inside the model group that owns the file by [@​mateo-berri](https://github.com/mateo-berri) in [#​36181](https://github.com/BerriAI/litellm/pull/36181)
- feat(ptu): configure provisioned-throughput flat cost on a model deployment by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​35341](https://github.com/BerriAI/litellm/pull/35341)
- docs: clarify the CLAUDE.md comment exceptions are any-of by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36421](https://github.com/BerriAI/litellm/pull/36421)
- docs: replace the Changes PR template section with Caveats by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36423](https://github.com/BerriAI/litellm/pull/36423)
- fix(bedrock): enable native structured output for GLM 5 and DeepSeek V3.2 by [@​alexshtf](https://github.com/alexshtf) in [#​35669](https://github.com/BerriAI/litellm/pull/35669)
- feat(ptu): daily rollup writes per-model PTU flat cost by active hour by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​35343](https://github.com/BerriAI/litellm/pull/35343)
- feat(logging): add opt-in session\_id and trace\_id correlation to JSON log records via contextvars by [@​deepanshululla](https://github.com/deepanshululla) in [#​34418](https://github.com/BerriAI/litellm/pull/34418)
- feat(ptu): surface PTU flat cost on the daily activity read path by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​35391](https://github.com/BerriAI/litellm/pull/35391)
- feat(router): add per-deployment allowed\_fails\_policy and cooldown\_time override support by [@​deepanshululla](https://github.com/deepanshululla) in [#​34416](https://github.com/BerriAI/litellm/pull/34416)
- feat(ptu): add PTU inputs to the model form and flat cost to the Usage page by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​35393](https://github.com/BerriAI/litellm/pull/35393)
- fix(cost): price dict-shaped image input token details at the image rate by [@​vairodp](https://github.com/vairodp) in [#​33490](https://github.com/BerriAI/litellm/pull/33490)
- fix(model\_prices): refresh deprecation dates, correct xAI pricing and add missing provider models by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36403](https://github.com/BerriAI/litellm/pull/36403)
- feat(ptu): gate PTU flat-cost attribution behind an opt-in env var by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36138](https://github.com/BerriAI/litellm/pull/36138)
- ci: cache Prisma CLI and engine binaries, split test timeout from setup by [@​mateo-berri](https://github.com/mateo-berri) in [#​36417](https://github.com/BerriAI/litellm/pull/36417)
- feat(rate limiting): configurable estimated output tokens per key, team and model by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36143](https://github.com/BerriAI/litellm/pull/36143)
- fix(ui): hide admin-only Logs tabs from roles that cannot call their endpoints by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36333](https://github.com/BerriAI/litellm/pull/36333)
- test(proxy): guard management\_v1 against fastapi names removed in supported releases by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36336](https://github.com/BerriAI/litellm/pull/36336)
- fix(ui): gate policy and prompt lookups on an admin capability by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36335](https://github.com/BerriAI/litellm/pull/36335)
- build(deps): bump pypdf to 6.15.0 to clear osv-scan by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36350](https://github.com/BerriAI/litellm/pull/36350)
- fix(proxy): isolate guardrail load failures per row by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36432](https://github.com/BerriAI/litellm/pull/36432)
- fix(ui): gate organization and agent usage views behind capabilities by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36334](https://github.com/BerriAI/litellm/pull/36334)
- fix(reset\_budget\_job): atomic budget cascade with chunked reset scans by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36287](https://github.com/BerriAI/litellm/pull/36287)
- feat(proxy): add GET /v1/indexes to list vector store indexes by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36289](https://github.com/BerriAI/litellm/pull/36289)
- feat(ui): show vector store indexes on the Vector Stores page by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36306](https://github.com/BerriAI/litellm/pull/36306)
- fix(proxy): treat SAML as configured in UI SSO detection by [@​fancybear-dev](https://github.com/fancybear-dev) in [#​36196](https://github.com/BerriAI/litellm/pull/36196)
- fix(bedrock): reject Anthropic server-side web\_search tool with actionable error by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36473](https://github.com/BerriAI/litellm/pull/36473)
- fix(ui): open the classifier prompt editor above the edit auto-router form by [@​tin-berri](https://github.com/tin-berri) in [#​36438](https://github.com/BerriAI/litellm/pull/36438)
- fix(arize): trace MCP tool calls instead of crashing on CallToolResult by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36453](https://github.com/BerriAI/litellm/pull/36453)
- refactor(ui): make illegal DataTable prop combinations unrepresentable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36470](https://github.com/BerriAI/litellm/pull/36470)
- fix(ui): scope Virtual Keys and Logs team lists to the caller by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36472](https://github.com/BerriAI/litellm/pull/36472)
- fix(ui): gate the Old Usage page behind a proxy-admin capability by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36469](https://github.com/BerriAI/litellm/pull/36469)
- docs(terraform): describe the provider release as automatic by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36467](https://github.com/BerriAI/litellm/pull/36467)
- feat(proxy): add per-deployment keepalive\_seconds SSE heartbeat to prevent load-balancer timeout on long streams by [@​deepanshululla](https://github.com/deepanshululla) in [#​34423](https://github.com/BerriAI/litellm/pull/34423)
- fix(router): cool down failed fallback deployments and correct cooldown TTL after Redis backfill by [@​deepanshululla](https://github.com/deepanshululla) in [#​35104](https://github.com/BerriAI/litellm/pull/35104)
- perf(spend): write each daily spend batch in one upsert statement by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36448](https://github.com/BerriAI/litellm/pull/36448)
- fix(ui): gate four sidebar pages on the roles their endpoints allow by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36475](https://github.com/BerriAI/litellm/pull/36475)
- fix(ui): restore the Logs Deleted Teams tab for organization admins by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36478](https://github.com/BerriAI/litellm/pull/36478)
- fix(websearch): stop leaking interception control fields to providers by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36480](https://github.com/BerriAI/litellm/pull/36480)
- test(e2e): cover the Anthropic web\_search server tool on Bedrock by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36443](https://github.com/BerriAI/litellm/pull/36443)
- fix(router): warn when a deployment's credentials contradict its provider by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36486](https://github.com/BerriAI/litellm/pull/36486)
- fix: net prompt-caching savings against the cache-write premium by [@​tin-berri](https://github.com/tin-berri) in [#​36452](https://github.com/BerriAI/litellm/pull/36452)
