feat(guardrails): add Cisco AI Defense integration by munnr · Pull Request #28249 · BerriAI/litellm

munnr · 2026-05-19T11:49:31Z

Adds a built-in guardrail for Cisco AI Defense's Inspection API, following the standard partner-guardrail layout used by Pillar, PANW Prisma AIRS, Lasso, GraySwan, Hiddenlayer, etc. Auto-discovered via the existing guardrail_hooks loader.

Handler (litellm/proxy/guardrails/guardrail_hooks/cisco_ai_defense/):

Each guardrail instance targets exactly one inspection surface, selected via an inspection_type dropdown (chat | mcp). Chat traffic posts to /api/v1/inspect/chat; MCP traffic posts to /api/v1/inspect/mcp.
MCP request body is the top-level JSON-RPC envelope itself (no wrapper) so the on-wire contract matches a hand-rolled curl against /inspect/mcp.
MCP response inspection runs via async_post_mcp_tool_call_hook (the proxy's CustomLogger MCP hook); chat response inspection via async_post_call_success_hook with direction-aware metadata.
Redact action supported: when Cisco returns sanitized_text / sanitized_messages / sanitized_payload (or MCP params.arguments), the request/response is rewritten in place; falls through to on_flagged_action when no rewrite surface is available.
JSON-RPC error envelopes inside HTTP 200 are surfaced via the configured fallback_on_error policy (block -> 503, allow -> pass through).
Full StandardLoggingGuardrailInformation per scan (classifications, severity, rules, event_id, action, surface) and per-rule masked_entity_count for PII/PCI/PHI rules — flows into Datadog, Langfuse, OTEL and spend logs alongside the built-in litellm_guardrail_* Prometheus series.

Config schema (litellm/types/proxy/guardrails/guardrail_hooks/cisco_ai_defense.py):

Pydantic CiscoAIDefenseGuardrailConfigModel with optional_params for inspection_type, inspect_path, enabled_rules, integration_*, on_flagged_action, fallback_on_error (allow | block), and timeout. Cisco validates supported on_flagged_action values at runtime while preserving sibling guardrail optional params through LitellmParams. Surfaces through the Add Guardrail dashboard form.

LitellmParams MRO:

CiscoAIDefenseGuardrailConfigModel added BEFORE GraySwan so optional_params.inspection_type is retained. The Cisco optional params model allows extra sibling fields so existing GraySwan configs such as on_flagged_action: "passthrough" still validate and preserve their optional params

Tests (tests/test_litellm/proxy/guardrails/guardrail_hooks/ test_cisco_ai_defense.py):

120 unit tests covering: init / env-var resolution / event-hook validation per surface, chat request/response paths, MCP request + response (including the post_mcp_tool_call hook), redact action across chat messages / MCP arguments / sanitized_messages, JSON-RPC error envelopes with both fallback policies, StandardLoggingGuardrailInformation shape, and init_guardrails_v2 wiring for both surfaces.

UI:

Guardrail Garden card + logo lookup wired up; cisco.png shipped in ui/litellm-dashboard/public/assets/logos/ (dev) and the pre-built litellm/proxy/_experimental/out/assets/logos/ (proxy-served bundle).
Garden preset uses mode: "pre_call" — matches the convention used by every other partner card. Users adjust mode + inspection_type in the form for response/MCP scanning.

Relevant issues

Linear ticket

Pre-Submission checklist

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

I have Added testing in the tests/test_litellm/ directory, Adding at least 1 test is a hard requirement - see details
My PR passes all unit tests on make test-unit
My PR's scope is as isolated as possible, it only solves 1 specific problem
I have requested a Greptile review by commenting @greptileai and received a Confidence Score of at least 4/5 before requesting a maintainer review

Delays in PR merge?

If you're seeing a delay in your PR being merged, ping the LiteLLM Team on Slack (#pr-review).

CI (LiteLLM team)

CI status guideline:

50-55 passing tests: main is stable with minor issues.

45-49 passing tests: acceptable but needs attention

<= 40 passing tests: unstable; be careful with your merges and assess the risk.

Branch creation CI run
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Screenshots / Proof of Fix

Type

🆕 New Feature
🐛 Bug Fix
🧹 Refactoring
📖 Documentation
🚄 Infrastructure
✅ Test

Changes

codecov · 2026-05-19T11:53:06Z

Codecov Report

❌ Patch coverage is 80.46310% with 270 lines in your changes missing coverage. Please review.

Files with missing lines	Patch %	Lines
...ardrail_hooks/cisco_ai_defense/cisco_ai_defense.py	82.41%	176 Missing ⚠️
...ail_hooks/cisco_ai_defense/cisco_ai_defense_mcp.py	71.96%	90 Missing ⚠️
...rails/guardrail_hooks/cisco_ai_defense/__init__.py	87.50%	4 Missing ⚠️

📢 Thoughts on this report? Let us know!

greptile-apps · 2026-05-19T12:01:19Z

Greptile Summary

Adds a new Cisco AI Defense guardrail integration following the standard partner-guardrail layout (alongside Pillar, PANW Prisma AIRS, GraySwan, etc.). The implementation covers both chat and MCP inspection surfaces, redaction, streaming, standardized observability logging, and a Guardrail Garden UI card.

Core handler (cisco_ai_defense/): each instance scans exactly one surface (chat or mcp) via its Cisco Inspection API endpoint, supports block/monitor/redact verdicts, and integrates with the existing StandardLoggingGuardrailInformation pipeline.
Config + MRO: CiscoAIDefenseGuardrailConfigModel is inserted first in LitellmParams; on_flagged_action is typed Optional[str] (not a Literal) so existing GraySwan \"passthrough\" configs remain valid; extra=\"allow\" on the optional-params model preserves sibling guardrail fields.
Tests: 120 unit tests in the correct mock-only folder with no real network calls; all previously flagged issues (Pydantic rule normalisation, MCP redact-falls-to-block, Responses API output redaction, instructions-only redact path, wrong logging event type) are resolved in the current HEAD.

Confidence Score: 5/5

New additive guardrail integration with no changes to existing guardrail paths; safe to merge.

All seven issues raised in previous review threads have been addressed in the current HEAD: Pydantic rule normalisation via model_dump, MCP response redaction via _coerce_to_content_list, Responses API output redaction via the output attribute path, instructions-only redact path via not sanitized_messages, correct observability event types for response-side scans, mode-aware MCP response scanning, and in-place content replacement for MCP blocks. No new blocking issues were found across the 2800-line implementation, the 120-test suite (all mocked), and the UI additions.

No files require special attention.

Important Files Changed

Filename	Overview
litellm/proxy/guardrails/guardrail_hooks/cisco_ai_defense/cisco_ai_defense.py	Core guardrail implementation: chat request/response inspection, redaction, streaming, and standardized logging. All previously flagged issues (normalize_rule Pydantic handling, Responses API output redaction, instructions-only redact path) are resolved.
litellm/proxy/guardrails/guardrail_hooks/cisco_ai_defense/cisco_ai_defense_mcp.py	MCP-specific hooks and redaction helpers. Introduces _coerce_to_content_list which correctly handles list-typed response_obj, fixing the prior MCP redact-falls-to-block path. MCP response blocking now replaces content in-place rather than propagating an HTTPException through the dispatcher.
litellm/proxy/guardrails/guardrail_hooks/cisco_ai_defense/init.py	Guardrail initializer wiring. _get_optional_value correctly resolves Cisco optional_params while avoiding GraySwan/sibling default leakage via model_fields_set guard.
litellm/types/guardrails.py	Adds CISCO_AI_DEFENSE to SupportedGuardrailIntegrations and places CiscoAIDefenseGuardrailConfigModel first in LitellmParams MRO. The on_flagged_action field uses Optional[str] (not Literal) so existing GraySwan passthrough configs remain valid.
litellm/types/proxy/guardrails/guardrail_hooks/cisco_ai_defense.py	Pydantic config model with optional_params using extra=allow so sibling guardrail fields are preserved through the shared MRO. Rule names constrained by Literal type; on_flagged_action is Optional[str] for backward compatibility.
tests/test_litellm/proxy/guardrails/guardrail_hooks/test_cisco_ai_defense.py	120 unit tests using unittest.mock / AsyncMock for all HTTP calls — no real network access. Covers chat/MCP request+response, redact paths, JSON-RPC error envelopes, streaming, and StandardLoggingGuardrailInformation shape.
ui/litellm-dashboard/src/components/guardrails/guardrail_garden_data.ts	Adds Cisco AI Defense card to the partner guardrail garden with providerKey CiscoAiDefense, consistent with the dynamic provider key derivation logic.
ui/litellm-dashboard/src/components/guardrails/guardrail_garden_configs.ts	Adds cisco_ai_defense Garden preset with mode pre_call, matching the convention used by every other partner card.
ui/litellm-dashboard/src/components/guardrails/guardrail_info_helpers.tsx	Adds Cisco AI Defense to the static guardrailLogoMap, completing the logo lookup path alongside the dynamic provider registration.

