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docs: require a user flow and a stuck-at proof in feature requests - #36500

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Aug 11, 2026
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docs: require a user flow and a stuck-at proof in feature requests#36500
mateo-berri merged 10 commits into
litellm_internal_stagingfrom
litellm_feature_request_user_flow

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@devin-ai-integration

@devin-ai-integration devin-ai-integration Bot commented Aug 11, 2026

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TLDR

Problem this solves:

  • Feature requests arrive as abstract prose, not user tasks
  • Nothing shows the requester actually hit the wall
  • Undocumented features get filed as missing ones

How it solves it:

  • Swap "Motivation, pitch" for a before/after this feature User Flow
  • Add "How far you got": live-proxy attempt up to the dead-end
  • Guidance lives in descriptions, so nothing ships prefilled
  • Triage now requires evidence of the dead-end
  • Agent Shin's close and grace comments ask for that same evidence
  • Dead-end proof a requester did paste gets credited back

Stacked on #36498 (now merged), which did the same for bug reports

User Flow

Before: someone requesting a feature gets two free-text prose boxes, so maintainers get a wish rather than a task, with no evidence it is actually missing

  1. They open https://github.com/BerriAI/litellm/issues/new?template=feature_request.yml
  2. "The Feature" and "Motivation, pitch" both invite abstract prose, so they describe the knob they imagine instead of the request they want to send
  3. Nothing asks them to try it, so a feature that already works under a different parameter name lands as a request, and a real gap lands with no reproduction
  4. A maintainer reads the issue and cannot tell what call should start working, or where it dead-ends today

After: the same form asks for the flow with and without the feature, then for the run that dead-ends

  1. They open https://github.com/BerriAI/litellm/issues/new?template=feature_request.yml
  2. "User Flow" shows its rules above the box and a worked example as ghost text, and asks for "Before this feature (today)" and "After this feature (ideal user flow)" lists in the end user's words, with URLs, payloads, and what visibly came back, "Before this feature" also carrying the workaround they live with
  3. "How far you got" asks them to walk the "After this feature (ideal user flow)" list against a live proxy they ran, hitting real provider APIs at real $ where a provider call is involved, and paste commands plus full output up to the step that dead-ends, saying in user terms what stopped them, with config, env vars (secrets redacted), version, and the provider's own docs plus a direct call to them when the ask is provider parity
  4. Every required box starts genuinely empty, so submitting without typing anything trips GitHub's own required-field error
  5. If they file it without that attempt, Agent Shin's feature rubric now reads the request as missing its evidence of the dead-end, and the grace and close comments it posts ask for that same evidence (commands plus output, a screenshot, or a video), not just a description and use case, while listing any evidence they did paste under "What you got right"
  6. A maintainer opening the issue sees the call that should work, the exact point it fails, and a ready acceptance criterion

Relevant issues

Linear ticket

Pre-Submission checklist

Please complete all items before asking a LiteLLM maintainer to review your PR

  • I have added meaningful tests
  • My PR passes all CI/CD checks (e.g., lint, format, unit tests)
  • My PR's scope is as isolated as possible; it only solves 1 specific problem
  • I have received a Greptile Confidence Score of at least 4/5 before requesting a maintainer review (Greptile reviews automatically once the PR is opened; only comment @greptileai to re-request a review after pushing changes)

Tests: tests/test_litellm/test_github_triage_with_llm.py pins the new feature-request rubric clause in the triage prompt, the dead-end-evidence ask in the bot's close and grace recovery comments, and the "What you got right" credit for evidence a feature requester did provide; the form and the CLAUDE.md line have no runtime code to test

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

No live proxy or LLM call applies here, nothing in the request path changed. The form parses, carries the new fields in order, and leaves no required textarea prefilled, at 812abcc:

$ uv run --no-sync python -c "
import yaml
d=yaml.safe_load(open('.github/ISSUE_TEMPLATE/feature_request.yml'))
print([b.get('id') for b in d['body']])
print('prefilled:',[b['id'] for b in d['body'] if b['type']=='textarea' and 'value' in b['attributes']])
"
[None, 'duplicate-check', 'the-feature', 'user-flow', 'how-far-you-got', 'component', 'hiring-interest', 'contact']
prefilled: []

$ uv run --no-sync pytest tests/test_litellm/test_github_triage_with_llm.py -q
121 passed in 0.25s

GitHub only renders an issue form from the default branch, so the visual proof is the form at https://github.com/BerriAI/litellm/issues/new?template=feature_request.yml once this lands. Happy to post a screenshot of it then

Type

📖 Documentation

Caveats (if any)

  • Dropped "Motivation, pitch"; the "Before this feature" list carries it
  • Asks OSS requesters for a live-proxy run, some will skip it
  • Guidance now renders as help text, not editable comments

Final Attestation

  • The tests check the right things, including the edge cases, and regressions in the respective real-world customer use-cases are not possible after this PR

Link to Devin session: https://app.devin.ai/sessions/1482580bad6549fda20e10dfeba8400a
Requested by: @mateo-berri


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@mateo-berri mateo-berri self-assigned this Aug 11, 2026
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🤖 Devin AI Engineer

I'll be helping with this pull request! Here's what you should know:

✅ I will automatically:

  • Address comments on this PR. Add '(aside)' to your comment to have me ignore it.
  • Look at CI failures and help fix them

Note: I can only respond to comments from users who have write access to this repository.

⚙️ Control Options:

  • Disable automatic comment, CI, and merge conflict monitoring

@greptile-apps

greptile-apps Bot commented Aug 11, 2026

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Greptile Summary

The PR replaces abstract feature-request prompts with required user-flow and dead-end-evidence fields, then aligns Agent Shin’s triage rubric and recovery comments with those requirements.

  • Moves all textarea scaffolding into descriptions and placeholders so required fields begin empty.
  • Adds a dedicated triage verdict field for feature-request dead-end evidence.
  • Updates close and grace-period guidance and adds regression coverage for the new rubric.

Confidence Score: 5/5

The PR appears safe to merge.

No blocking failure remains.

Important Files Changed

Filename Overview
.github/ISSUE_TEMPLATE/feature_request.yml Replaces the motivation field with required user-flow and attempted-run fields whose guidance is not submitted as prefilled content; the previously reported required-field bypass is resolved.
.github/scripts/triage_with_llm.py Requires and credits end-to-end dead-end evidence for feature requests and updates recovery comments consistently.
tests/test_litellm/test_github_triage_with_llm.py Adds focused assertions covering the new triage verdict field and feature-request recovery guidance.
CLAUDE.md Extends repository guidance to require reading the feature-request template before filing requests.