- feat(ui): deployment affinity toggle for the auto-router by [@​tin-berri](https://github.com/tin-berri) in [#​36302](https://github.com/BerriAI/litellm/pull/36302)
- fix(bedrock): use deployment credentials for AWS requests by [@​daleselaji-dev](https://github.com/daleselaji-dev) in [#​36160](https://github.com/BerriAI/litellm/pull/36160)
- fix(anthropic): preserve midturn system corrections by [@​eugene-yao-zocdoc](https://github.com/eugene-yao-zocdoc) in [#​34290](https://github.com/BerriAI/litellm/pull/34290)
- fix(email): stop duplicate legacy invitation email and fix its onboarding link by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​36455](https://github.com/BerriAI/litellm/pull/36455)
- feat(ui): show models under each tier in routing benchmark chart by [@​tin-berri](https://github.com/tin-berri) in [#​36291](https://github.com/BerriAI/litellm/pull/36291)
- fix(proxy): inject streaming usage cost on openai passthrough streams by [@​mateo-berri](https://github.com/mateo-berri) in [#​36503](https://github.com/BerriAI/litellm/pull/36503)
- docs: require a user flow and live-proxy proof in bug reports by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36498](https://github.com/BerriAI/litellm/pull/36498)
- fix(proxy): add config\_updated\_at audit timestamp for virtual keys by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36488](https://github.com/BerriAI/litellm/pull/36488)
- docs: require a user flow and a stuck-at proof in feature requests by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36500](https://github.com/BerriAI/litellm/pull/36500)
- feat(router): add required-AND (&) tag prefix and allow\_fail\_open flag by [@​deepanshululla](https://github.com/deepanshululla) in [#​36193](https://github.com/BerriAI/litellm/pull/36193)
- feat(proxy): per-key prompt caching toggle via enable\_prompt\_caching by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36466](https://github.com/BerriAI/litellm/pull/36466)
- fix(bedrock): send tool-search beta header for Haiku 4.5 on Invoke /v1/messages by [@​mateo-berri](https://github.com/mateo-berri) in [#​36502](https://github.com/BerriAI/litellm/pull/36502)
- fix(bedrock): preserve adaptive thinking effort through the /v1/messages bridge by [@​mateo-berri](https://github.com/mateo-berri) in [#​36507](https://github.com/BerriAI/litellm/pull/36507)
- ci: retry transient network fetch failures in lint workflow by [@​mateo-berri](https://github.com/mateo-berri) in [#​36563](https://github.com/BerriAI/litellm/pull/36563)
- fix(ui): stub useIsOrgAdmin in UsageTab tests so useCan needs no QueryClient by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36565](https://github.com/BerriAI/litellm/pull/36565)
- fix(alerting): dedupe scheduled Slack spend reports across pods by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36489](https://github.com/BerriAI/litellm/pull/36489)
- chore(typing): clear 1.6k basedpyright Any errors across 56 files by [@​mateo-berri](https://github.com/mateo-berri) in [#​36543](https://github.com/BerriAI/litellm/pull/36543)
- fix(bedrock): add text block to converse user messages carrying documents by [@​mateo-berri](https://github.com/mateo-berri) in [#​36499](https://github.com/BerriAI/litellm/pull/36499)
- fix(deps): ship boto3 with the base SDK so bedrock works out of the box by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​36568](https://github.com/BerriAI/litellm/pull/36568)
- fix(model\_prices): add provider-announced deprecation dates for Bedrock, Mistral, Cohere and Gemini models by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36538](https://github.com/BerriAI/litellm/pull/36538)
- chore: bump litellm-enterprise 0.1.54 -> 0.1.55, litellm-proxy-extras 0.4.84 -> 0.4.85, litellm 1.97.0 -> 1.98.0 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36577](https://github.com/BerriAI/litellm/pull/36577)
- fix(bedrock\_guardrails): skip ApplyGuardrail when there is no content to scan by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36441](https://github.com/BerriAI/litellm/pull/36441)
- fix(e2e): assert on the gen-AI span that served the stream, not the span count by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36582](https://github.com/BerriAI/litellm/pull/36582)
- test(e2e): harden vendor API coverage by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​34557](https://github.com/BerriAI/litellm/pull/34557)
- test(e2e): add reproducers for passthrough and model budget gaps by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​34657](https://github.com/BerriAI/litellm/pull/34657)
- test(e2e): cover google-native generateContent framing and prometheus queue time by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​34650](https://github.com/BerriAI/litellm/pull/34650)
- chore(ci): promote internal staging to main by [@​tin-berri](https://github.com/tin-berri) in [#​36560](https://github.com/BerriAI/litellm/pull/36560)
- feat(router): make routing groups callable as virtual models and list them in /v1/models by [@​tin-berri](https://github.com/tin-berri) in [#​36519](https://github.com/BerriAI/litellm/pull/36519)
- fix(xai): bill web\_search from server\_side\_tool\_usage\_details by [@​geraint0923](https://github.com/geraint0923) in [#​30817](https://github.com/BerriAI/litellm/pull/30817)
- fix(responses): init completed\_response on bridge streaming iterator ([#​35411](https://github.com/BerriAI/litellm/issues/35411)) by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​35413](https://github.com/BerriAI/litellm/pull/35413)
- fix(batches): attribute Anthropic passthrough batch cost to the creating key, team and tags by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36468](https://github.com/BerriAI/litellm/pull/36468)
- feat(dashscope): add latest Model Studio models to the cost map by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36496](https://github.com/BerriAI/litellm/pull/36496)
- fix(proxy): track streamed passthrough Responses cost by [@​william-xue](https://github.com/william-xue) in [#​36529](https://github.com/BerriAI/litellm/pull/36529)
- fix(model\_prices): advertise native structured output on every Bedrock DeepSeek V3.2 and GLM 5 id by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36597](https://github.com/BerriAI/litellm/pull/36597)
- test(bedrock): repoint live Claude tests off the retired Claude 3 Sonnet by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36600](https://github.com/BerriAI/litellm/pull/36600)
- fix(anthropic): preserve speed=fast in usage for /v1/messages and pass-through by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36447](https://github.com/BerriAI/litellm/pull/36447)
- fix(proxy): forward resolved provider and deployment pricing in /cost/estimate by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​35880](https://github.com/BerriAI/litellm/pull/35880)
- feat(proxy): global SSE keepalive ping interval for OpenAI-shaped streaming routes by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36154](https://github.com/BerriAI/litellm/pull/36154)
- fix(responses): preserve Codex namespace tool calls by [@​dcadenas](https://github.com/dcadenas) in [#​32536](https://github.com/BerriAI/litellm/pull/32536)
- fix(nvidia\_nim): preserve image passages and stop sending top\_k to /v1/ranking by [@​atomic](https://github.com/atomic) in [#​34177](https://github.com/BerriAI/litellm/pull/34177)