_{Reviews (11): Last reviewed commit: "chore: format Cisco guardrail files for ..." | Re-trigger Greptile}

veria-ai · 2026-05-19T12:08:03Z

PR overview

All previously flagged issues have been addressed. No open security concerns remain on this pull request.

Security review

No open security issues remain on this pull request.

Fixed/addressed: 18 · PR risk: 0/10

oss-pr-review-agent-shin · 2026-05-19T12:10:14Z

🤖 litellm-agent: This PR is currently BLOCKED from merge.

Score: 2/5 ❌

Why blocked:

1 PR-related CI failure (Greptile gate: score 3/5 below required 4/5 — request a Greptile review (@greptileai) and resolve its comments before maintainer review.) (pr_related_failures, -2 pts)
Greptile 3/5 (greptile_low, -1 pts)

Details: Score docked for: 1 PR-related CI failure (Greptile gate: score 3/5 below required 4/5 — request a Greptile review (@greptileai) and resolve its comments before maintainer review.); Greptile 3/5.

Fix the issues above and push an update — the bot will re-review automatically.

Note: This bot is still in beta and might not always work as expected. Please share any feedback via Slack.

CLAassistant · 2026-05-19T12:20:13Z

All committers have signed the CLA.

munnr · 2026-05-20T07:05:23Z

@greptileai please re-review on the current HEAD (84270a5bdc).

The 3/5 confidence score from the initial scan reflected P1/P2 findings that are now fixed across the following commits, each with regression tests verified to fail on pre-fix code:

117c588256 — MCP block silently swallowed, response scan ignored mode, wrong event_type for output direction
5b75135b71 — Chat guardrail bypass via spoofed MCP shape (Veria High)
03b3761cc5 — Streaming output bypass (Veria High)
a13228b970 — Redact-list shape, Responses API input bypass, tool-call output bypass (Greptile P1 + 2× Veria High)
84270a5bdc — _normalize_rule ValueError on Pydantic CiscoAIDefenseRule (Greptile P1)

All 84 tests in the Cisco suite pass. Ready for maintainer review once Greptile re-scores.

oss-pr-review-agent-shin · 2026-05-20T07:09:55Z

🤖 litellm-agent: This PR is currently BLOCKED from merge.

Score: 3/5 ❌

Why blocked:

1 PR-related CI failure (Size gate: 2 file(s) over 500 added LOC — split first (litellm/proxy/guardrails/guardrail_hooks/cisco_ai_defense/cisco_ai_defense.py (+2531), tests/test_litellm/proxy/guardrails/guardrail_hooks/test_cisco_ai_defense.py (+3034)). Add the oversized-ok label or a Big-PR-Approved: <handle> trailer if a maintainer has signed off.) (pr_related_failures, -2 pts)

Details: Score docked for: 1 PR-related CI failure (Size gate: 2 file(s) over 500 added LOC — split first (litellm/proxy/guardrails/guardrail_hooks/cisco_ai_defense/cisco_ai_defense.py (+2531), tests/test_litellm/proxy/guardrails/guardrail_hooks/test_cisco_ai_defense.py (+3034)). Add the oversized-ok label or a Big-PR-Approved: <handle> trailer if a maintainer has signed off.).

Fix the issues above and push an update — the bot will re-review automatically.

Note: This bot is still in beta and might not always work as expected. Please share any feedback via Slack.

munnr · 2026-05-20T16:27:10Z

Status update on 91c1dec2c4:

All review findings addressed (Codex P1×2 / P2 / P3 + UX decision, plus follow-up P1×2 / P2 / P3 on tool-call redact and log sanitization).
101 / 101 unit tests pass. Ruff + mypy clean.
The 3 still-open review threads on the UI are all marked isOutdated — code has moved past those lines. I'll resolve them now.
@greptileai please re-review on 91c1dec2c4. The one open finding from your 4/5 verdict (_apply_redaction chat-output not handling ResponsesAPIResponse) was closed in eaad5fa3cd.

munnr · 2026-06-05T05:14:28Z

Thanks, @yassin-berriai. As suggested, I have rebased the branch with litellm_internal_staging and added screenshots showing the guardrail in the Admin UI before, during, and after setup, as well as screenshots demonstrating both allowed and denied requests.

yassin-berriai · 2026-06-13T01:36:52Z

LGTM

…erriAI#30338)