Reviews (6): Last reviewed commit: "fix(triage): track and credit feature de..." | Re-trigger Greptile

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Codecov Report

✅ All modified and coverable lines are covered by tests.

📢 Thoughts on this report? Let us know!

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bugbot run

Comment thread .github/scripts/triage_with_llm.py Outdated
Base automatically changed from litellm_issue_template_user_flow_proof to litellm_internal_staging August 11, 2026 17:40
mateo-berri and others added 8 commits August 11, 2026 10:40
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
…sted

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

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

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
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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 812abcc. Configure here.

@mateo-berri
mateo-berri merged commit 1d90432 into litellm_internal_staging Aug 11, 2026
79 checks passed
@mateo-berri
mateo-berri deleted the litellm_feature_request_user_flow branch August 11, 2026 18:28
doonga pushed a commit to greyrock-labs/home-ops that referenced this pull request Aug 24, 2026
…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 [@&#8203;kr0k](https://github.com/kr0k) in [#&#8203;33196](https://github.com/BerriAI/litellm/pull/33196)
- fix(batches): attribute Vertex passthrough batch cost to key/team/tags by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;34456](https://github.com/BerriAI/litellm/pull/34456)
- docs: rewrite the CLAUDE.md comment rule with explicit exceptions by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36301](https://github.com/BerriAI/litellm/pull/36301)
- fix(proxy): scope file list pagination cursors to the caller by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36093](https://github.com/BerriAI/litellm/pull/36093)
- fix(proxy): skip prisma-dependent hooks when no database is attached by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36273](https://github.com/BerriAI/litellm/pull/36273)
- fix(proxy): report has\_more false on caller-scoped file list pages by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36326](https://github.com/BerriAI/litellm/pull/36326)
- fix(proxy): restore management\_v1 query-param validation under fastapi>=0.140.7 by [@&#8203;HuanQian571](https://github.com/HuanQian571) in [#&#8203;35773](https://github.com/BerriAI/litellm/pull/35773)
- fix(proxy): stop /{provider}/v1/files from capturing /openai\_passthrough by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36092](https://github.com/BerriAI/litellm/pull/36092)
- chore(typing): remove 914 basedpyright Any errors across 16 hotspot files by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36386](https://github.com/BerriAI/litellm/pull/36386)
- fix(router): keep batch fallbacks inside the model group that owns the file by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36181](https://github.com/BerriAI/litellm/pull/36181)
- feat(ptu): configure provisioned-throughput flat cost on a model deployment by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;35341](https://github.com/BerriAI/litellm/pull/35341)
- docs: clarify the CLAUDE.md comment exceptions are any-of by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36421](https://github.com/BerriAI/litellm/pull/36421)
- docs: replace the Changes PR template section with Caveats by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36423](https://github.com/BerriAI/litellm/pull/36423)
- fix(bedrock): enable native structured output for GLM 5 and DeepSeek V3.2 by [@&#8203;alexshtf](https://github.com/alexshtf) in [#&#8203;35669](https://github.com/BerriAI/litellm/pull/35669)
- feat(ptu): daily rollup writes per-model PTU flat cost by active hour by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;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 [@&#8203;deepanshululla](https://github.com/deepanshululla) in [#&#8203;34418](https://github.com/BerriAI/litellm/pull/34418)
- feat(ptu): surface PTU flat cost on the daily activity read path by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;35391](https://github.com/BerriAI/litellm/pull/35391)
- feat(router): add per-deployment allowed\_fails\_policy and cooldown\_time override support by [@&#8203;deepanshululla](https://github.com/deepanshululla) in [#&#8203;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 [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;35393](https://github.com/BerriAI/litellm/pull/35393)
- fix(cost): price dict-shaped image input token details at the image rate by [@&#8203;vairodp](https://github.com/vairodp) in [#&#8203;33490](https://github.com/BerriAI/litellm/pull/33490)
- fix(model\_prices): refresh deprecation dates, correct xAI pricing and add missing provider models by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36403](https://github.com/BerriAI/litellm/pull/36403)
- feat(ptu): gate PTU flat-cost attribution behind an opt-in env var by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;36138](https://github.com/BerriAI/litellm/pull/36138)
- ci: cache Prisma CLI and engine binaries, split test timeout from setup by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36417](https://github.com/BerriAI/litellm/pull/36417)
- feat(rate limiting): configurable estimated output tokens per key, team and model by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36143](https://github.com/BerriAI/litellm/pull/36143)
- fix(ui): hide admin-only Logs tabs from roles that cannot call their endpoints by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36333](https://github.com/BerriAI/litellm/pull/36333)
- test(proxy): guard management\_v1 against fastapi names removed in supported releases by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36336](https://github.com/BerriAI/litellm/pull/36336)
- fix(ui): gate policy and prompt lookups on an admin capability by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36335](https://github.com/BerriAI/litellm/pull/36335)
- build(deps): bump pypdf to 6.15.0 to clear osv-scan by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36350](https://github.com/BerriAI/litellm/pull/36350)
- fix(proxy): isolate guardrail load failures per row by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;36432](https://github.com/BerriAI/litellm/pull/36432)
- fix(ui): gate organization and agent usage views behind capabilities by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36334](https://github.com/BerriAI/litellm/pull/36334)
- fix(reset\_budget\_job): atomic budget cascade with chunked reset scans by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;36287](https://github.com/BerriAI/litellm/pull/36287)
- feat(proxy): add GET /v1/indexes to list vector store indexes by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;36289](https://github.com/BerriAI/litellm/pull/36289)
- feat(ui): show vector store indexes on the Vector Stores page by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;36306](https://github.com/BerriAI/litellm/pull/36306)
- fix(proxy): treat SAML as configured in UI SSO detection by [@&#8203;fancybear-dev](https://github.com/fancybear-dev) in [#&#8203;36196](https://github.com/BerriAI/litellm/pull/36196)
- fix(bedrock): reject Anthropic server-side web\_search tool with actionable error by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;36473](https://github.com/BerriAI/litellm/pull/36473)
- fix(ui): open the classifier prompt editor above the edit auto-router form by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;36438](https://github.com/BerriAI/litellm/pull/36438)
- fix(arize): trace MCP tool calls instead of crashing on CallToolResult by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;36453](https://github.com/BerriAI/litellm/pull/36453)
- refactor(ui): make illegal DataTable prop combinations unrepresentable by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36470](https://github.com/BerriAI/litellm/pull/36470)
- fix(ui): scope Virtual Keys and Logs team lists to the caller by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36472](https://github.com/BerriAI/litellm/pull/36472)
- fix(ui): gate the Old Usage page behind a proxy-admin capability by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36469](https://github.com/BerriAI/litellm/pull/36469)