- fix: refactor HTTP handler initialization with client support by [@​Praveen11558](https://github.com/Praveen11558) in [#​30952](https://github.com/BerriAI/litellm/pull/30952)
- feat(lint): gate writable TypedDict fields with LIT012 by [@​mateo-berri](https://github.com/mateo-berri) in [#​36590](https://github.com/BerriAI/litellm/pull/36590)
- perf(proxy): stagger scheduled background jobs across jobs and pods by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36589](https://github.com/BerriAI/litellm/pull/36589)
- test: remove four mirror test files that exercise none of their module by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​34635](https://github.com/BerriAI/litellm/pull/34635)
- fix(router): stop re-applying router-selecting request tags to the routed tier's deployments by [@​mateo-berri](https://github.com/mateo-berri) in [#​36628](https://github.com/BerriAI/litellm/pull/36628)
- test: remove tests that never execute by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36681](https://github.com/BerriAI/litellm/pull/36681)
- fix(ui): align spend and budget columns by [@​daniel-meismer-zocdoc](https://github.com/daniel-meismer-zocdoc) in [#​35176](https://github.com/BerriAI/litellm/pull/35176)
- test: rename tests that a later definition shadowed by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36685](https://github.com/BerriAI/litellm/pull/36685)
- fix(passthrough): carry the budget reservation into request metadata by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36592](https://github.com/BerriAI/litellm/pull/36592)
- fix(mcp): bound MCP client requests with a session read timeout by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36675](https://github.com/BerriAI/litellm/pull/36675)
- fix(proxy): log requests rejected for an unparsable body in spend logs by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36673](https://github.com/BerriAI/litellm/pull/36673)
- refactor(ui): migrate cost-optimization to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36629](https://github.com/BerriAI/litellm/pull/36629)
- refactor(ui): migrate cost-tracking to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36631](https://github.com/BerriAI/litellm/pull/36631)
- refactor(ui): migrate admin-panel to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36635](https://github.com/BerriAI/litellm/pull/36635)
- refactor(ui): migrate users dashboard to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36642](https://github.com/BerriAI/litellm/pull/36642)
- refactor(ui): migrate prompts to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36643](https://github.com/BerriAI/litellm/pull/36643)
- refactor(ui): migrate team settings to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36641](https://github.com/BerriAI/litellm/pull/36641)
- refactor(ui): migrate models-and-endpoints to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36648](https://github.com/BerriAI/litellm/pull/36648)
- refactor(ui): migrate policy impact popover to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36653](https://github.com/BerriAI/litellm/pull/36653)
- fix(proxy): expand config-defined model access groups when resolving team models for /v2/model/info by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​34211](https://github.com/BerriAI/litellm/pull/34211)
- fix(batches): strip NUL bytes from passthrough batch tags before the managed object write by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36688](https://github.com/BerriAI/litellm/pull/36688)
- test(e2e-ui): verify UI mutations against the API instead of trusting the toast by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36632](https://github.com/BerriAI/litellm/pull/36632)
- fix(proxy): serialize model reconciles so concurrent model writes stop evicting each other by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36687](https://github.com/BerriAI/litellm/pull/36687)
- chore(e2e): port the compat-matrix cron publisher to tests/e2e/claude\_code by [@​mateo-berri](https://github.com/mateo-berri) in [#​36465](https://github.com/BerriAI/litellm/pull/36465)
- fix(router): never price a strategy-router alias by [@​tin-berri](https://github.com/tin-berri) in [#​36691](https://github.com/BerriAI/litellm/pull/36691)
- feat(model\_prices): add NVIDIA Nemotron 3.5 Lightning on OpenRouter and DeepInfra by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36696](https://github.com/BerriAI/litellm/pull/36696)
- feat(terraform/aws): make VPC, Aurora, and Redis optional by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36676](https://github.com/BerriAI/litellm/pull/36676)
- feat(ui): warn in the Admin UI when no Redis is configured by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36495](https://github.com/BerriAI/litellm/pull/36495)
- fix(ui): show and edit key-level router settings on a virtual key by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36674](https://github.com/BerriAI/litellm/pull/36674)
- fix(router): forward auto-router alias params from the marker entry, not the first same-name deployment by [@​mateo-berri](https://github.com/mateo-berri) in [#​36626](https://github.com/BerriAI/litellm/pull/36626)
- fix(bedrock\_mantle): 1M context window and long-context pricing for GPT-5.6 Sol/Terra/Luna by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36698](https://github.com/BerriAI/litellm/pull/36698)
- fix(model\_prices): sync the Groq registry with Groq's docs by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36664](https://github.com/BerriAI/litellm/pull/36664)
- fix(router): let untagged requests bypass a tagged pre-routing strategy on shared model names by [@​mateo-berri](https://github.com/mateo-berri) in [#​36627](https://github.com/BerriAI/litellm/pull/36627)
- fix(spend): stop losing spend log rows when a flush is cancelled by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​34826](https://github.com/BerriAI/litellm/pull/34826)
- docs(claude): drop the @​ prefix from the PR template path by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36726](https://github.com/BerriAI/litellm/pull/36726)
- fix(langfuse): emit otel trace version and release on the keys langfuse v4 reads by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36702](https://github.com/BerriAI/litellm/pull/36702)
- test(interactions): follow Google spec drift replacing Turn with typed steps by [@​mateo-berri](https://github.com/mateo-berri) in [#​36730](https://github.com/BerriAI/litellm/pull/36730)
- refactor(ui): migrate team detail controls to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36695](https://github.com/BerriAI/litellm/pull/36695)
- refactor(ui): migrate guardrail and duration controls to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36693](https://github.com/BerriAI/litellm/pull/36693)
- refactor(ui): migrate guardrails-monitor, projects, logs to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​34606](https://github.com/BerriAI/litellm/pull/34606)
- refactor(ui): migrate search and user controls to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36694](https://github.com/BerriAI/litellm/pull/36694)
- fix(guardrails): scan and re-emit raw Anthropic SSE streams in the bedrock post-call hook by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36598](https://github.com/BerriAI/litellm/pull/36598)
- fix(helm): render nodeSelector on the migrations job by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36747](https://github.com/BerriAI/litellm/pull/36747)