This PR contains the following updates: | Package | Type | Update | Change | |---|---|---|---| | [ghcr.io/berriai/litellm](https://images.chainguard.dev/directory/image/wolfi-base/overview) ([source](https://github.com/BerriAI/litellm)) | final | minor | `v1.85.1` → `v1.90.0` | --- ### Release Notes <details> <summary>BerriAI/litellm (ghcr.io/berriai/litellm)</summary> ### [`v1.90.0`](https://github.com/BerriAI/litellm/releases/tag/v1.90.0) [Compare Source](https://github.com/BerriAI/litellm/compare/v1.90.0...v1.90.0) ##### 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:v1.90.0 ``` **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/v1.90.0/cosign.pub \ ghcr.io/berriai/litellm:v1.90.0 ``` 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(responses-bridge): map system-only chat request to system input item by [@milan-berri](https://github.com/milan-berri) in [#29817](https://github.com/BerriAI/litellm/pull/29817) - feat(bedrock): forward strict and additionalProperties to Converse toolSpec by [@mateo-berri](https://github.com/mateo-berri) in [#29814](https://github.com/BerriAI/litellm/pull/29814) - fix(mcp): highlight MCP cards red when the logged-in user is missing per-user env vars by [@mateo-berri](https://github.com/mateo-berri) in [#29856](https://github.com/BerriAI/litellm/pull/29856) - feat(ui): add budget duration to edit team member form by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29717](https://github.com/BerriAI/litellm/pull/29717) - fix(ui): make workflow runs page fill full width by [@yuneng-berri](https://github.com/yuneng-berri) in [#29868](https://github.com/BerriAI/litellm/pull/29868) - feat: standardize rate limit errors with category, rate\_limit\_type, model, and llm\_provider fields by [@mateo-berri](https://github.com/mateo-berri) in [#27687](https://github.com/BerriAI/litellm/pull/27687) - fix(ui): default guardrails page to the Guardrails tab by [@yuneng-berri](https://github.com/yuneng-berri) in [#29872](https://github.com/BerriAI/litellm/pull/29872) - docs(readme): add Deploy on AWS/GCP Terraform section and fix deploy button rendering by [@mateo-berri](https://github.com/mateo-berri) in [#29879](https://github.com/BerriAI/litellm/pull/29879) - refactor(bedrock): build Converse toolSpec via a BedrockToolSpec dict subclass by [@mateo-berri](https://github.com/mateo-berri) in [#29869](https://github.com/BerriAI/litellm/pull/29869) - feat(litellm): add models and repository layers by [@yassin-berriai](https://github.com/yassin-berriai) in [#29686](https://github.com/BerriAI/litellm/pull/29686) - feat(ui): include internal routes in the dashboard's generated OpenAPI types by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29885](https://github.com/BerriAI/litellm/pull/29885) - feat(proxy): publish /v2/model/info in Swagger OpenAPI spec by [@Sameerlite](https://github.com/Sameerlite) in [#29900](https://github.com/BerriAI/litellm/pull/29900) - refactor(ui): single source of truth for migrated-page routing by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29949](https://github.com/BerriAI/litellm/pull/29949) - fix(ui/model-hub): render provider icons on the public model hub by [@yuneng-berri](https://github.com/yuneng-berri) in [#29958](https://github.com/BerriAI/litellm/pull/29958) - fix(ui): keep create guardrail modal open on outside click by [@yuneng-berri](https://github.com/yuneng-berri) in [#29871](https://github.com/BerriAI/litellm/pull/29871) - fix(ui): label default key type as "Full Access" on key edit page by [@yuneng-berri](https://github.com/yuneng-berri) in [#29870](https://github.com/BerriAI/litellm/pull/29870) - fix(ui): unify migrated-route URLs and migrate the API Reference page by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29953](https://github.com/BerriAI/litellm/pull/29953) - fix(mcp): let non-creator users OAuth into OBO-mode MCP servers from the Tools page by [@tin-berri](https://github.com/tin-berri) in [#29867](https://github.com/BerriAI/litellm/pull/29867) - Litellm oss staging 080626 by [@Sameerlite](https://github.com/Sameerlite) in [#29932](https://github.com/BerriAI/litellm/pull/29932) - feat(galileo): add health check support for UI callback test by [@Sameerlite](https://github.com/Sameerlite) in [#29908](https://github.com/BerriAI/litellm/pull/29908) - fix(model-management): allow deleting a BYOK model after its team is deleted by [@yuneng-berri](https://github.com/yuneng-berri) in [#29875](https://github.com/BerriAI/litellm/pull/29875) - feat(jwt-auth): opt-in fallback to DB team on unresolved JWT claim by [@milan-berri](https://github.com/milan-berri) in [#28913](https://github.com/BerriAI/litellm/pull/28913) - fix(team\_endpoints): don't block /team/update on unchanged team budget by [@milan-berri](https://github.com/milan-berri) in [#29525](https://github.com/BerriAI/litellm/pull/29525) - fix(fireworks): enable tool calling for glm-5p1 in model cost map by [@milan-berri](https://github.com/milan-berri) in [#29697](https://github.com/BerriAI/litellm/pull/29697) - fix(vertex): propagate Vertex AI metadata in streaming success callbacks by [@Sameerlite](https://github.com/Sameerlite) in [#29899](https://github.com/BerriAI/litellm/pull/29899) - fix(ui): show team projects to internal users on key creation by [@milan-berri](https://github.com/milan-berri) in [#28855](https://github.com/BerriAI/litellm/pull/28855) - build(deps): bump pyjwt to 2.13.0 and ws override to 8.20.1 by [@yuneng-berri](https://github.com/yuneng-berri) in [#29982](https://github.com/BerriAI/litellm/pull/29982) - fix(team-management): delete a team's BYOK models when the team is deleted by [@yuneng-berri](https://github.com/yuneng-berri) in [#29977](https://github.com/BerriAI/litellm/pull/29977) - feat(vantage): include organization metadata in FOCUS Tags export by [@milan-berri](https://github.com/milan-berri) in [#28184](https://github.com/BerriAI/litellm/pull/28184) - fix(guardrails): read CrowdStrike AIDR identity from both metadata bags by [@yuneng-berri](https://github.com/yuneng-berri) in [#29991](https://github.com/BerriAI/litellm/pull/29991) - fix(mcp): mirror upstream token lifetime instead of forcing a 1h OBO expiry by [@tin-berri](https://github.com/tin-berri) in [#29951](https://github.com/BerriAI/litellm/pull/29951) - feat(azure\_ai): add MAI-Image-2.5 image generation support by [@Sameerlite](https://github.com/Sameerlite) in [#29688](https://github.com/BerriAI/litellm/pull/29688) - fix(mcp): load MCP tool configuration tools via the OBO/passthrough-aware GET path by [@tin-berri](https://github.com/tin-berri) in [#29960](https://github.com/BerriAI/litellm/pull/29960) - fix(team): reserve team budget raises for proxy admins on /team/update by [@milan-berri](https://github.com/milan-berri) in [#30030](https://github.com/BerriAI/litellm/pull/30030) - test(ui): data-driven App Router migration E2E smoke (default + server-root-path) by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29974](https://github.com/BerriAI/litellm/pull/29974) - fix(proxy): extend response headers hook to streaming, TTS, image gen, and pass-through by [@michelligabriele](https://github.com/michelligabriele) in [#24232](https://github.com/BerriAI/litellm/pull/24232) - chore(ui): remove dead App Router route stubs under (dashboard) by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30045](https://github.com/BerriAI/litellm/pull/30045) - fix(ui/mcp): reset OAuth state on create-server modal close so a prior server's token no longer leaks into the next add-server session by [@tin-berri](https://github.com/tin-berri) in [#30000](https://github.com/BerriAI/litellm/pull/30000) - fix(mcp): allow team access-group grants in OAuth authorize/token access check by [@tin-berri](https://github.com/tin-berri) in [#30041](https://github.com/BerriAI/litellm/pull/30041) - docs(security): require a reproduction video for vulnerability reports by [@yuneng-berri](https://github.com/yuneng-berri) in [#30063](https://github.com/BerriAI/litellm/pull/30063) - feat(ui): add admin flag to disable in-product UI nudges for everyone by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29796](https://github.com/BerriAI/litellm/pull/29796) - chore(ui): remove dead dashboard files and unused dependencies by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30047](https://github.com/BerriAI/litellm/pull/30047) - fix(proxy): authorize batch files using upload target\_model\_names (LIT-3593) by [@Sameerlite](https://github.com/Sameerlite) in [#30009](https://github.com/BerriAI/litellm/pull/30009) - Add Claude Fable 5 across Anthropic, Bedrock, Vertex AI, and Azure AI by [@mateo-berri](https://github.com/mateo-berri) in [#30064](https://github.com/BerriAI/litellm/pull/30064) - Add Claude Fable 5 cost map entries (data-only hotfix for the hosted map) by [@mateo-berri](https://github.com/mateo-berri) in [#30076](https://github.com/BerriAI/litellm/pull/30076) - fix(caching): restore stored prompt\_tokens on embedding cache hits instead of recomputing by [@michelligabriele](https://github.com/michelligabriele) in [#30046](https://github.com/BerriAI/litellm/pull/30046) - Litellm oss 090626 by [@Sameerlite](https://github.com/Sameerlite) in [#30021](https://github.com/BerriAI/litellm/pull/30021) - fix(proxy): self-heal startup/reload prisma reads on engine disconnect by [@michelligabriele](https://github.com/michelligabriele) in [#28803](https://github.com/BerriAI/litellm/pull/28803) - chore(ui): make knip recognize .mjs scripts and openapi-typescript by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30052](https://github.com/BerriAI/litellm/pull/30052) - fix(register\_model): preserve built-in cache pricing when registering custom overrides under unmapped keys by [@yassin-berriai](https://github.com/yassin-berriai) in [#30044](https://github.com/BerriAI/litellm/pull/30044) - \[internal copy of [#28007](https://github.com/BerriAI/litellm/issues/28007)] Fix/gcp model garden streaming by [@mateo-berri](https://github.com/mateo-berri) in [#28363](https://github.com/BerriAI/litellm/pull/28363) - feat(cli): per-agent `lite claude` / `codex` / `opencode` commands that wrap coding agents through the proxy by [@mateo-berri](https://github.com/mateo-berri) in [#29850](https://github.com/BerriAI/litellm/pull/29850) - fix(callbacks): forward callback\_settings to callback initializers and guard consumers against non-dict values by [@yuneng-berri](https://github.com/yuneng-berri) in [#30161](https://github.com/BerriAI/litellm/pull/30161) - fix(mcp): drop orphaned per-user credential rows when an MCP server is deleted by [@tin-berri](https://github.com/tin-berri) in [#30141](https://github.com/BerriAI/litellm/pull/30141) - fix(proxy): recover from cached-plan errors by reconnecting the Prisma client by [@yassin-berriai](https://github.com/yassin-berriai) in [#29983](https://github.com/BerriAI/litellm/pull/29983) - feat(proxy): add option to disable server-side prepared statements for DB lookups by [@yassin-berriai](https://github.com/yassin-berriai) in [#29984](https://github.com/BerriAI/litellm/pull/29984) - fix(release): stop backport releases from overwriting the latest badge by [@yuneng-berri](https://github.com/yuneng-berri) in [#30005](https://github.com/BerriAI/litellm/pull/30005) - feat: add conventional commits and coding guidelines by [@mateo-berri](https://github.com/mateo-berri) in [#30159](https://github.com/BerriAI/litellm/pull/30159) - fix(proxy): return 5xx on DB infra errors during auth; reserve 401 for genuine auth failures by [@yassin-berriai](https://github.com/yassin-berriai) in [#29986](https://github.com/BerriAI/litellm/pull/29986) - fix(ui): dev server 404s on migrated-page links because uiBase hardcodes /ui by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30169](https://github.com/BerriAI/litellm/pull/30169) - refactor(ui): consolidate dashboard to one shell in the (dashboard) layout by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30166](https://github.com/BerriAI/litellm/pull/30166) - fix(proxy): align /v1/model/info with router deployments by [@Sameerlite](https://github.com/Sameerlite) in [#30025](https://github.com/BerriAI/litellm/pull/30025) - fix: completion\_cost AttributeError on streaming Anthropic web\_search responses ([#26153](https://github.com/BerriAI/litellm/issues/26153)) by [@ishaan-berri](https://github.com/ishaan-berri) in [#27346](https://github.com/BerriAI/litellm/pull/27346) - \[internal copy of [#30137](https://github.com/BerriAI/litellm/issues/30137)] perf(realtime): eliminate redundant per-frame JSON work on OpenAI realtime relay by [@mateo-berri](https://github.com/mateo-berri) in [#30142](https://github.com/BerriAI/litellm/pull/30142) - feat(bedrock): aws\_bedrock\_project\_id for bedrock-mantle project / workspace association by [@mateo-berri](https://github.com/mateo-berri) in [#30163](https://github.com/BerriAI/litellm/pull/30163) - chore(hooks): enforce Conventional Commits and Conventional Branches by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30174](https://github.com/BerriAI/litellm/pull/30174) - feat(rate-limiter): allow opting out of v3 TPM reservation and Redis circuit breaker by [@yassin-berriai](https://github.com/yassin-berriai) in [#30211](https://github.com/BerriAI/litellm/pull/30211) - feat(spend\_logs): opt-in native Postgres partitioning for SpendLogs retention by [@yassin-berriai](https://github.com/yassin-berriai) in [#29466](https://github.com/BerriAI/litellm/pull/29466) - feat(ui): migrate playground to path routing and colocate its files by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30185](https://github.com/BerriAI/litellm/pull/30185) - feat(ui): migrate projects and access-groups to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30226](https://github.com/BerriAI/litellm/pull/30226) - fix(proxy): coalesce NULL rollup metrics in aggregated daily-activity by [@michelligabriele](https://github.com/michelligabriele) in [#30151](https://github.com/BerriAI/litellm/pull/30151) - fix(anthropic\_passthrough): resolve costing model from message\_start chunk, litellm\_params and model\_group instead of 'unknown' by [@yassin-berriai](https://github.com/yassin-berriai) in [#30160](https://github.com/BerriAI/litellm/pull/30160) - feat(ui): migrate budgets, workflows, and guardrails-monitor to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30236](https://github.com/BerriAI/litellm/pull/30236) - feat(ui): migrate mcp-servers, search-tools, tag-management, vector-stores, and memory to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30261](https://github.com/BerriAI/litellm/pull/30261) - fix(a2a): forward agent\_extra\_headers through completion bridge by [@mateo-berri](https://github.com/mateo-berri) in [#28277](https://github.com/BerriAI/litellm/pull/28277) - fix(gemini-live): forward audio buffer commit and correct Vertex PCM rate by [@Sameerlite](https://github.com/Sameerlite) in [#29946](https://github.com/BerriAI/litellm/pull/29946) - fix(proxy): skip double-wrapping unified batch output file ids on retrieve by [@Sameerlite](https://github.com/Sameerlite) in [#30011](https://github.com/BerriAI/litellm/pull/30011) - feat: litellm oss 110626 by [@Sameerlite](https://github.com/Sameerlite) in [#30202](https://github.com/BerriAI/litellm/pull/30202) - fix(docker): copy only runtime artifacts into the final image by [@yuneng-berri](https://github.com/yuneng-berri) in [#30243](https://github.com/BerriAI/litellm/pull/30243) - feat(proxy): enforce key/team guardrails on bedrock passthrough routes by [@Sameerlite](https://github.com/Sameerlite) in [#30194](https://github.com/BerriAI/litellm/pull/30194) - feat(gemini): forward web search tools in image generation by [@Sameerlite](https://github.com/Sameerlite) in [#30119](https://github.com/BerriAI/litellm/pull/30119) - fix: bedrock mantle fixes by [@Sameerlite](https://github.com/Sameerlite) in [#30083](https://github.com/BerriAI/litellm/pull/30083) - feat(proxy): add require\_managed\_files setting for file uploads by [@Sameerlite](https://github.com/Sameerlite) in [#30186](https://github.com/BerriAI/litellm/pull/30186) - fix(mcp): honor server\_id for REST tool calls with shared upstream URLs by [@Sameerlite](https://github.com/Sameerlite) in [#30184](https://github.com/BerriAI/litellm/pull/30184) - fix(responses): presidio PII masking for Azure WebSocket and streaming by [@Sameerlite](https://github.com/Sameerlite) in [#30003](https://github.com/BerriAI/litellm/pull/30003) - feat(passthrough): add configurable pass-through request timeouts by [@Sameerlite](https://github.com/Sameerlite) in [#30266](https://github.com/BerriAI/litellm/pull/30266) - fix(google\_genai): preserve complete SSE events in Vertex/Gemini image streaming by [@Sameerlite](https://github.com/Sameerlite) in [#30270](https://github.com/BerriAI/litellm/pull/30270) - fix(proxy): populate access\_via\_team\_ids on /v1/model/info by [@Sameerlite](https://github.com/Sameerlite) in [#30274](https://github.com/BerriAI/litellm/pull/30274) - chore(oss): litellm oss staging 120626 by [@Sameerlite](https://github.com/Sameerlite) in [#30292](https://github.com/BerriAI/litellm/pull/30292) - feat(ui): migrate policies, guardrails, prompts, tool-policies, and skills to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30263](https://github.com/BerriAI/litellm/pull/30263) - feat(ui): migrate caching, cost-tracking, transform-request, ui-theme, and logs to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30267](https://github.com/BerriAI/litellm/pull/30267) - fix(ui): gate dashboard layout on ui config load so deep links work under SERVER\_ROOT\_PATH by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30312](https://github.com/BerriAI/litellm/pull/30312) - feat(ui): migrate