- docs(terraform): describe the provider release as automatic by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;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 [@&#8203;deepanshululla](https://github.com/deepanshululla) in [#&#8203;34423](https://github.com/BerriAI/litellm/pull/34423)
- fix(router): cool down failed fallback deployments and correct cooldown TTL after Redis backfill by [@&#8203;deepanshululla](https://github.com/deepanshululla) in [#&#8203;35104](https://github.com/BerriAI/litellm/pull/35104)
- perf(spend): write each daily spend batch in one upsert statement by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36448](https://github.com/BerriAI/litellm/pull/36448)
- fix(ui): gate four sidebar pages on the roles their endpoints allow by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36475](https://github.com/BerriAI/litellm/pull/36475)
- fix(ui): restore the Logs Deleted Teams tab for organization admins by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36478](https://github.com/BerriAI/litellm/pull/36478)
- fix(websearch): stop leaking interception control fields to providers by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36480](https://github.com/BerriAI/litellm/pull/36480)
- test(e2e): cover the Anthropic web\_search server tool on Bedrock by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36443](https://github.com/BerriAI/litellm/pull/36443)
- fix(router): warn when a deployment's credentials contradict its provider by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36486](https://github.com/BerriAI/litellm/pull/36486)
- fix: net prompt-caching savings against the cache-write premium by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;36452](https://github.com/BerriAI/litellm/pull/36452)
- feat(ui): deployment affinity toggle for the auto-router by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;36302](https://github.com/BerriAI/litellm/pull/36302)
- fix(bedrock): use deployment credentials for AWS requests by [@&#8203;daleselaji-dev](https://github.com/daleselaji-dev) in [#&#8203;36160](https://github.com/BerriAI/litellm/pull/36160)
- fix(anthropic): preserve midturn system corrections by [@&#8203;eugene-yao-zocdoc](https://github.com/eugene-yao-zocdoc) in [#&#8203;34290](https://github.com/BerriAI/litellm/pull/34290)
- fix(email): stop duplicate legacy invitation email and fix its onboarding link by [@&#8203;mubashir1osmani](https://github.com/mubashir1osmani) in [#&#8203;36455](https://github.com/BerriAI/litellm/pull/36455)
- feat(ui): show models under each tier in routing benchmark chart by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;36291](https://github.com/BerriAI/litellm/pull/36291)
- fix(proxy): inject streaming usage cost on openai passthrough streams by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36503](https://github.com/BerriAI/litellm/pull/36503)
- docs: require a user flow and live-proxy proof in bug reports by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36498](https://github.com/BerriAI/litellm/pull/36498)
- fix(proxy): add config\_updated\_at audit timestamp for virtual keys by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;36488](https://github.com/BerriAI/litellm/pull/36488)
- docs: require a user flow and a stuck-at proof in feature requests by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36500](https://github.com/BerriAI/litellm/pull/36500)
- feat(router): add required-AND (&) tag prefix and allow\_fail\_open flag by [@&#8203;deepanshululla](https://github.com/deepanshululla) in [#&#8203;36193](https://github.com/BerriAI/litellm/pull/36193)
- feat(proxy): per-key prompt caching toggle via enable\_prompt\_caching by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;36466](https://github.com/BerriAI/litellm/pull/36466)
- fix(bedrock): send tool-search beta header for Haiku 4.5 on Invoke /v1/messages by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36502](https://github.com/BerriAI/litellm/pull/36502)
- fix(bedrock): preserve adaptive thinking effort through the /v1/messages bridge by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36507](https://github.com/BerriAI/litellm/pull/36507)
- ci: retry transient network fetch failures in lint workflow by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36563](https://github.com/BerriAI/litellm/pull/36563)
- fix(ui): stub useIsOrgAdmin in UsageTab tests so useCan needs no QueryClient by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;36565](https://github.com/BerriAI/litellm/pull/36565)
- fix(alerting): dedupe scheduled Slack spend reports across pods by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;36489](https://github.com/BerriAI/litellm/pull/36489)
- chore(typing): clear 1.6k basedpyright Any errors across 56 files by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36543](https://github.com/BerriAI/litellm/pull/36543)
- fix(bedrock): add text block to converse user messages carrying documents by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36499](https://github.com/BerriAI/litellm/pull/36499)
- fix(deps): ship boto3 with the base SDK so bedrock works out of the box by [@&#8203;mubashir1osmani](https://github.com/mubashir1osmani) in [#&#8203;36568](https://github.com/BerriAI/litellm/pull/36568)
- fix(model\_prices): add provider-announced deprecation dates for Bedrock, Mistral, Cohere and Gemini models by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;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 [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36577](https://github.com/BerriAI/litellm/pull/36577)
- fix(bedrock\_guardrails): skip ApplyGuardrail when there is no content to scan by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;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 [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36582](https://github.com/BerriAI/litellm/pull/36582)
- test(e2e): harden vendor API coverage by [@&#8203;mubashir1osmani](https://github.com/mubashir1osmani) in [#&#8203;34557](https://github.com/BerriAI/litellm/pull/34557)
- test(e2e): add reproducers for passthrough and model budget gaps by [@&#8203;mubashir1osmani](https://github.com/mubashir1osmani) in [#&#8203;34657](https://github.com/BerriAI/litellm/pull/34657)
- test(e2e): cover google-native generateContent framing and prometheus queue time by [@&#8203;mubashir1osmani](https://github.com/mubashir1osmani) in [#&#8203;34650](https://github.com/BerriAI/litellm/pull/34650)
- chore(ci): promote internal staging to main by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;36560](https://github.com/BerriAI/litellm/pull/36560)
- feat(router): make routing groups callable as virtual models and list them in /v1/models by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;36519](https://github.com/BerriAI/litellm/pull/36519)
- fix(xai): bill web\_search from server\_side\_tool\_usage\_details by [@&#8203;geraint0923](https://github.com/geraint0923) in [#&#8203;30817](https://github.com/BerriAI/litellm/pull/30817)
- fix(responses): init completed\_response on bridge streaming iterator ([#&#8203;35411](https://github.com/BerriAI/litellm/issues/35411)) by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;35413](https://github.com/BerriAI/litellm/pull/35413)
- fix(batches): attribute Anthropic passthrough batch cost to the creating key, team and tags by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;36468](https://github.com/BerriAI/litellm/pull/36468)
- feat(dashscope): add latest Model Studio models to the cost map by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36496](https://github.com/BerriAI/litellm/pull/36496)
- fix(proxy): track streamed passthrough Responses cost by [@&#8203;william-xue](https://github.com/william-xue) in [#&#8203;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 [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36597](https://github.com/BerriAI/litellm/pull/36597)
- test(bedrock): repoint live Claude tests off the retired Claude 3 Sonnet by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36600](https://github.com/BerriAI/litellm/pull/36600)
- fix(anthropic): preserve speed=fast in usage for /v1/messages and pass-through by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36447](https://github.com/BerriAI/litellm/pull/36447)
- fix(proxy): forward resolved provider and deployment pricing in /cost/estimate by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;35880](https://github.com/BerriAI/litellm/pull/35880)
- feat(proxy): global SSE keepalive ping interval for OpenAI-shaped streaming routes by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36154](https://github.com/BerriAI/litellm/pull/36154)