- fix(langfuse): coerce header-sourced mask and trace-update steering values by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36740](https://github.com/BerriAI/litellm/pull/36740)
- refactor(ui): migrate usage tables to shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36707](https://github.com/BerriAI/litellm/pull/36707)
- refactor(ui): migrate guardrails monitor table to shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36709](https://github.com/BerriAI/litellm/pull/36709)
- refactor(ui): migrate guardrails content tables to shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36708](https://github.com/BerriAI/litellm/pull/36708)
- feat(gemini): day-0 pricing for gemini-3.7-flash by [@​mateo-berri](https://github.com/mateo-berri) in [#​36792](https://github.com/BerriAI/litellm/pull/36792)
- ci: promote staging to main by [@​mateo-berri](https://github.com/mateo-berri) in [#​36725](https://github.com/BerriAI/litellm/pull/36725)
- build(deps): bump nanoid to 3.3.18 to clear osv-scan by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36787](https://github.com/BerriAI/litellm/pull/36787)
- fix(router): stop scoring system prompt text for code/technical complexity by [@​tin-berri](https://github.com/tin-berri) in [#​36721](https://github.com/BerriAI/litellm/pull/36721)
- feat(complexity\_router): calibrate the classifier rubric with worked examples, selectable per router by [@​tin-berri](https://github.com/tin-berri) in [#​36578](https://github.com/BerriAI/litellm/pull/36578)
- fix(interactions): map step and turn history to Responses API roles and content types by [@​mateo-berri](https://github.com/mateo-berri) in [#​36733](https://github.com/BerriAI/litellm/pull/36733)
- fix(ui): restore playground model filtering by endpoint by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​36130](https://github.com/BerriAI/litellm/pull/36130)
- fix(proxy/batches): stop forwarding custom\_llm\_provider twice in list and cancel by [@​anxkhn](https://github.com/anxkhn) in [#​32813](https://github.com/BerriAI/litellm/pull/32813)
- refactor(ui): migrate TokenFlow and JsonViewer to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36735](https://github.com/BerriAI/litellm/pull/36735)
- feat: pre-adoption shadow eval for the auto-router (blind pairwise judge, derived state) by [@​tin-berri](https://github.com/tin-berri) in [#​36587](https://github.com/BerriAI/litellm/pull/36587)
- refactor(ui): migrate SimpleMessageBlock and SimpleToolCallBlock to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36737](https://github.com/BerriAI/litellm/pull/36737)
- refactor(ui): migrate HistoryTree and CollapsibleMessage to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36738](https://github.com/BerriAI/litellm/pull/36738)
- refactor: replace Any with precise types across responses, proxy, and llms modules by [@​mateo-berri](https://github.com/mateo-berri) in [#​36763](https://github.com/BerriAI/litellm/pull/36763)
- refactor(ui): migrate TruncatedValue and OutputCard to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36739](https://github.com/BerriAI/litellm/pull/36739)
- refactor(ui): migrate SectionHeader and ToolsSection to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36793](https://github.com/BerriAI/litellm/pull/36793)
- feat(ui): migrate playground chat controls to shadcn by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​36129](https://github.com/BerriAI/litellm/pull/36129)
- feat(xai): day-0 pricing for grok-4.6 by [@​mateo-berri](https://github.com/mateo-berri) in [#​36805](https://github.com/BerriAI/litellm/pull/36805)
- feat(ui): highlight Auto Router in the navbar announcement by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36315](https://github.com/BerriAI/litellm/pull/36315)
- test(e2e): assert the model allow-list permits, not only denies by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36823](https://github.com/BerriAI/litellm/pull/36823)
- fix(proxy): tolerate a concurrent creator when creating spend views by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36824](https://github.com/BerriAI/litellm/pull/36824)
- fix(proxy): honor explicit null budget\_duration on team and key create + clearable UI dropdowns by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36699](https://github.com/BerriAI/litellm/pull/36699)
- feat(model\_prices): add meta/muse-spark-1.2 and its contributor tier by [@​mateo-berri](https://github.com/mateo-berri) in [#​36717](https://github.com/BerriAI/litellm/pull/36717)
- fix(auth): carry team grants in lite login session tokens by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36826](https://github.com/BerriAI/litellm/pull/36826)
- feat(ui): show provider prompt cache tokens in chat response metrics by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36827](https://github.com/BerriAI/litellm/pull/36827)
- fix(auth): stop the team fallback from widening model access by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36837](https://github.com/BerriAI/litellm/pull/36837)
- fix(proxy/team): resolve member\_delete cleanup by user id, not the addressed email by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36839](https://github.com/BerriAI/litellm/pull/36839)
- fix(cli): launch agents as a child process on Windows by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36822](https://github.com/BerriAI/litellm/pull/36822)
- feat(ui): shadow evals tab beside auto-router usage by [@​tin-berri](https://github.com/tin-berri) in [#​36588](https://github.com/BerriAI/litellm/pull/36588)
- feat(cli): make the hidden `lite` command list configurable by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36816](https://github.com/BerriAI/litellm/pull/36816)
- feat(azure\_ai): add Fireworks FW model pricing on Azure AI Foundry by [@​emerzon](https://github.com/emerzon) in [#​35613](https://github.com/BerriAI/litellm/pull/35613)
- fix: enable xhigh reasoning support for gpt-5.4-mini models by [@​emerzon](https://github.com/emerzon) in [#​26909](https://github.com/BerriAI/litellm/pull/26909)
- feat(azure-ai): add Grok 4.3 model metadata by [@​emerzon](https://github.com/emerzon) in [#​27932](https://github.com/BerriAI/litellm/pull/27932)
- feat(ui): render request metrics on the /ui/chat surface by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36845](https://github.com/BerriAI/litellm/pull/36845)
- fix(ui): stop a deselected MCP server keeping its grant on a virtual key by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36840](https://github.com/BerriAI/litellm/pull/36840)
- fix(team): sweep dangling team references and cache on team delete by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36819](https://github.com/BerriAI/litellm/pull/36819)
- fix(mcp): resolve admin OAuth sessions from any worker via DB-backed drafts by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36844](https://github.com/BerriAI/litellm/pull/36844)
- refactor(ui): migrate usage to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36834](https://github.com/BerriAI/litellm/pull/36834)
- refactor(ui): migrate guardrails-monitor to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36838](https://github.com/BerriAI/litellm/pull/36838)
- refactor(ui): migrate playground to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36847](https://github.com/BerriAI/litellm/pull/36847)
- refactor(ui): migrate guardrails to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36832](https://github.com/BerriAI/litellm/pull/36832)