admin-panel, logging-and-alerts, model-hub-table, and usage to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30268](https://github.com/BerriAI/litellm/pull/30268) - fix(otel): cap metric attribute cardinality with include/exclude lists by [@yassin-berriai](https://github.com/yassin-berriai) in [#30257](https://github.com/BerriAI/litellm/pull/30257) - fix(proxy): grace-period key rotation 401s; return deprecated-key lookup result directly by [@yuneng-berri](https://github.com/yuneng-berri) in [#30327](https://github.com/BerriAI/litellm/pull/30327) - chore(deps): bump vitest, brace-expansion, pypdf and tornado by [@yuneng-berri](https://github.com/yuneng-berri) in [#30220](https://github.com/BerriAI/litellm/pull/30220) - refactor(ui): remove unreachable /chat page by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30178](https://github.com/BerriAI/litellm/pull/30178) - feat(ui): migrate agents and router-settings to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30323](https://github.com/BerriAI/litellm/pull/30323) - feat: strengthen coding conventions in CLAUDE.md by [@mateo-berri](https://github.com/mateo-berri) in [#30333](https://github.com/BerriAI/litellm/pull/30333) - feat(ui): cut the users page over to the /ui/users path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30334](https://github.com/BerriAI/litellm/pull/30334) - feat: ruff strict-rule suppressions baseline gate by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30303](https://github.com/BerriAI/litellm/pull/30303) - feat(guardrails): add Cisco AI Defense integration ([#28249](https://github.com/BerriAI/litellm/issues/28249)) by [@yassin-berriai](https://github.com/yassin-berriai) in [#30338](https://github.com/BerriAI/litellm/pull/30338) - chore(ui): remove dead UI components unreferenced by any page by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30340](https://github.com/BerriAI/litellm/pull/30340) - ci: add osv-scanner lockfile scan workflow by [@yuneng-berri](https://github.com/yuneng-berri) in [#30222](https://github.com/BerriAI/litellm/pull/30222) - fix(otel): record full error message on standard exception event in otel v2 by [@yassin-berriai](https://github.com/yassin-berriai) in [#30380](https://github.com/BerriAI/litellm/pull/30380) - test(fireworks): mock whisper transcription tests instead of live calls by [@yuneng-berri](https://github.com/yuneng-berri) in [#30391](https://github.com/BerriAI/litellm/pull/30391) - build(ui): pin esbuild to 0.28.1 via overrides by [@yuneng-berri](https://github.com/yuneng-berri) in [#30390](https://github.com/BerriAI/litellm/pull/30390) - feat(ui): cut the organizations page over to the /ui/organizations path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30336](https://github.com/BerriAI/litellm/pull/30336) - fix(proxy): support SMTP implicit SSL (port 465) by [@yuneng-berri](https://github.com/yuneng-berri) in [#30395](https://github.com/BerriAI/litellm/pull/30395) - fix(mcp): default Linear MCP registry entry to streamable HTTP by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30396](https://github.com/BerriAI/litellm/pull/30396) - fix(ui): stop Virtual Keys page from infinite render loop by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30397](https://github.com/BerriAI/litellm/pull/30397) - fix(streaming): guard raise\_on\_model\_repetition against empty choices by [@shivamrawat1](https://github.com/shivamrawat1) in [#30485](https://github.com/BerriAI/litellm/pull/30485) - feat(otel-v2): emit the 6 gen\_ai.client.\* metrics at parity with v1 by [@yassin-berriai](https://github.com/yassin-berriai) in [#30326](https://github.com/BerriAI/litellm/pull/30326) - fix(mcp): drop phantom 401 span on delegated OAuth2 tool calls by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30494](https://github.com/BerriAI/litellm/pull/30494) - feat(ui): cut the teams page over to the /ui/teams path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30343](https://github.com/BerriAI/litellm/pull/30343) - fix(integrations): cap Anthropic cache\_control injection at 4 blocks by [@shivamrawat1](https://github.com/shivamrawat1) in [#30480](https://github.com/BerriAI/litellm/pull/30480) - chore(codecov): add Batches, Videos, and Realtime components by [@Sameerlite](https://github.com/Sameerlite) in [#30517](https://github.com/BerriAI/litellm/pull/30517) - test(batches): move orphan tests into tests/test\_litellm for CI coverage by [@Sameerlite](https://github.com/Sameerlite) in [#30510](https://github.com/BerriAI/litellm/pull/30510) - fix(guardrails): run pre\_call hook once for model-level guardrails by [@yassin-berriai](https://github.com/yassin-berriai) in [#30543](https://github.com/BerriAI/litellm/pull/30543) - fix(guardrails): stop re-initializing DB guardrails on every poll by [@yassin-berriai](https://github.com/yassin-berriai) in [#30542](https://github.com/BerriAI/litellm/pull/30542) - chore(oss): litellm oss staging 150626 by [@Sameerlite](https://github.com/Sameerlite) in [#30463](https://github.com/BerriAI/litellm/pull/30463) - ci(lint): add blanket-noqa, dataclass-default, and unused-noqa Ruff rules by [@mateo-berri](https://github.com/mateo-berri) in [#30516](https://github.com/BerriAI/litellm/pull/30516) - ci: ratchet lint and type-check gates (ruff preview, ANN, mypy, basedpyright) by [@mateo-berri](https://github.com/mateo-berri) in [#30379](https://github.com/BerriAI/litellm/pull/30379) - fix(proxy): allow internal roles to access vector store CRUD routes by [@shivamrawat1](https://github.com/shivamrawat1) in [#30503](https://github.com/BerriAI/litellm/pull/30503) - fix(otel): stamp gen\_ai.input/output.messages on v2 spans by [@yassin-berriai](https://github.com/yassin-berriai) in [#30548](https://github.com/BerriAI/litellm/pull/30548) - fix(otel): export v2 gen\_ai client metrics to the configured meter provider by [@yassin-berriai](https://github.com/yassin-berriai) in [#30549](https://github.com/BerriAI/litellm/pull/30549) - fix(bedrock): preserve cache\_control for ARN models in /v1/messages adapter by [@mateo-berri](https://github.com/mateo-berri) in [#29823](https://github.com/BerriAI/litellm/pull/29823) - fix: greatly increase basedpyright slack by [@mateo-berri](https://github.com/mateo-berri) in [#30563](https://github.com/BerriAI/litellm/pull/30563) - fix(budget): recompute budget\_reset\_at when budget\_duration changes on /budget/update by [@yassin-berriai](https://github.com/yassin-berriai) in [#30555](https://github.com/BerriAI/litellm/pull/30555) - fix(otel): accept UPPER\_SNAKE\_CASE OTEL\_INSTRUMENTATION\_GENAI\_CAPTURE\_MESSAGE\_CONTENT in v2 by [@yassin-berriai](https://github.com/yassin-berriai) in [#30562](https://github.com/BerriAI/litellm/pull/30562) - chore(lint): remove PLR0915 too-many-statements ruff rule by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30574](https://github.com/BerriAI/litellm/pull/30574) - ci(lint): ratcheted type-discipline gate (mutable collections, casts, guards, kwargs, suppressions) by [@mateo-berri](https://github.com/mateo-berri) in [#30500](https://github.com/BerriAI/litellm/pull/30500) - feat(proxy): add verification\_uri\_complete to CLI SSO device flow by [@yassin-berriai](https://github.com/yassin-berriai) in [#30571](https://github.com/BerriAI/litellm/pull/30571) - chore: litellm oss staging160626 by [@Sameerlite](https://github.com/Sameerlite) in [#30527](https://github.com/BerriAI/litellm/pull/30527) - fix(guardrails): return 400 not 500 when AIM blocks a request by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30573](https://github.com/BerriAI/litellm/pull/30573) - ci(lint): grandfather any-discipline with a per-file ratchet budget (50% headroom) by [@mateo-berri](https://github.com/mateo-berri) in [#30582](https://github.com/BerriAI/litellm/pull/30582) - fix(audio): don't override explicit response\_format with verbose\_json by [@mateo-berri](https://github.com/mateo-berri) in [#30599](https://github.com/BerriAI/litellm/pull/30599) - fix(anthropic): price and surface response service\_tier in cost tracking by [@mateo-berri](https://github.com/mateo-berri) in [#30558](https://github.com/BerriAI/litellm/pull/30558) - feat: add dev and wildcard proxy configs for local testing by [@mateo-berri](https://github.com/mateo-berri) in [#30556](https://github.com/BerriAI/litellm/pull/30556) - fix(proxy): list public team model name in /v1/models by [@ishaan-berri](https://github.com/ishaan-berri) in [#30588](https://github.com/BerriAI/litellm/pull/30588) - ci: drop mypy entirely, standardize type checking on basedpyright by [@mateo-berri](https://github.com/mateo-berri) in [#30648](https://github.com/BerriAI/litellm/pull/30648) - feat(guardrails): surface OpenAI moderation violation\_categories on guardrail traces by [@yassin-berriai](https://github.com/yassin-berriai) in [#30659](https://github.com/BerriAI/litellm/pull/30659) - fix(proxy): resolve list files credentials from team BYOK deployments by [@shivamrawat1](https://github.com/shivamrawat1) in [#30495](https://github.com/BerriAI/litellm/pull/30495) - feat(proxy): add --max\_requests\_before\_restart\_jitter to stagger worker restarts by [@yassin-berriai](https://github.com/yassin-berriai) in [#30601](https://github.com/BerriAI/litellm/pull/30601) - fix(health): correct bedrock embedding health checks by [@mateo-berri](https://github.com/mateo-berri) in [#30583](https://github.com/BerriAI/litellm/pull/30583) - test: harden remaining pass-through CI flakes (image-gen spend poll, ruby assistants timeout) by [@mateo-berri](https://github.com/mateo-berri) in [#30685](https://github.com/BerriAI/litellm/pull/30685) - test(pass\_through): harden vertex spendlog poll against transient empty reads by [@mateo-berri](https://github.com/mateo-berri) in [#30683](https://github.com/BerriAI/litellm/pull/30683) - fix(cost): stop non-string service\_tier from silently dropping cost tracking by [@mateo-berri](https://github.com/mateo-berri) in [#30690](https://github.com/BerriAI/litellm/pull/30690) - feat(proxy): warn at startup when custom\_auth skips common\_checks enforcement by [@tin-berri](https://github.com/tin-berri) in [#30665](https://github.com/BerriAI/litellm/pull/30665) - fix(pod\_lock): release cron lock by matching async\_set\_cache JSON encoding by [@yassin-berriai](https://github.com/yassin-berriai) in [#30600](https://github.com/BerriAI/litellm/pull/30600) - ci: run a local fake OpenAI endpoint instead of the shared Railway mock by [@mateo-berri](https://github.com/mateo-berri) in [#30695](https://github.com/BerriAI/litellm/pull/30695) - ci(windows): pin uv to Python 3.11 so it ignores the preinstalled 3.14 by [@mateo-berri](https://github.com/mateo-berri) in [#30704](https://github.com/BerriAI/litellm/pull/30704) - feat(ui): migrate models page to App Router path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30677](https://github.com/BerriAI/litellm/pull/30677) - refactor(ui): remove orphaned pass-through-settings route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30692](https://github.com/BerriAI/litellm/pull/30692) - fix(cost): stop non-string response service\_tier from dropping cost tracking by [@yuneng-berri](https://github.com/yuneng-berri) in [#30706](https://github.com/BerriAI/litellm/pull/30706) - feat(agent-shin): automated PR/issue triage, low-quality auto-close, and review-gate label lifecycle by [@mateo-berri](https://github.com/mateo-berri) in [#30433](https://github.com/BerriAI/litellm/pull/30433) - chore: litellm oss 170626 by [@Sameerlite](https://github.com/Sameerlite) in [#30637](https://github.com/BerriAI/litellm/pull/30637) - fix(bedrock\_mantle): add SigV4 fallback to chat completions auth by [@mateo-berri](https://github.com/mateo-berri) in [#30714](https://github.com/BerriAI/litellm/pull/30714) - feat(search): add TinyFish as search provider by [@simantak-dabhade](https://github.com/simantak-dabhade) in [#30634](https://github.com/BerriAI/litellm/pull/30634) - feat(ui): migrate old usage report to App Router path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30694](https://github.com/BerriAI/litellm/pull/30694) - fix(proxy): enforce budgets against authoritative DB spend when the cross-pod counter is stale by [@yassin-berriai](https://github.com/yassin-berriai) in [#30684](https://github.com/BerriAI/litellm/pull/30684) - chore(ci): remove Agent Shin pull\_request\_target workflows by [@yuneng-berri](https://github.com/yuneng-berri) in [#30784](https://github.com/BerriAI/litellm/pull/30784) - chore: litellm oss staging by [@Sameerlite](https://github.com/Sameerlite) in [#30745](https://github.com/BerriAI/litellm/pull/30745) - ci(zizmor): also run on litellm\_internal\_staging by [@yuneng-berri](https://github.com/yuneng-berri) in [#30789](https://github.com/BerriAI/litellm/pull/30789) - fix(test): drop references to removed Agent Shin workflows by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30791](https://github.com/BerriAI/litellm/pull/30791) - chore: remove in-product survey and Claude Code feedback nudges by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30773](https://github.com/BerriAI/litellm/pull/30773) - feat(ui): migrate api-keys landing to App Router path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30699](https://github.com/BerriAI/litellm/pull/30699) - feat(proxy): configurable response headers and login-page hint by [@yucheng-berri](https://github.com/yucheng-berri) in [#30792](https://github.com/BerriAI/litellm/pull/30792) - ci(zizmor): gate PRs on medium+ findings and clear existing ones by [@yuneng-berri](https://github.com/yuneng-berri) in [#30797](https://github.com/BerriAI/litellm/pull/30797) - fix(proxy): use e.request\_data for logging\_obj in ModifyResponseException streaming passthrough by [@mateo-berri](https://github.com/mateo-berri) in [#30800](https://github.com/BerriAI/litellm/pull/30800) - chore: make pr template linear portion clearer by [@mateo-berri](https://github.com/mateo-berri) in [#30766](https://github.com/BerriAI/litellm/pull/30766) - chore(typing): add boto3/botocore stubs so basedpyright resolves the AWS SDK by [@mateo-berri](https://github.com/mateo-berri) in [#30815](https://github.com/BerriAI/litellm/pull/30815) - fix(otel): one v2 logger owns the global provider; scope tenant OTLP creds per exporter by [@yucheng-berri](https://github.com/yucheng-berri) in [#30590](https://github.com/BerriAI/litellm/pull/30590) - fix(passthrough): recover output tokens for interrupted anthropic streams by [@yassin-berriai](https://github.com/yassin-berriai) in [#30787](https://github.com/BerriAI/litellm/pull/30787) - fix(proxy): record partial spend on the failure row for interrupted streams by [@yassin-berriai](https://github.com/yassin-berriai) in [#30788](https://github.com/BerriAI/litellm/pull/30788) - fix(ui): repoint dead usage guide link to cost tracking docs by [@yuneng-berri](https://github.com/yuneng-berri) in [#30859](https://github.com/BerriAI/litellm/pull/30859) - fix(ui): warn that team models are deleted in the delete-team modal by [@yuneng-berri](https://github.com/yuneng-berri) in [#29990](https://github.com/BerriAI/litellm/pull/29990) - feat(caching): add valkey-semantic cache backend and fix semantic cache scope keys by [@yassin-berriai](https://github.com/yassin-berriai) in [#30675](https://github.com/BerriAI/litellm/pull/30675) - test(ui): isolate OldTeams delete-warning tests from leaked mock by [@mateo-berri](https://github.com/mateo-berri) in [#30871](https://github.com/BerriAI/litellm/pull/30871) - feat: add lint-gate target and truncation-proof summary to the strict ruff gate by [@mateo-berri](https://github.com/mateo-berri) in [#30877](https://github.com/BerriAI/litellm/pull/30877) - chore(ui): rebuild ui for release by [@yuneng-berri](https://github.com/yuneng-berri) in [#30894](https://github.com/BerriAI/litellm/pull/30894) - chore(ci): bump deps by [@yuneng-berri](https://github.com/yuneng-berri) in [#30899](https://github.com/BerriAI/litellm/pull/30899) - fix(watsonx): wrap string embedding input in array for WatsonX API by [@shivamrawat1](https://github.com/shivamrawat1) in [#30897](https://github.com/BerriAI/litellm/pull/30897) - test: point router/completion/triton tests at the local fake OpenAI endpoint by [@mateo-berri](https://github.com/mateo-berri) in [#30900](https://github.com/BerriAI/litellm/pull/30900) - feat(sandbox): e2b code execution primitive by [@krrish-berri-2](https://github.com/krrish-berri-2) in [#30898](https://github.com/BerriAI/litellm/pull/30898) - fix(ui): source api-keys identity from useAuthorized to stop "User ID is not set" by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30903](https://github.com/BerriAI/litellm/pull/30903) - chore(ui): rebuild ui by [@yuneng-berri](https://github.com/yuneng-berri) in [#30906](https://github.com/BerriAI/litellm/pull/30906) - chore(ci): promote internal staging to main by [@yuneng-berri](https://github.com/yuneng-berri) in [#30907](https://github.com/BerriAI/litellm/pull/30907) - fix(redis): prevent forcing SSLConnection when ssl=False in connection pool by [@Jacopos311](https://github.com/Jacopos311) in [#30770](https://github.com/BerriAI/litellm/pull/30770) - fix(proxy): log UI setup failures instead of silently swallowing by [@sarvesh1327](https://github.com/sarvesh1327) in [#30819](https://github.com/BerriAI/litellm/pull/30819) ##### New Contributors - [@simantak-dabhade](https://github.com/simantak-dabhade) made their first contribution in [#30634](https://github.com/BerriAI/litellm/pull/30634) - [@Jacopos311](https://github.com/Jacopos311) made their first contribution in [#30770](https://github.com/BerriAI/litellm/pull/30770) - [@sarvesh1327](https://github.com/sarvesh1327) made their first