- fix(responses): preserve Codex namespace tool calls by [@&#8203;dcadenas](https://github.com/dcadenas) in [#&#8203;32536](https://github.com/BerriAI/litellm/pull/32536)
- fix(nvidia\_nim): preserve image passages and stop sending top\_k to /v1/ranking by [@&#8203;atomic](https://github.com/atomic) in [#&#8203;34177](https://github.com/BerriAI/litellm/pull/34177)
- fix: refactor HTTP handler initialization with client support by [@&#8203;Praveen11558](https://github.com/Praveen11558) in [#&#8203;30952](https://github.com/BerriAI/litellm/pull/30952)
- feat(lint): gate writable TypedDict fields with LIT012 by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36590](https://github.com/BerriAI/litellm/pull/36590)
- perf(proxy): stagger scheduled background jobs across jobs and pods by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36589](https://github.com/BerriAI/litellm/pull/36589)
- test: remove four mirror test files that exercise none of their module by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;34635](https://github.com/BerriAI/litellm/pull/34635)
- fix(router): stop re-applying router-selecting request tags to the routed tier's deployments by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36628](https://github.com/BerriAI/litellm/pull/36628)
- test: remove tests that never execute by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36681](https://github.com/BerriAI/litellm/pull/36681)
- fix(ui): align spend and budget columns by [@&#8203;daniel-meismer-zocdoc](https://github.com/daniel-meismer-zocdoc) in [#&#8203;35176](https://github.com/BerriAI/litellm/pull/35176)
- test: rename tests that a later definition shadowed by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36685](https://github.com/BerriAI/litellm/pull/36685)
- fix(passthrough): carry the budget reservation into request metadata by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36592](https://github.com/BerriAI/litellm/pull/36592)
- fix(mcp): bound MCP client requests with a session read timeout by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36675](https://github.com/BerriAI/litellm/pull/36675)
- fix(proxy): log requests rejected for an unparsable body in spend logs by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36673](https://github.com/BerriAI/litellm/pull/36673)
- refactor(ui): migrate cost-optimization to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36629](https://github.com/BerriAI/litellm/pull/36629)
- refactor(ui): migrate cost-tracking to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36631](https://github.com/BerriAI/litellm/pull/36631)
- refactor(ui): migrate admin-panel to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36635](https://github.com/BerriAI/litellm/pull/36635)
- refactor(ui): migrate users dashboard to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36642](https://github.com/BerriAI/litellm/pull/36642)
- refactor(ui): migrate prompts to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36643](https://github.com/BerriAI/litellm/pull/36643)
- refactor(ui): migrate team settings to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36641](https://github.com/BerriAI/litellm/pull/36641)
- refactor(ui): migrate models-and-endpoints to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36648](https://github.com/BerriAI/litellm/pull/36648)
- refactor(ui): migrate policy impact popover to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;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 [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;34211](https://github.com/BerriAI/litellm/pull/34211)
- fix(batches): strip NUL bytes from passthrough batch tags before the managed object write by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;36688](https://github.com/BerriAI/litellm/pull/36688)
- test(e2e-ui): verify UI mutations against the API instead of trusting the toast by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36632](https://github.com/BerriAI/litellm/pull/36632)
- fix(proxy): serialize model reconciles so concurrent model writes stop evicting each other by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36687](https://github.com/BerriAI/litellm/pull/36687)
- chore(e2e): port the compat-matrix cron publisher to tests/e2e/claude\_code by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36465](https://github.com/BerriAI/litellm/pull/36465)
- fix(router): never price a strategy-router alias by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;36691](https://github.com/BerriAI/litellm/pull/36691)
- feat(model\_prices): add NVIDIA Nemotron 3.5 Lightning on OpenRouter and DeepInfra by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36696](https://github.com/BerriAI/litellm/pull/36696)
- feat(terraform/aws): make VPC, Aurora, and Redis optional by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36676](https://github.com/BerriAI/litellm/pull/36676)
- feat(ui): warn in the Admin UI when no Redis is configured by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36495](https://github.com/BerriAI/litellm/pull/36495)
- fix(ui): show and edit key-level router settings on a virtual key by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;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 [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;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 [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36698](https://github.com/BerriAI/litellm/pull/36698)
- fix(model\_prices): sync the Groq registry with Groq's docs by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36664](https://github.com/BerriAI/litellm/pull/36664)
- fix(router): let untagged requests bypass a tagged pre-routing strategy on shared model names by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36627](https://github.com/BerriAI/litellm/pull/36627)
- fix(spend): stop losing spend log rows when a flush is cancelled by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;34826](https://github.com/BerriAI/litellm/pull/34826)
- docs(claude): drop the @&#8203; prefix from the PR template path by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36726](https://github.com/BerriAI/litellm/pull/36726)
- fix(langfuse): emit otel trace version and release on the keys langfuse v4 reads by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;36702](https://github.com/BerriAI/litellm/pull/36702)
- test(interactions): follow Google spec drift replacing Turn with typed steps by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36730](https://github.com/BerriAI/litellm/pull/36730)
- refactor(ui): migrate team detail controls to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36695](https://github.com/BerriAI/litellm/pull/36695)
- refactor(ui): migrate guardrail and duration controls to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36693](https://github.com/BerriAI/litellm/pull/36693)
- refactor(ui): migrate guardrails-monitor, projects, logs to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;34606](https://github.com/BerriAI/litellm/pull/34606)
- refactor(ui): migrate search and user controls to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;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 [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;36598](https://github.com/BerriAI/litellm/pull/36598)
- fix(helm): render nodeSelector on the migrations job by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36747](https://github.com/BerriAI/litellm/pull/36747)
- fix(langfuse): coerce header-sourced mask and trace-update steering values by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;36740](https://github.com/BerriAI/litellm/pull/36740)
- refactor(ui): migrate usage tables to shared DataTable by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36707](https://github.com/BerriAI/litellm/pull/36707)
- refactor(ui): migrate guardrails monitor table to shared DataTable by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36709](https://github.com/BerriAI/litellm/pull/36709)
- refactor(ui): migrate guardrails content tables to shared DataTable by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36708](https://github.com/BerriAI/litellm/pull/36708)
- feat(gemini): day-0 pricing for gemini-3.7-flash by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36792](https://github.com/BerriAI/litellm/pull/36792)