- fix(batches): stop uncostable batches from starving the cost poll page by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36714](https://github.com/BerriAI/litellm/pull/36714)
- perf(spend-logs): bound retention cleanup so one run cannot saturate the database by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36594](https://github.com/BerriAI/litellm/pull/36594)
- fix(proxy): fail config load when a callbacks entry is not dispatchable by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36858](https://github.com/BerriAI/litellm/pull/36858)
- fix(bedrock): hoist custom.defer\_loading before dropping custom on invoke tools by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36855](https://github.com/BerriAI/litellm/pull/36855)
- fix(access groups): sync assigned\_key\_ids from the key write paths by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36843](https://github.com/BerriAI/litellm/pull/36843)
- fix(mcp): expose client HTTP headers to logging callbacks and hooks by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36724](https://github.com/BerriAI/litellm/pull/36724)
- fix(ptu): stop per-token billing on a PTU-configured deployment by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36829](https://github.com/BerriAI/litellm/pull/36829)
- fix(ui): add nvidia riva to the model provider list by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36769](https://github.com/BerriAI/litellm/pull/36769)
- fix(scripts): end make check with a ran/skipped summary and verdict by [@​mateo-berri](https://github.com/mateo-berri) in [#​36864](https://github.com/BerriAI/litellm/pull/36864)
- fix(proxy): track spend for OpenAI passthrough /v1/embeddings by [@​lostmartian](https://github.com/lostmartian) in [#​36660](https://github.com/BerriAI/litellm/pull/36660)
- test(proxy): stop monkeypatch.undo re-planting fixture-mocked prisma\_client by [@​mateo-berri](https://github.com/mateo-berri) in [#​36872](https://github.com/BerriAI/litellm/pull/36872)
- fix(access groups): sync assigned\_team\_ids from the team write paths by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36825](https://github.com/BerriAI/litellm/pull/36825)
- ci: drop the CircleCI ui\_build and ui\_unit\_tests jobs by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36893](https://github.com/BerriAI/litellm/pull/36893)
- fix(langfuse)!: source the emitted metadata blob from StandardLoggingPayload by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36744](https://github.com/BerriAI/litellm/pull/36744)
- refactor(ui): migrate Navbar off antd to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36902](https://github.com/BerriAI/litellm/pull/36902)
- refactor(ui): migrate log details drawer off antd to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36904](https://github.com/BerriAI/litellm/pull/36904)
- refactor(ui): migrate AI Hub off antd and tremor to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36908](https://github.com/BerriAI/litellm/pull/36908)
- refactor(ui): move the shared dropdowns and selectors onto shadcn primitives by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36924](https://github.com/BerriAI/litellm/pull/36924)
- refactor(ui): move the root-level dashboard components onto shadcn primitives by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36927](https://github.com/BerriAI/litellm/pull/36927)
- refactor(ui): move the settings page and bulk user invite onto shadcn primitives by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36936](https://github.com/BerriAI/litellm/pull/36936)
- refactor(ui): move the cost tracking components onto shadcn primitives by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36955](https://github.com/BerriAI/litellm/pull/36955)
- ci: drop the duplicate proxy\_unit\_tests letter-shard workflow by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36866](https://github.com/BerriAI/litellm/pull/36866)
- refactor(ui): migrate shared common\_components off antd and tremor by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36910](https://github.com/BerriAI/litellm/pull/36910)
- refactor(ui): migrate key info and permissions views off antd and tremor by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36913](https://github.com/BerriAI/litellm/pull/36913)
- feat(proxy): serve Anthropic-native /v1/models for Claude Code gateway discovery by [@​Ar-maan05](https://github.com/Ar-maan05) in [#​35455](https://github.com/BerriAI/litellm/pull/35455)
- refactor(ui): migrate router settings and shared badges off antd and tremor by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36915](https://github.com/BerriAI/litellm/pull/36915)
- refactor(ui): move the model hub and model select onto shadcn primitives by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36918](https://github.com/BerriAI/litellm/pull/36918)
- fix(ui): keep the cost tracking removal confirmation open until it settles by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36960](https://github.com/BerriAI/litellm/pull/36960)
- refactor(ui): declare DateRangePickerValue locally instead of importing it from tremor by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36962](https://github.com/BerriAI/litellm/pull/36962)
- fix(main): an explicit provider outranks a known OpenAI model name by [@​FahimaGold](https://github.com/FahimaGold) in [#​36800](https://github.com/BerriAI/litellm/pull/36800)
- fix(exception\_mapping): bare 429 in an error body no longer outranks the status code by [@​FahimaGold](https://github.com/FahimaGold) in [#​36705](https://github.com/BerriAI/litellm/pull/36705)
- refactor(ui): move MCP permission panels onto shadcn primitives by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36964](https://github.com/BerriAI/litellm/pull/36964)
- refactor(ui): migrate ten small dashboard files off antd and tremor by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36966](https://github.com/BerriAI/litellm/pull/36966)
- fix(proxy): force prisma recreate on postgres cached-plan error by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36428](https://github.com/BerriAI/litellm/pull/36428)
- fix(transcription): stop a zero output rate from zeroing transcription cost by [@​hMED22](https://github.com/hMED22) in [#​36914](https://github.com/BerriAI/litellm/pull/36914)
- fix(langfuse): restrict trace steering keys to real langfuse trace fields by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36862](https://github.com/BerriAI/litellm/pull/36862)
- Revert "fix(auth): stop the team fallback from widening model access" ([#​36837](https://github.com/BerriAI/litellm/issues/36837)) by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36982](https://github.com/BerriAI/litellm/pull/36982)
- fix(ui): show zeroed auto-router usage stats when a window has no sessions by [@​tin-berri](https://github.com/tin-berri) in [#​36868](https://github.com/BerriAI/litellm/pull/36868)
- fix(mcp): keep admin-entered oauth endpoints in management reads by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36888](https://github.com/BerriAI/litellm/pull/36888)
- fix(ui): distinguish hosted and local vLLM in the provider dropdown by [@​mateo-berri](https://github.com/mateo-berri) in [#​36974](https://github.com/BerriAI/litellm/pull/36974)
- fix(openai,azure): return a length-truncated 200 when the output budget fits no token by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36859](https://github.com/BerriAI/litellm/pull/36859)