- ci: promote staging to main by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36725](https://github.com/BerriAI/litellm/pull/36725)
- build(deps): bump nanoid to 3.3.18 to clear osv-scan by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36787](https://github.com/BerriAI/litellm/pull/36787)
- fix(router): stop scoring system prompt text for code/technical complexity by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;36721](https://github.com/BerriAI/litellm/pull/36721)
- feat(complexity\_router): calibrate the classifier rubric with worked examples, selectable per router by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;36578](https://github.com/BerriAI/litellm/pull/36578)
- fix(interactions): map step and turn history to Responses API roles and content types by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36733](https://github.com/BerriAI/litellm/pull/36733)
- fix(ui): restore playground model filtering by endpoint by [@&#8203;mubashir1osmani](https://github.com/mubashir1osmani) in [#&#8203;36130](https://github.com/BerriAI/litellm/pull/36130)
- fix(proxy/batches): stop forwarding custom\_llm\_provider twice in list and cancel by [@&#8203;anxkhn](https://github.com/anxkhn) in [#&#8203;32813](https://github.com/BerriAI/litellm/pull/32813)
- refactor(ui): migrate TokenFlow and JsonViewer to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36735](https://github.com/BerriAI/litellm/pull/36735)
- feat: pre-adoption shadow eval for the auto-router (blind pairwise judge, derived state) by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;36587](https://github.com/BerriAI/litellm/pull/36587)
- refactor(ui): migrate SimpleMessageBlock and SimpleToolCallBlock to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36737](https://github.com/BerriAI/litellm/pull/36737)
- refactor(ui): migrate HistoryTree and CollapsibleMessage to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36738](https://github.com/BerriAI/litellm/pull/36738)
- refactor: replace Any with precise types across responses, proxy, and llms modules by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36763](https://github.com/BerriAI/litellm/pull/36763)
- refactor(ui): migrate TruncatedValue and OutputCard to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36739](https://github.com/BerriAI/litellm/pull/36739)
- refactor(ui): migrate SectionHeader and ToolsSection to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36793](https://github.com/BerriAI/litellm/pull/36793)
- feat(ui): migrate playground chat controls to shadcn by [@&#8203;mubashir1osmani](https://github.com/mubashir1osmani) in [#&#8203;36129](https://github.com/BerriAI/litellm/pull/36129)
- feat(xai): day-0 pricing for grok-4.6 by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36805](https://github.com/BerriAI/litellm/pull/36805)
- feat(ui): highlight Auto Router in the navbar announcement by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36315](https://github.com/BerriAI/litellm/pull/36315)
- test(e2e): assert the model allow-list permits, not only denies by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36823](https://github.com/BerriAI/litellm/pull/36823)
- fix(proxy): tolerate a concurrent creator when creating spend views by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36824](https://github.com/BerriAI/litellm/pull/36824)
- fix(proxy): honor explicit null budget\_duration on team and key create + clearable UI dropdowns by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;36699](https://github.com/BerriAI/litellm/pull/36699)
- feat(model\_prices): add meta/muse-spark-1.2 and its contributor tier by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36717](https://github.com/BerriAI/litellm/pull/36717)
- fix(auth): carry team grants in lite login session tokens by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36826](https://github.com/BerriAI/litellm/pull/36826)
- feat(ui): show provider prompt cache tokens in chat response metrics by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36827](https://github.com/BerriAI/litellm/pull/36827)
- fix(auth): stop the team fallback from widening model access by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36837](https://github.com/BerriAI/litellm/pull/36837)
- fix(proxy/team): resolve member\_delete cleanup by user id, not the addressed email by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36839](https://github.com/BerriAI/litellm/pull/36839)
- fix(cli): launch agents as a child process on Windows by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36822](https://github.com/BerriAI/litellm/pull/36822)
- feat(ui): shadow evals tab beside auto-router usage by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;36588](https://github.com/BerriAI/litellm/pull/36588)
- feat(cli): make the hidden `lite` command list configurable by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36816](https://github.com/BerriAI/litellm/pull/36816)
- feat(azure\_ai): add Fireworks FW model pricing on Azure AI Foundry by [@&#8203;emerzon](https://github.com/emerzon) in [#&#8203;35613](https://github.com/BerriAI/litellm/pull/35613)
- fix: enable xhigh reasoning support for gpt-5.4-mini models by [@&#8203;emerzon](https://github.com/emerzon) in [#&#8203;26909](https://github.com/BerriAI/litellm/pull/26909)
- feat(azure-ai): add Grok 4.3 model metadata by [@&#8203;emerzon](https://github.com/emerzon) in [#&#8203;27932](https://github.com/BerriAI/litellm/pull/27932)
- feat(ui): render request metrics on the /ui/chat surface by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36845](https://github.com/BerriAI/litellm/pull/36845)
- fix(ui): stop a deselected MCP server keeping its grant on a virtual key by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36840](https://github.com/BerriAI/litellm/pull/36840)
- fix(team): sweep dangling team references and cache on team delete by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36819](https://github.com/BerriAI/litellm/pull/36819)
- fix(mcp): resolve admin OAuth sessions from any worker via DB-backed drafts by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36844](https://github.com/BerriAI/litellm/pull/36844)
- refactor(ui): migrate usage to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36834](https://github.com/BerriAI/litellm/pull/36834)
- refactor(ui): migrate guardrails-monitor to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36838](https://github.com/BerriAI/litellm/pull/36838)
- refactor(ui): migrate playground to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36847](https://github.com/BerriAI/litellm/pull/36847)
- refactor(ui): migrate guardrails to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36832](https://github.com/BerriAI/litellm/pull/36832)
- fix(batches): stop uncostable batches from starving the cost poll page by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36714](https://github.com/BerriAI/litellm/pull/36714)
- perf(spend-logs): bound retention cleanup so one run cannot saturate the database by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36594](https://github.com/BerriAI/litellm/pull/36594)
- fix(proxy): fail config load when a callbacks entry is not dispatchable by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36858](https://github.com/BerriAI/litellm/pull/36858)
- fix(bedrock): hoist custom.defer\_loading before dropping custom on invoke tools by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36855](https://github.com/BerriAI/litellm/pull/36855)
- fix(access groups): sync assigned\_key\_ids from the key write paths by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36843](https://github.com/BerriAI/litellm/pull/36843)
- fix(mcp): expose client HTTP headers to logging callbacks and hooks by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36724](https://github.com/BerriAI/litellm/pull/36724)
- fix(ptu): stop per-token billing on a PTU-configured deployment by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;36829](https://github.com/BerriAI/litellm/pull/36829)
- fix(ui): add nvidia riva to the model provider list by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36769](https://github.com/BerriAI/litellm/pull/36769)
- fix(scripts): end make check with a ran/skipped summary and verdict by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36864](https://github.com/BerriAI/litellm/pull/36864)
- fix(proxy): track spend for OpenAI passthrough /v1/embeddings by [@&#8203;lostmartian](https://github.com/lostmartian) in [#&#8203;36660](https://github.com/BerriAI/litellm/pull/36660)
- test(proxy): stop monkeypatch.undo re-planting fixture-mocked prisma\_client by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36872](https://github.com/BerriAI/litellm/pull/36872)
- fix(access groups): sync assigned\_team\_ids from the team write paths by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36825](https://github.com/BerriAI/litellm/pull/36825)
- ci: drop the CircleCI ui\_build and ui\_unit\_tests jobs by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36893](https://github.com/BerriAI/litellm/pull/36893)
- fix(langfuse)!: source the emitted metadata blob from StandardLoggingPayload by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;36744](https://github.com/BerriAI/litellm/pull/36744)
- refactor(ui): migrate Navbar off antd to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36902](https://github.com/BerriAI/litellm/pull/36902)
- refactor(ui): migrate log details drawer off antd to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36904](https://github.com/BerriAI/litellm/pull/36904)
- refactor(ui): migrate AI Hub off antd and tremor to shadcn by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36908](https://github.com/BerriAI/litellm/pull/36908)
- refactor(ui): move the shared dropdowns and selectors onto shadcn primitives by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36924](https://github.com/BerriAI/litellm/pull/36924)
- refactor(ui): move the root-level dashboard components onto shadcn primitives by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36927](https://github.com/BerriAI/litellm/pull/36927)
- refactor(ui): move the settings page and bulk user invite onto shadcn primitives by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36936](https://github.com/BerriAI/litellm/pull/36936)
- refactor(ui): move the cost tracking components onto shadcn primitives by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36955](https://github.com/BerriAI/litellm/pull/36955)
- ci: drop the duplicate proxy\_unit\_tests letter-shard workflow by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36866](https://github.com/BerriAI/litellm/pull/36866)
- refactor(ui): migrate shared common\_components off antd and tremor by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36910](https://github.com/BerriAI/litellm/pull/36910)
- refactor(ui): migrate key info and permissions views off antd and tremor by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36913](https://github.com/BerriAI/litellm/pull/36913)
- feat(proxy): serve Anthropic-native /v1/models for Claude Code gateway discovery by [@&#8203;Ar-maan05](https://github.com/Ar-maan05) in [#&#8203;35455](https://github.com/BerriAI/litellm/pull/35455)
- refactor(ui): migrate router settings and shared badges off antd and tremor by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36915](https://github.com/BerriAI/litellm/pull/36915)
- refactor(ui): move the model hub and model select onto shadcn primitives by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36918](https://github.com/BerriAI/litellm/pull/36918)
- fix(ui): keep the cost tracking removal confirmation open until it settles by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36960](https://github.com/BerriAI/litellm/pull/36960)
- refactor(ui): declare DateRangePickerValue locally instead of importing it from tremor by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36962](https://github.com/BerriAI/litellm/pull/36962)
- fix(main): an explicit provider outranks a known OpenAI model name by [@&#8203;FahimaGold](https://github.com/FahimaGold) in [#&#8203;36800](https://github.com/BerriAI/litellm/pull/36800)
- fix(exception\_mapping): bare 429 in an error body no longer outranks the status code by [@&#8203;FahimaGold](https://github.com/FahimaGold) in [#&#8203;36705](https://github.com/BerriAI/litellm/pull/36705)
- refactor(ui): move MCP permission panels onto shadcn primitives by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36964](https://github.com/BerriAI/litellm/pull/36964)
- refactor(ui): migrate ten small dashboard files off antd and tremor by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36966](https://github.com/BerriAI/litellm/pull/36966)
- fix(proxy): force prisma recreate on postgres cached-plan error by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36428](https://github.com/BerriAI/litellm/pull/36428)
- fix(transcription): stop a zero output rate from zeroing transcription cost by [@&#8203;hMED22](https://github.com/hMED22) in [#&#8203;36914](https://github.com/BerriAI/litellm/pull/36914)
- fix(langfuse): restrict trace steering keys to real langfuse trace fields by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;36862](https://github.com/BerriAI/litellm/pull/36862)
- Revert "fix(auth): stop the team fallback from widening model access" ([#&#8203;36837](https://github.com/BerriAI/litellm/issues/36837)) by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36982](https://github.com/BerriAI/litellm/pull/36982)
- fix(ui): show zeroed auto-router usage stats when a window has no sessions by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;36868](https://github.com/BerriAI/litellm/pull/36868)
- fix(mcp): keep admin-entered oauth endpoints in management reads by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36888](https://github.com/BerriAI/litellm/pull/36888)
- fix(ui): distinguish hosted and local vLLM in the provider dropdown by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36974](https://github.com/BerriAI/litellm/pull/36974)
- fix(openai,azure): return a length-truncated 200 when the output budget fits no token by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36859](https://github.com/BerriAI/litellm/pull/36859)
- fix(proxy): always emit the Anthropic /v1/models token limits, null when unknown by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36961](https://github.com/BerriAI/litellm/pull/36961)
- feat(helm): add startupProbe and hpa.behavior to the componentized chart by [@&#8203;Louis-Vauterin](https://github.com/Louis-Vauterin) in [#&#8203;36382](https://github.com/BerriAI/litellm/pull/36382)
- fix(proxy): serve aggregate MCP endpoint on bare /mcp instead of 307-redirecting by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;34845](https://github.com/BerriAI/litellm/pull/34845)
- feat(shadow\_eval): add reverse-direction shadow eval jobs by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;36865](https://github.com/BerriAI/litellm/pull/36865)
- fix(proxy): requeue Redis spend buffer transactions when the DB commit fails by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;33881](https://github.com/BerriAI/litellm/pull/33881)
- feat(search): add Nimble as a search provider by [@&#8203;ilchemla](https://github.com/ilchemla) in [#&#8203;36347](https://github.com/BerriAI/litellm/pull/36347)
- fix(mcp): drop caller host and configured upstream headers from logged metadata by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;36901](https://github.com/BerriAI/litellm/pull/36901)
- fix(azure\_ai): recognize real Search doc endpoints so teams can read/write via passthrough by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36798](https://github.com/BerriAI/litellm/pull/36798)
- fix(anthropic): aggregate 5m/1h cache-write split across iterations path by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;34860](https://github.com/BerriAI/litellm/pull/34860)
- fix(anthropic cost): apply regional geo uplift to cached tokens by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;34850](https://github.com/BerriAI/litellm/pull/34850)
- fix(ui): match the MCP servers count badge to its sibling permission badges by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36984](https://github.com/BerriAI/litellm/pull/36984)
- fix(batches): mark terminal batch with no output file as processed in CheckBatchCost by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;35360](https://github.com/BerriAI/litellm/pull/35360)
- fix(caching): cache anthropic /v1/messages responses, including streaming by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;34581](https://github.com/BerriAI/litellm/pull/34581)
- fix(anthropic\_messages): make tool\_result images visible to OpenAI-compatible providers by [@&#8203;hMED22](https://github.com/hMED22) in [#&#8203;34462](https://github.com/BerriAI/litellm/pull/34462)
- feat(fireworks\_ai): translate NIM/vLLM extra params to Fireworks-native args by [@&#8203;milesadkins](https://github.com/milesadkins) in [#&#8203;35969](https://github.com/BerriAI/litellm/pull/35969)