- fix(proxy): always emit the Anthropic /v1/models token limits, null when unknown by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36961](https://github.com/BerriAI/litellm/pull/36961)
- feat(helm): add startupProbe and hpa.behavior to the componentized chart by [@​Louis-Vauterin](https://github.com/Louis-Vauterin) in [#​36382](https://github.com/BerriAI/litellm/pull/36382)
- fix(proxy): serve aggregate MCP endpoint on bare /mcp instead of 307-redirecting by [@​tin-berri](https://github.com/tin-berri) in [#​34845](https://github.com/BerriAI/litellm/pull/34845)
- feat(shadow\_eval): add reverse-direction shadow eval jobs by [@​tin-berri](https://github.com/tin-berri) in [#​36865](https://github.com/BerriAI/litellm/pull/36865)
- fix(proxy): requeue Redis spend buffer transactions when the DB commit fails by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33881](https://github.com/BerriAI/litellm/pull/33881)
- feat(search): add Nimble as a search provider by [@​ilchemla](https://github.com/ilchemla) in [#​36347](https://github.com/BerriAI/litellm/pull/36347)
- fix(mcp): drop caller host and configured upstream headers from logged metadata by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36901](https://github.com/BerriAI/litellm/pull/36901)
- fix(azure\_ai): recognize real Search doc endpoints so teams can read/write via passthrough by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36798](https://github.com/BerriAI/litellm/pull/36798)
- fix(anthropic): aggregate 5m/1h cache-write split across iterations path by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​34860](https://github.com/BerriAI/litellm/pull/34860)
- fix(anthropic cost): apply regional geo uplift to cached tokens by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​34850](https://github.com/BerriAI/litellm/pull/34850)
- fix(ui): match the MCP servers count badge to its sibling permission badges by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36984](https://github.com/BerriAI/litellm/pull/36984)
- fix(batches): mark terminal batch with no output file as processed in CheckBatchCost by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​35360](https://github.com/BerriAI/litellm/pull/35360)
- fix(caching): cache anthropic /v1/messages responses, including streaming by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​34581](https://github.com/BerriAI/litellm/pull/34581)
- fix(anthropic\_messages): make tool\_result images visible to OpenAI-compatible providers by [@​hMED22](https://github.com/hMED22) in [#​34462](https://github.com/BerriAI/litellm/pull/34462)
- feat(fireworks\_ai): translate NIM/vLLM extra params to Fireworks-native args by [@​milesadkins](https://github.com/milesadkins) in [#​35969](https://github.com/BerriAI/litellm/pull/35969)
- fix(ui): stop the models tab strip from scrolling vertically by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36993](https://github.com/BerriAI/litellm/pull/36993)
- fix(ui): anchor chips-combobox popups to the field instead of the inner input by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36995](https://github.com/BerriAI/litellm/pull/36995)
- feat(proxy): per-component response cost headers by [@​erensh27](https://github.com/erensh27) in [#​36965](https://github.com/BerriAI/litellm/pull/36965)
- fix(cost): track OpenAI/Azure web search tool cost per call by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​35286](https://github.com/BerriAI/litellm/pull/35286)
- fix(bedrock): resolve aliases in batch file records by [@​daleselaji-dev](https://github.com/daleselaji-dev) in [#​36159](https://github.com/BerriAI/litellm/pull/36159)
- fix: report real token usage on guardrail-blocked /v1/responses replies by [@​guptaishaan](https://github.com/guptaishaan) in [#​36907](https://github.com/BerriAI/litellm/pull/36907)
- fix(proxy): requeue spend logs when the DB write fails with a transport error by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36716](https://github.com/BerriAI/litellm/pull/36716)
- fix(cost): tiered pricing supports cache creation cost and is all-or-nothing by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36720](https://github.com/BerriAI/litellm/pull/36720)
- fix(vertex\_ai): translate /v1/embeddings batch rows to the Gemini embedding shape by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​35092](https://github.com/BerriAI/litellm/pull/35092)
- docs(claude): require ReadOnly on every TypedDict field (LIT012) by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​37005](https://github.com/BerriAI/litellm/pull/37005)
- refactor(ui): migrate access group create modal to RHF + zod + shadcn by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​37033](https://github.com/BerriAI/litellm/pull/37033)
- refactor(ui): re-sync badge and skeleton onto the base-vega shadcn style by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36991](https://github.com/BerriAI/litellm/pull/36991)
- feat(ui): link user detail team names to team pages by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​37022](https://github.com/BerriAI/litellm/pull/37022)
- fix(model\_prices): correct DeepSeek V4 max output tokens by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36925](https://github.com/BerriAI/litellm/pull/36925)
- fix(ui): rename models table Status column to Source by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​37021](https://github.com/BerriAI/litellm/pull/37021)
- chore: bump litellm-enterprise 0.1.55 -> 0.1.56, litellm-proxy-extras 0.4.85 -> 0.4.86 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37045](https://github.com/BerriAI/litellm/pull/37045)
- feat(proxy): gate the Global Control Plane worker registry on an enterprise license by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36996](https://github.com/BerriAI/litellm/pull/36996)
- fix(model\_prices): add gemini 3.1 flash tts preview and legacy OpenAI shutdown dates by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36788](https://github.com/BerriAI/litellm/pull/36788)
- fix(panw\_prisma\_airs): surface scan\_id on allowed requests by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​37037](https://github.com/BerriAI/litellm/pull/37037)
- fix(model\_map): flag native structured outputs on Anthropic-direct claude-sonnet-5 and claude-haiku-4-5 by [@​anmolg1997](https://github.com/anmolg1997) in [#​35930](https://github.com/BerriAI/litellm/pull/35930)
- fix(router): stop get\_router\_model\_info from wiping cached pricing by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36985](https://github.com/BerriAI/litellm/pull/36985)
- fix(redis): unwrap decorated \_\_init\_\_s when deriving the from\_url kwargs allowlist by [@​anmolg1997](https://github.com/anmolg1997) in [#​36654](https://github.com/BerriAI/litellm/pull/36654)
- fix(proxy): reserve the larger declared output budget for TPM limits by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​37001](https://github.com/BerriAI/litellm/pull/37001)
- fix(databricks): surface provider usage, including prompt-cache counts, in streaming chunks by [@​pokepoke81](https://github.com/pokepoke81) in [#​36943](https://github.com/BerriAI/litellm/pull/36943)
- fix(spend): give a batch's cost row a primary key of its own by [@​marty-sullivan](https://github.com/marty-sullivan) in [#​36876](https://github.com/BerriAI/litellm/pull/36876)
- feat: shadow eval samples /v1/messages and /v1/responses traffic by [@​tin-berri](https://github.com/tin-berri) in [#​36830](https://github.com/BerriAI/litellm/pull/36830)