- fix(ui): stop the models tab strip from scrolling vertically by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36993](https://github.com/BerriAI/litellm/pull/36993)
- fix(ui): anchor chips-combobox popups to the field instead of the inner input by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36995](https://github.com/BerriAI/litellm/pull/36995)
- feat(proxy): per-component response cost headers by [@&#8203;erensh27](https://github.com/erensh27) in [#&#8203;36965](https://github.com/BerriAI/litellm/pull/36965)
- fix(cost): track OpenAI/Azure web search tool cost per call by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;35286](https://github.com/BerriAI/litellm/pull/35286)
- fix(bedrock): resolve aliases in batch file records by [@&#8203;daleselaji-dev](https://github.com/daleselaji-dev) in [#&#8203;36159](https://github.com/BerriAI/litellm/pull/36159)
- fix: report real token usage on guardrail-blocked /v1/responses replies by [@&#8203;guptaishaan](https://github.com/guptaishaan) in [#&#8203;36907](https://github.com/BerriAI/litellm/pull/36907)
- fix(proxy): requeue spend logs when the DB write fails with a transport error by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36716](https://github.com/BerriAI/litellm/pull/36716)
- fix(cost): tiered pricing supports cache creation cost and is all-or-nothing by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36720](https://github.com/BerriAI/litellm/pull/36720)
- fix(vertex\_ai): translate /v1/embeddings batch rows to the Gemini embedding shape by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;35092](https://github.com/BerriAI/litellm/pull/35092)
- docs(claude): require ReadOnly on every TypedDict field (LIT012) by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;37005](https://github.com/BerriAI/litellm/pull/37005)
- refactor(ui): migrate access group create modal to RHF + zod + shadcn by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;37033](https://github.com/BerriAI/litellm/pull/37033)
- refactor(ui): re-sync badge and skeleton onto the base-vega shadcn style by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;36991](https://github.com/BerriAI/litellm/pull/36991)
- feat(ui): link user detail team names to team pages by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;37022](https://github.com/BerriAI/litellm/pull/37022)
- fix(model\_prices): correct DeepSeek V4 max output tokens by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36925](https://github.com/BerriAI/litellm/pull/36925)
- fix(ui): rename models table Status column to Source by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;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 [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37045](https://github.com/BerriAI/litellm/pull/37045)
- feat(proxy): gate the Global Control Plane worker registry on an enterprise license by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;36996](https://github.com/BerriAI/litellm/pull/36996)
- fix(model\_prices): add gemini 3.1 flash tts preview and legacy OpenAI shutdown dates by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36788](https://github.com/BerriAI/litellm/pull/36788)
- fix(panw\_prisma\_airs): surface scan\_id on allowed requests by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;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 [@&#8203;anmolg1997](https://github.com/anmolg1997) in [#&#8203;35930](https://github.com/BerriAI/litellm/pull/35930)
- fix(router): stop get\_router\_model\_info from wiping cached pricing by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36985](https://github.com/BerriAI/litellm/pull/36985)
- fix(redis): unwrap decorated \_\_init\_\_s when deriving the from\_url kwargs allowlist by [@&#8203;anmolg1997](https://github.com/anmolg1997) in [#&#8203;36654](https://github.com/BerriAI/litellm/pull/36654)
- fix(proxy): reserve the larger declared output budget for TPM limits by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;37001](https://github.com/BerriAI/litellm/pull/37001)
- fix(databricks): surface provider usage, including prompt-cache counts, in streaming chunks by [@&#8203;pokepoke81](https://github.com/pokepoke81) in [#&#8203;36943](https://github.com/BerriAI/litellm/pull/36943)
- fix(spend): give a batch's cost row a primary key of its own by [@&#8203;marty-sullivan](https://github.com/marty-sullivan) in [#&#8203;36876](https://github.com/BerriAI/litellm/pull/36876)
- feat: shadow eval samples /v1/messages and /v1/responses traffic by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;36830](https://github.com/BerriAI/litellm/pull/36830)
- fix(ptu): stop a PTU deployment billing for grounded search by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;37043](https://github.com/BerriAI/litellm/pull/37043)
- fix(fireworks\_ai): support router slugs via routers/ prefix by [@&#8203;heathriel](https://github.com/heathriel) in [#&#8203;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 [#&#8203;36633](https://github.com/BerriAI/litellm/issues/36633)) by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;37048](https://github.com/BerriAI/litellm/pull/37048)
- fix(bedrock): resolve the managed-batch output bucket on every path that reads it by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;37047](https://github.com/BerriAI/litellm/pull/37047)
- fix(bedrock): resolve the managed-batch output bucket on every path that reads it by [@&#8203;marty-sullivan](https://github.com/marty-sullivan) in [#&#8203;36634](https://github.com/BerriAI/litellm/pull/36634)
- feat(scripts): queue heavy gates behind a machine-wide slot lock by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36988](https://github.com/BerriAI/litellm/pull/36988)
- feat(mcp): scope gateway session bearers to the RFC 8707 resource by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;35045](https://github.com/BerriAI/litellm/pull/35045)
- feat(ui): direction picker and reverse-mode display for shadow evals by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;36994](https://github.com/BerriAI/litellm/pull/36994)
- fix(guardrails): return the full PANW AIRS scan response on blocked requests by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;37036](https://github.com/BerriAI/litellm/pull/37036)
- fix(passthrough): stop forwarding client Accept-Encoding upstream by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;37058](https://github.com/BerriAI/litellm/pull/37058)
- fix(batches): account a managed batch's cost exactly once by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;37050](https://github.com/BerriAI/litellm/pull/37050)
- fix(panw\_prisma\_airs): scan tool call args as plain text, not a tool\_event by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;37038](https://github.com/BerriAI/litellm/pull/37038)
- feat(lint): exempt TypedDict-annotated dict literals from LIT002 by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36869](https://github.com/BerriAI/litellm/pull/36869)
- docs(claude): tell agents to let heavy gates queue for machine-wide slots by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;37057](https://github.com/BerriAI/litellm/pull/37057)
- test: unstick the suites CircleCI is failing on by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;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 [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;37063](https://github.com/BerriAI/litellm/pull/37063)
- test(e2e): assert provider error shape instead of pinned prose by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37065](https://github.com/BerriAI/litellm/pull/37065)
- fix(ui): de-duplicate the reset budget option and polish shadcn surfaces by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37010](https://github.com/BerriAI/litellm/pull/37010)
- chore: rebuild Admin UI bundle from litellm\_internal\_staging by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37066](https://github.com/BerriAI/litellm/pull/37066)
- test(e2e/ui): assert the log drawer chevrons by their lucide classes by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37069](https://github.com/BerriAI/litellm/pull/37069)
- chore(ci): promote internal staging to main by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;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 [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37955](https://github.com/BerriAI/litellm/pull/37955)