- fix(ptu): stop a PTU deployment billing for grounded search by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​37043](https://github.com/BerriAI/litellm/pull/37043)
- fix(fireworks\_ai): support router slugs via routers/ prefix by [@​heathriel](https://github.com/heathriel) in [#​34257](https://github.com/BerriAI/litellm/pull/34257)
- fix(bedrock): register managed-batch litellm\_params so they stop leaking to the provider (internal copy of [#​36633](https://github.com/BerriAI/litellm/issues/36633)) by [@​mateo-berri](https://github.com/mateo-berri) in [#​37048](https://github.com/BerriAI/litellm/pull/37048)
- fix(bedrock): resolve the managed-batch output bucket on every path that reads it by [@​mateo-berri](https://github.com/mateo-berri) in [#​37047](https://github.com/BerriAI/litellm/pull/37047)
- fix(bedrock): resolve the managed-batch output bucket on every path that reads it by [@​marty-sullivan](https://github.com/marty-sullivan) in [#​36634](https://github.com/BerriAI/litellm/pull/36634)
- feat(scripts): queue heavy gates behind a machine-wide slot lock by [@​mateo-berri](https://github.com/mateo-berri) in [#​36988](https://github.com/BerriAI/litellm/pull/36988)
- feat(mcp): scope gateway session bearers to the RFC 8707 resource by [@​tin-berri](https://github.com/tin-berri) in [#​35045](https://github.com/BerriAI/litellm/pull/35045)
- feat(ui): direction picker and reverse-mode display for shadow evals by [@​tin-berri](https://github.com/tin-berri) in [#​36994](https://github.com/BerriAI/litellm/pull/36994)
- fix(guardrails): return the full PANW AIRS scan response on blocked requests by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​37036](https://github.com/BerriAI/litellm/pull/37036)
- fix(passthrough): stop forwarding client Accept-Encoding upstream by [@​mateo-berri](https://github.com/mateo-berri) in [#​37058](https://github.com/BerriAI/litellm/pull/37058)
- fix(batches): account a managed batch's cost exactly once by [@​mateo-berri](https://github.com/mateo-berri) in [#​37050](https://github.com/BerriAI/litellm/pull/37050)
- fix(panw\_prisma\_airs): scan tool call args as plain text, not a tool\_event by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​37038](https://github.com/BerriAI/litellm/pull/37038)
- feat(lint): exempt TypedDict-annotated dict literals from LIT002 by [@​mateo-berri](https://github.com/mateo-berri) in [#​36869](https://github.com/BerriAI/litellm/pull/36869)
- docs(claude): tell agents to let heavy gates queue for machine-wide slots by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​37057](https://github.com/BerriAI/litellm/pull/37057)
- test: unstick the suites CircleCI is failing on by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37059](https://github.com/BerriAI/litellm/pull/37059)
- docs(github): proof-of-fix section shows only the latest run as Before/After with nested cases by [@​mateo-berri](https://github.com/mateo-berri) in [#​37063](https://github.com/BerriAI/litellm/pull/37063)
- test(e2e): assert provider error shape instead of pinned prose by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37065](https://github.com/BerriAI/litellm/pull/37065)
- fix(ui): de-duplicate the reset budget option and polish shadcn surfaces by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37010](https://github.com/BerriAI/litellm/pull/37010)
- chore: rebuild Admin UI bundle from litellm\_internal\_staging by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37066](https://github.com/BerriAI/litellm/pull/37066)
- test(e2e/ui): assert the log drawer chevrons by their lucide classes by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37069](https://github.com/BerriAI/litellm/pull/37069)
- chore(ci): promote internal staging to main by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37042](https://github.com/BerriAI/litellm/pull/37042)
- fix(ui): keep completion-mode models in the playground chat dropdown (backport to rc/1.98.0) by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37955](https://github.com/BerriAI/litellm/pull/37955)
##### New Contributors
- [@​kr0k](https://github.com/kr0k) made their first contribution in [#​33196](https://github.com/BerriAI/litellm/pull/33196)
- [@​HuanQian571](https://github.com/HuanQian571) made their first contribution in [#​35773](https://github.com/BerriAI/litellm/pull/35773)
- [@​alexshtf](https://github.com/alexshtf) made their first contribution in [#​35669](https://github.com/BerriAI/litellm/pull/35669)
- [@​vairodp](https://github.com/vairodp) made their first contribution in [#​33490](https://github.com/BerriAI/litellm/pull/33490)
- [@​fancybear-dev](https://github.com/fancybear-dev) made their first contribution in [#​36196](https://github.com/BerriAI/litellm/pull/36196)
- [@​daleselaji-dev](https://github.com/daleselaji-dev) made their first contribution in [#​36160](https://github.com/BerriAI/litellm/pull/36160)
- [@​eugene-yao-zocdoc](https://github.com/eugene-yao-zocdoc) made their first contribution in [#​34290](https://github.com/BerriAI/litellm/pull/34290)
- [@​geraint0923](https://github.com/geraint0923) made their first contribution in [#​30817](https://github.com/BerriAI/litellm/pull/30817)
- [@​william-xue](https://github.com/william-xue) made their first contribution in [#​36529](https://github.com/BerriAI/litellm/pull/36529)
- [@​dcadenas](https://github.com/dcadenas) made their first contribution in [#​32536](https://github.com/BerriAI/litellm/pull/32536)
- [@​atomic](https://github.com/atomic) made their first contribution in [#​34177](https://github.com/BerriAI/litellm/pull/34177)
- [@​Praveen11558](https://github.com/Praveen11558) made their first contribution in [#​30952](https://github.com/BerriAI/litellm/pull/30952)
- [@​anxkhn](https://github.com/anxkhn) made their first contribution in [#​32813](https://github.com/BerriAI/litellm/pull/32813)
- [@​lostmartian](https://github.com/lostmartian) made their first contribution in [#​36660](https://github.com/BerriAI/litellm/pull/36660)
- [@​FahimaGold](https://github.com/FahimaGold) made their first contribution in [#​36800](https://github.com/BerriAI/litellm/pull/36800)
- [@​Louis-Vauterin](https://github.com/Louis-Vauterin) made their first contribution in [#​36382](https://github.com/BerriAI/litellm/pull/36382)
- [@​ilchemla](https://github.com/ilchemla) made their first contribution in [#​36347](https://github.com/BerriAI/litellm/pull/36347)
- [@​milesadkins](https://github.com/milesadkins) made their first contribution in [#​35969](https://github.com/BerriAI/litellm/pull/35969)
- [@​erensh27](https://github.com/erensh27) made their first contribution in [#​36965](https://github.com/BerriAI/litellm/pull/36965)
- [@​guptaishaan](https://github.com/guptaishaan) made their first contribution in [#​36907](https://github.com/BerriAI/litellm/pull/36907)
- [@​pokepoke81](https://github.com/pokepoke81) made their first contribution in [#​36943](https://github.com/BerriAI/litellm/pull/36943)
- [@​heathriel](https://github.com/heathriel) made their first contribution in [#​34257](https://github.com/BerriAI/litellm/pull/34257)
**Full Changelog**: <https://github.com/BerriAI/litellm/compare/v1.97.0...v1.98.0>
### [`v1.98.0`](https://github.com/BerriAI/litellm/releases/tag/v1.98.0)
[Compare Source](https://github.com/BerriAI/litellm/compare/v1.97.0...v1.98.0)
##### 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:v1.98.0
```
**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/v1.98.0/cosign.pub \
ghcr.io/berriai/litellm:v1.98.0
```
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
- fix(bedrock): drop toolSpec.strict for Claude Sonnet 5 on Converse by [@​kr0k](https://github.com/kr0k) in [#​33196](https://github.com/BerriAI/litellm/pull/33196)
- fix(batches): attribute Vertex passthrough batch cost to key/team/tags by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​34456](https://github.com/BerriAI/litellm/pull/34456)
- docs: rewrite the CLAUDE.md comment rule with explicit exceptions by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36301](https://github.com/BerriAI/litellm/pull/36301)
- fix(proxy): scope file list pagination cursors to the caller by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36093](https://github.com/BerriAI/litellm/pull/36093)
- fix(proxy): skip prisma-dependent hooks when no database is attached by [@​mateo-berri](https://github.com/mateo-berri) in [#​36273](https://github.com/BerriAI/litellm/pull/36273)
- fix(proxy): report has\_more false on caller-scoped file list pages by [@​mateo-berri](https://github.com/mateo-berri) in [#​36326](https://github.com/BerriAI/litellm/pull/36326)
- fix(proxy): restore management\_v1 query-param validation under fastapi>=0.140.7 by [@​HuanQian571](https://github.com/HuanQian571) in [#​35773](https://github.com/BerriAI/litellm/pull/35773)
- fix(proxy): stop /{provider}/v1/files from capturing /openai\_passthrough by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36092](https://github.com/BerriAI/litellm/pull/36092)
- chore(typing): remove 914 basedpyright Any errors across 16 hotspot files by [@​mateo-berri](https://github.com/mateo-berri) in [#​36386](https://github.com/BerriAI/litellm/pull/36386)
- fix(router): keep batch fallbacks inside the model group that owns the file by [@​mateo-berri](https://github.com/mateo-berri) in [#​36181](https://github.com/BerriAI/litellm/pull/36181)
- feat(ptu): configure provisioned-throughput flat cost on a model deployment by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​35341](https://github.com/BerriAI/litellm/pull/35341)
- docs: clarify the CLAUDE.md comment exceptions are any-of by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36421](https://github.com/BerriAI/litellm/pull/36421)
- docs: replace the Changes …



TLDR
Problem this solves:
How it solves it:
model=<group_name>now routes across the union of member deploymentsmodel_group_aliasmachinery instead of a parallel mechanismUser Flow
Before, creating a routing group gave you a name you could not use.
claude-qualityoverclaude-fastandclaude-smartwith cost-based routingclaude-qualityis not in the list, so Claude Code's model picker (with gateway discovery on) never shows it"model": "claude-quality": 400 "Invalid model name passed in"After, the group behaves like the modal always claimed.
claude-qualityis listed, and Claude Code or Codex discovery shows it in the picker"model": "claude-quality": 200, and the response's model field saysclaude-qualityclaude-qualitywith the actual backend model recorded per rowRelevant issues
model_group_aliasresolution ordering on the async path; group resolution here lives inside_common_checks_available_deployment, which both paths share, so it does not inherit that bugLinear ticket
Pre-Submission checklist
Please complete all items before asking a LiteLLM maintainer to review your PR
@greptileaito re-request a review after pushing changes)Delays in PR merge?
If you're seeing a delay in your PR being merged, ping the LiteLLM Team on Slack (#pr-review).
Screenshots / Proof of Fix
Live proxy on port 4020 (
proxy_cli.py --config qa_callgroups_config.yaml --detailed_debug --use_v2_migration_resolver, DB-backed), real Bedrock calls. Before captured at b0fac57 (unmodified base), after at e7905f8, identical commands. Config: two single-deployment model names (claude-faston haiku,claude-smarton opus, per-deployment cost overrides since the lowest-cost selector pricesbedrock/-prefixed names at its 10.0 default) and one group:Before (b0fac57):
After (e7905f8):
Authz is symmetric for a scoped key (
/key/generatewith{"models": ["claude-quality"]}):Spend rows attribute the group with the real backend recorded per row:
The Models + Endpoints admin table stays deployment-only (
/v2/model/inforeturnsclaude-fast,claude-smart; no group row), and member-direct calls behave exactly as before.UI proof, captured on the live rig above. Router Settings > Routing Groups showing the
claude-qualitygroup:The Create Group modal, whose "Use this name as the model in API calls" copy this PR makes accurate with no UI change:
Models + Endpoints > All Models listing deployments only, with no
claude-qualityrow:For picker discovery, point any OpenAI-compatible client at the gateway (Claude Code with
CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY=1, or Codex):claude-qualityappears via /v1/models as shown in the scoped-key listing aboveType
🆕 New Feature
Caveats (if any)
claude-qualityfor Desktop pickabilitymodel_group_aliastoday)model_group_retry_policyare keyed by name; a group needs its own entriesChanges
Router.get_routing_groupresolves a callable group (a real deployment model_name added later shadows a same-named group, and config-time collisions with model names or aliases are rejected at init)._common_checks_available_deploymentconsults it before the early-resolve step so wildcard or pattern routes cannot hijack a group call, and serves the union of member deployments whilemodelstays the group name; every selector already keys its state by that string._get_routing_contextresolves the group's own strategy for group-name requests. Discovery reuses themodel_group_aliasmaterialization:get_model_list_from_routing_groupsemits member deployments under the group name via_get_all_deployments' existingmodel_aliasrewrite, which is what surfaces groups inget_model_names,/v1/models,get_model_group_usage,/model_group/info, and the blocked and unhealthy hiding. The proxy gates (route_request and the adapter pass-through endpoint) now share one Router-ownedis_recognized_modelpredicate covering model names, deployment ids, aliases, and routing groups, so the next virtual-model kind cannot be forgotten at one gate; both gates shrank in the process. Cooldown handling keys on the failing request's model group (read through the dual metadata-bucket owner and alias-resolved), so a 429 on a group call moves traffic to the group's alternatives while direct calls to a single-deployment member keep their cooldown exemption. Deleting a deployment now also drops its name from model_names at the removal-repair owner, so a runtime shadow's deletion restores the group, and group rebuilds invalidate the model-group info cacheAuthz needs no code: a group is granted by putting its name on a key or team, and listing and enforcement both read the same literal allowlists, so they agree by construction. Member expansion in either direction was rejected on purpose since any-member semantics leak access
Tests extend the mapped files: 12 engine cases in
test_router_routing_groups.py(union dispatch, discovery, group strategy selection, collisions, runtime shadowing, alias-to-group composition, empty group, cooldown alternatives, member-direct invariance; 10 of 12 fail on the base commit), a request-gate case intest_route_llm_request.py, and two cooldown cases intest_cooldown_handlers.pyFinal Attestation