##### New Contributors

- [@&#8203;kr0k](https://github.com/kr0k) made their first contribution in [#&#8203;33196](https://github.com/BerriAI/litellm/pull/33196)
- [@&#8203;HuanQian571](https://github.com/HuanQian571) made their first contribution in [#&#8203;35773](https://github.com/BerriAI/litellm/pull/35773)
- [@&#8203;alexshtf](https://github.com/alexshtf) made their first contribution in [#&#8203;35669](https://github.com/BerriAI/litellm/pull/35669)
- [@&#8203;vairodp](https://github.com/vairodp) made their first contribution in [#&#8203;33490](https://github.com/BerriAI/litellm/pull/33490)
- [@&#8203;fancybear-dev](https://github.com/fancybear-dev) made their first contribution in [#&#8203;36196](https://github.com/BerriAI/litellm/pull/36196)
- [@&#8203;daleselaji-dev](https://github.com/daleselaji-dev) made their first contribution in [#&#8203;36160](https://github.com/BerriAI/litellm/pull/36160)
- [@&#8203;eugene-yao-zocdoc](https://github.com/eugene-yao-zocdoc) made their first contribution in [#&#8203;34290](https://github.com/BerriAI/litellm/pull/34290)
- [@&#8203;geraint0923](https://github.com/geraint0923) made their first contribution in [#&#8203;30817](https://github.com/BerriAI/litellm/pull/30817)
- [@&#8203;william-xue](https://github.com/william-xue) made their first contribution in [#&#8203;36529](https://github.com/BerriAI/litellm/pull/36529)
- [@&#8203;dcadenas](https://github.com/dcadenas) made their first contribution in [#&#8203;32536](https://github.com/BerriAI/litellm/pull/32536)
- [@&#8203;atomic](https://github.com/atomic) made their first contribution in [#&#8203;34177](https://github.com/BerriAI/litellm/pull/34177)
- [@&#8203;Praveen11558](https://github.com/Praveen11558) made their first contribution in [#&#8203;30952](https://github.com/BerriAI/litellm/pull/30952)
- [@&#8203;anxkhn](https://github.com/anxkhn) made their first contribution in [#&#8203;32813](https://github.com/BerriAI/litellm/pull/32813)
- [@&#8203;lostmartian](https://github.com/lostmartian) made their first contribution in [#&#8203;36660](https://github.com/BerriAI/litellm/pull/36660)
- [@&#8203;FahimaGold](https://github.com/FahimaGold) made their first contribution in [#&#8203;36800](https://github.com/BerriAI/litellm/pull/36800)
- [@&#8203;Louis-Vauterin](https://github.com/Louis-Vauterin) made their first contribution in [#&#8203;36382](https://github.com/BerriAI/litellm/pull/36382)
- [@&#8203;ilchemla](https://github.com/ilchemla) made their first contribution in [#&#8203;36347](https://github.com/BerriAI/litellm/pull/36347)
- [@&#8203;milesadkins](https://github.com/milesadkins) made their first contribution in [#&#8203;35969](https://github.com/BerriAI/litellm/pull/35969)
- [@&#8203;erensh27](https://github.com/erensh27) made their first contribution in [#&#8203;36965](https://github.com/BerriAI/litellm/pull/36965)
- [@&#8203;guptaishaan](https://github.com/guptaishaan) made their first contribution in [#&#8203;36907](https://github.com/BerriAI/litellm/pull/36907)
- [@&#8203;pokepoke81](https://github.com/pokepoke81) made their first contribution in [#&#8203;36943](https://github.com/BerriAI/litellm/pull/36943)
- [@&#8203;heathriel](https://github.com/heathriel) made their first contribution in [#&#8203;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 [@&#8203;kr0k](https://github.com/kr0k) in [#&#8203;33196](https://github.com/BerriAI/litellm/pull/33196)
- fix(batches): attribute Vertex passthrough batch cost to key/team/tags by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;34456](https://github.com/BerriAI/litellm/pull/34456)
- docs: rewrite the CLAUDE.md comment rule with explicit exceptions by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36301](https://github.com/BerriAI/litellm/pull/36301)
- fix(proxy): scope file list pagination cursors to the caller by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36093](https://github.com/BerriAI/litellm/pull/36093)
- fix(proxy): skip prisma-dependent hooks when no database is attached by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36273](https://github.com/BerriAI/litellm/pull/36273)
- fix(proxy): report has\_more false on caller-scoped file list pages by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36326](https://github.com/BerriAI/litellm/pull/36326)
- fix(proxy): restore management\_v1 query-param validation under fastapi>=0.140.7 by [@&#8203;HuanQian571](https://github.com/HuanQian571) in [#&#8203;35773](https://github.com/BerriAI/litellm/pull/35773)
- fix(proxy): stop /{provider}/v1/files from capturing /openai\_passthrough by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36092](https://github.com/BerriAI/litellm/pull/36092)
- chore(typing): remove 914 basedpyright Any errors across 16 hotspot files by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36386](https://github.com/BerriAI/litellm/pull/36386)
- fix(router): keep batch fallbacks inside the model group that owns the file by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36181](https://github.com/BerriAI/litellm/pull/36181)
- feat(ptu): configure provisioned-throughput flat cost on a model deployment by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;35341](https://github.com/BerriAI/litellm/pull/35341)
- docs: clarify the CLAUDE.md comment exceptions are any-of by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36421](https://github.com/BerriAI/litellm/pull/36421)
- docs: replace the Changes …
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