contribution in [#30819](https://github.com/BerriAI/litellm/pull/30819) **Full Changelog**: <https://github.com/BerriAI/litellm/compare/v1.89.0...v1.90.0> ### [`v1.90.0`](https://github.com/BerriAI/litellm/releases/tag/v1.90.0) [Compare Source](https://github.com/BerriAI/litellm/compare/v1.89.4...v1.90.0) ##### 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:v1.90.0 ``` **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/v1.90.0/cosign.pub \ ghcr.io/berriai/litellm:v1.90.0 ``` 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(responses-bridge): map system-only chat request to system input item by [@milan-berri](https://github.com/milan-berri) in [#29817](https://github.com/BerriAI/litellm/pull/29817) - feat(bedrock): forward strict and additionalProperties to Converse toolSpec by [@mateo-berri](https://github.com/mateo-berri) in [#29814](https://github.com/BerriAI/litellm/pull/29814) - fix(mcp): highlight MCP cards red when the logged-in user is missing per-user env vars by [@mateo-berri](https://github.com/mateo-berri) in [#29856](https://github.com/BerriAI/litellm/pull/29856) - feat(ui): add budget duration to edit team member form by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29717](https://github.com/BerriAI/litellm/pull/29717) - fix(ui): make workflow runs page fill full width by [@yuneng-berri](https://github.com/yuneng-berri) in [#29868](https://github.com/BerriAI/litellm/pull/29868) - feat: standardize rate limit errors with category, rate\_limit\_type, model, and llm\_provider fields by [@mateo-berri](https://github.com/mateo-berri) in [#27687](https://github.com/BerriAI/litellm/pull/27687) - fix(ui): default guardrails page to the Guardrails tab by [@yuneng-berri](https://github.com/yuneng-berri) in [#29872](https://github.com/BerriAI/litellm/pull/29872) - docs(readme): add Deploy on AWS/GCP Terraform section and fix deploy button rendering by [@mateo-berri](https://github.com/mateo-berri) in [#29879](https://github.com/BerriAI/litellm/pull/29879) - refactor(bedrock): build Converse toolSpec via a BedrockToolSpec dict subclass by [@mateo-berri](https://github.com/mateo-berri) in [#29869](https://github.com/BerriAI/litellm/pull/29869) - feat(litellm): add models and repository layers by [@yassin-berriai](https://github.com/yassin-berriai) in [#29686](https://github.com/BerriAI/litellm/pull/29686) - feat(ui): include internal routes in the dashboard's generated OpenAPI types by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29885](https://github.com/BerriAI/litellm/pull/29885) - feat(proxy): publish /v2/model/info in Swagger OpenAPI spec by [@Sameerlite](https://github.com/Sameerlite) in [#29900](https://github.com/BerriAI/litellm/pull/29900) - refactor(ui): single source of truth for migrated-page routing by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29949](https://github.com/BerriAI/litellm/pull/29949) - fix(ui/model-hub): render provider icons on the public model hub by [@yuneng-berri](https://github.com/yuneng-berri) in [#29958](https://github.com/BerriAI/litellm/pull/29958) - fix(ui): keep create guardrail modal open on outside click by [@yuneng-berri](https://github.com/yuneng-berri) in [#29871](https://github.com/BerriAI/litellm/pull/29871) - fix(ui): label default key type as "Full Access" on key edit page by [@yuneng-berri](https://github.com/yuneng-berri) in [#29870](https://github.com/BerriAI/litellm/pull/29870) - fix(ui): unify migrated-route URLs and migrate the API Reference page by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29953](https://github.com/BerriAI/litellm/pull/29953) - fix(mcp): let non-creator users OAuth into OBO-mode MCP servers from the Tools page by [@tin-berri](https://github.com/tin-berri) in [#29867](https://github.com/BerriAI/litellm/pull/29867) - Litellm oss staging 080626 by [@Sameerlite](https://github.com/Sameerlite) in [#29932](https://github.com/BerriAI/litellm/pull/29932) - feat(galileo): add health check support for UI callback test by [@Sameerlite](https://github.com/Sameerlite) in [#29908](https://github.com/BerriAI/litellm/pull/29908) - fix(model-management): allow deleting a BYOK model after its team is deleted by [@yuneng-berri](https://github.com/yuneng-berri) in [#29875](https://github.com/BerriAI/litellm/pull/29875) - feat(jwt-auth): opt-in fallback to DB team on unresolved JWT claim by [@milan-berri](https://github.com/milan-berri) in [#28913](https://github.com/BerriAI/litellm/pull/28913) - fix(team\_endpoints): don't block /team/update on unchanged team budget by [@milan-berri](https://github.com/milan-berri) in [#29525](https://github.com/BerriAI/litellm/pull/29525) - fix(fireworks): enable tool calling for glm-5p1 in model cost map by [@milan-berri](https://github.com/milan-berri) in [#29697](https://github.com/BerriAI/litellm/pull/29697) - fix(vertex): propagate Vertex AI metadata in streaming success callbacks by [@Sameerlite](https://github.com/Sameerlite) in [#29899](https://github.com/BerriAI/litellm/pull/29899) - fix(ui): show team projects to internal users on key creation by [@milan-berri](https://github.com/milan-berri) in [#28855](https://github.com/BerriAI/litellm/pull/28855) - build(deps): bump pyjwt to 2.13.0 and ws override to 8.20.1 by [@yuneng-berri](https://github.com/yuneng-berri) in [#29982](https://github.com/BerriAI/litellm/pull/29982) - fix(team-management): delete a team's BYOK models when the team is deleted by [@yuneng-berri](https://github.com/yuneng-berri) in [#29977](https://github.com/BerriAI/litellm/pull/29977) - feat(vantage): include organization metadata in FOCUS Tags export by [@milan-berri](https://github.com/milan-berri) in [#28184](https://github.com/BerriAI/litellm/pull/28184) - fix(guardrails): read CrowdStrike AIDR identity from both metadata bags by [@yuneng-berri](https://github.com/yuneng-berri) in [#29991](https://github.com/BerriAI/litellm/pull/29991) - fix(mcp): mirror upstream token lifetime instead of forcing a 1h OBO expiry by [@tin-berri](https://github.com/tin-berri) in [#29951](https://github.com/BerriAI/litellm/pull/29951) - feat(azure\_ai): add MAI-Image-2.5 image generation support by [@Sameerlite](https://github.com/Sameerlite) in [#29688](https://github.com/BerriAI/litellm/pull/29688) - fix(mcp): load MCP tool configuration tools via the OBO/passthrough-aware GET path by [@tin-berri](https://github.com/tin-berri) in [#29960](https://github.com/BerriAI/litellm/pull/29960) - fix(team): reserve team budget raises for proxy admins on /team/update by [@milan-berri](https://github.com/milan-berri) in [#30030](https://github.com/BerriAI/litellm/pull/30030) - test(ui): data-driven App Router migration E2E smoke (default + server-root-path) by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29974](https://github.com/BerriAI/litellm/pull/29974) - fix(proxy): extend response headers hook to streaming, TTS, image gen, and pass-through by [@michelligabriele](https://github.com/michelligabriele) in [#24232](https://github.com/BerriAI/litellm/pull/24232) - chore(ui): remove dead App Router route stubs under (dashboard) by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30045](https://github.com/BerriAI/litellm/pull/30045) - fix(ui/mcp): reset OAuth state on create-server modal close so a prior server's token no longer leaks into the next add-server session by [@tin-berri](https://github.com/tin-berri) in [#30000](https://github.com/BerriAI/litellm/pull/30000) - fix(mcp): allow team access-group grants in OAuth authorize/token access check by [@tin-berri](https://github.com/tin-berri) in [#30041](https://github.com/BerriAI/litellm/pull/30041) - docs(security): require a reproduction video for vulnerability reports by [@yuneng-berri](https://github.com/yuneng-berri) in [#30063](https://github.com/BerriAI/litellm/pull/30063) - feat(ui): add admin flag to disable in-product UI nudges for everyone by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29796](https://github.com/BerriAI/litellm/pull/29796) - chore(ui): remove dead dashboard files and unused dependencies by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30047](https://github.com/BerriAI/litellm/pull/30047) - fix(proxy): authorize batch files using upload target\_model\_names (LIT-3593) by [@Sameerlite](https://github.com/Sameerlite) in [#30009](https://github.com/BerriAI/litellm/pull/30009) - Add Claude Fable 5 across Anthropic, Bedrock, Vertex AI, and Azure AI by [@mateo-berri](https://github.com/mateo-berri) in [#30064](https://github.com/BerriAI/litellm/pull/30064) - Add Claude Fable 5 cost map entries (data-only hotfix for the hosted map) by [@mateo-berri](https://github.com/mateo-berri) in [#30076](https://github.com/BerriAI/litellm/pull/30076) - fix(caching): restore stored prompt\_tokens on embedding cache hits instead of recomputing by [@michelligabriele](https://github.com/michelligabriele) in [#30046](https://github.com/BerriAI/litellm/pull/30046) - Litellm oss 090626 by [@Sameerlite](https://github.com/Sameerlite) in [#30021](https://github.com/BerriAI/litellm/pull/30021) - fix(proxy): self-heal startup/reload prisma reads on engine disconnect by [@michelligabriele](https://github.com/michelligabriele) in [#28803](https://github.com/BerriAI/litellm/pull/28803) - chore(ui): make knip recognize .mjs scripts and openapi-typescript by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30052](https://github.com/BerriAI/litellm/pull/30052) - fix(register\_model): preserve built-in cache pricing when registering custom overrides under unmapped keys by [@yassin-berriai](https://github.com/yassin-berriai) in [#30044](https://github.com/BerriAI/litellm/pull/30044) - \[internal copy of [#28007](https://github.com/BerriAI/litellm/issues/28007)] Fix/gcp model garden streaming by [@mateo-berri](https://github.com/mateo-berri) in [#28363](https://github.com/BerriAI/litellm/pull/28363) - feat(cli): per-agent `lite claude` / `codex` / `opencode` commands that wrap coding agents through the proxy by [@mateo-berri](https://github.com/mateo-berri) in [#29850](https://github.com/BerriAI/litellm/pull/29850) - fix(callbacks): forward callback\_settings to callback initializers and guard consumers against non-dict values by [@yuneng-berri](https://github.com/yuneng-berri) in [#30161](https://github.com/BerriAI/litellm/pull/30161) - fix(mcp): drop orphaned per-user credential rows when an MCP server is deleted by [@tin-berri](https://github.com/tin-berri) in [#30141](https://github.com/BerriAI/litellm/pull/30141) - fix(proxy): recover from cached-plan errors by reconnecting the Prisma client by [@yassin-berriai](https://github.com/yassin-berriai) in [#29983](https://github.com/BerriAI/litellm/pull/29983) - feat(proxy): add option to disable server-side prepared statements for DB lookups by [@yassin-berriai](https://github.com/yassin-berriai) in [#29984](https://github.com/BerriAI/litellm/pull/29984) - fix(release): stop backport releases from overwriting the latest badge by [@yuneng-berri](https://github.com/yuneng-berri) in [#30005](https://github.com/BerriAI/litellm/pull/30005) - feat: add conventional commits and coding guidelines by [@mateo-berri](https://github.com/mateo-berri) in [#30159](https://github.com/BerriAI/litellm/pull/30159) - fix(proxy): return 5xx on DB infra errors during auth; reserve 401 for genuine auth failures by [@yassin-berriai](https://github.com/yassin-berriai) in [#29986](https://github.com/BerriAI/litellm/pull/29986) - fix(ui): dev server 404s on migrated-page links because uiBase hardcodes /ui by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30169](https://github.com/BerriAI/litellm/pull/30169) - refactor(ui): consolidate dashboard to one shell in the (dashboard) layout by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30166](https://github.com/BerriAI/litellm/pull/30166) - fix(proxy): align /v1/model/info with router deployments by [@Sameerlite](https://github.com/Sameerlite) in [#30025](https://github.com/BerriAI/litellm/pull/30025) - fix: completion\_cost AttributeError on streaming Anthropic web\_search responses ([#26153](https://github.com/BerriAI/litellm/issues/26153)) by [@ishaan-berri](https://github.com/ishaan-berri) in [#27346](https://github.com/BerriAI/litellm/pull/27346) - \[internal copy of [#30137](https://github.com/BerriAI/litellm/issues/30137)] perf(realtime): eliminate redundant per-frame JSON work on OpenAI realtime relay by [@mateo-berri](https://github.com/mateo-berri) in [#30142](https://github.com/BerriAI/litellm/pull/30142) - feat(bedrock): aws\_bedrock\_project\_id for bedrock-mantle project / workspace association by [@mateo-berri](https://github.com/mateo-berri) in [#30163](https://github.com/BerriAI/litellm/pull/30163) - chore(hooks): enforce Conventional Commits and Conventional Branches by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30174](https://github.com/BerriAI/litellm/pull/30174) - feat(rate-limiter): allow opting out of v3 TPM reservation and Redis circuit breaker by [@yassin-berriai](https://github.com/yassin-berriai) in [#30211](https://github.com/BerriAI/litellm/pull/30211) - feat(spend\_logs): opt-in native Postgres partitioning for SpendLogs retention by [@yassin-berriai](https://github.com/yassin-berriai) in [#29466](https://github.com/BerriAI/litellm/pull/29466) - feat(ui): migrate playground to path routing and colocate its files by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30185](https://github.com/BerriAI/litellm/pull/30185) - feat(ui): migrate projects and access-groups to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30226](https://github.com/BerriAI/litellm/pull/30226) - fix(proxy): coalesce NULL rollup metrics in aggregated daily-activity by [@michelligabriele](https://github.com/michelligabriele) in [#30151](https://github.com/BerriAI/litellm/pull/30151) - fix(anthropic\_passthrough): resolve costing model from message\_start chunk, litellm\_params and model\_group instead of 'unknown' by [@yassin-berriai](https://github.com/yassin-berriai) in [#30160](https://github.com/BerriAI/litellm/pull/30160) - feat(ui): migrate budgets, workflows, and guardrails-monitor to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30236](https://github.com/BerriAI/litellm/pull/30236) - feat(ui): migrate mcp-servers, search-tools, tag-management, vector-stores, and memory to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30261](https://github.com/BerriAI/litellm/pull/30261) - fix(a2a): forward agent\_extra\_headers through completion bridge by [@mateo-berri](https://github.com/mateo-berri) in [#28277](https://github.com/BerriAI/litellm/pull/28277) - fix(gemini-live): forward audio buffer commit and correct Vertex PCM rate by [@Sameerlite](https://github.com/Sameerlite) in [#29946](https://github.com/BerriAI/litellm/pull/29946) - fix(proxy): skip double-wrapping unified batch output file ids on retrieve by [@Sameerlite](https://github.com/Sameerlite) in [#30011](https://github.com/BerriAI/litellm/pull/30011) - feat: litellm oss 110626 by [@Sameerlite](https://github.com/Sameerlite) in [#30202](https://github.com/BerriAI/litellm/pull/30202) - fix(docker): copy only runtime artifacts into the final image by [@yuneng-berri](https://github.com/yuneng-berri) in [#30243](https://github.com/BerriAI/litellm/pull/30243) - feat(proxy): enforce key/team guardrails on bedrock passthrough routes by [@Sameerlite](https://github.com/Sameerlite) in [#30194](https://github.com/BerriAI/litellm/pull/30194) - feat(gemini): forward web search tools in image generation by [@Sameerlite](https://github.com/Sameerlite) in [#30119](https://github.com/BerriAI/litellm/pull/30119) - fix: bedrock mantle fixes by [@Sameerlite](https://github.com/Sameerlite) in [#30083](https://github.com/BerriAI/litellm/pull/30083) - feat(proxy): add require\_managed\_files setting for file uploads by [@Sameerlite](https://github.com/Sameerlite) in [#30186](https://github.com/BerriAI/litellm/pull/30186) - fix(mcp): honor server\_id for REST tool calls with shared upstream URLs by [@Sameerlite](https://github.com/Sameerlite) in [#30184](https://github.com/BerriAI/litellm/pull/30184) - fix(responses): presidio PII masking for Azure WebSocket and streaming by [@Sameerlite](https://github.com/Sameerlite) in [#30003](https://github.com/BerriAI/litellm/pull/30003) - feat(passthrough): add configurable pass-through request timeouts by [@Sameerlite](https://github.com/Sameerlite) in [#30266](https://github.com/BerriAI/litellm/pull/30266) - fix(google\_genai): preserve complete SSE events in Vertex/Gemini image streaming by [@Sameerlite](https://github.com/Sameerlite) in [#30270](https://github.com/BerriAI/litellm/pull/30270) - fix(proxy): populate access\_via\_team\_ids on /v1/model/info by [@Sameerlite](https://github.com/Sameerlite) in [#30274](https://github.com/BerriAI/litellm/pull/30274) - chore(oss): litellm oss staging 120626 by [@Sameerlite](https://github.com/Sameerlite) in [#30292](https://github.com/BerriAI/litellm/pull/30292) - feat(ui): migrate policies, guardrails, prompts, tool-policies, and skills to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30263](https://github.com/BerriAI/litellm/pull/30263) - feat(ui): migrate caching, cost-tracking, transform-request, ui-theme, and logs to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30267](https://github.com/BerriAI/litellm/pull/30267) - fix(ui): gate dashboard layout on ui config load so deep links work under SERVER\_ROOT\_PATH by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30312](https://github.com/BerriAI/litellm/pull/30312) - feat(ui): migrate admin-panel, logging-and-alerts, model-hub-table, and usage to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30268](https://github.com/BerriAI/litellm/pull/30268) - fix(otel): cap metric attribute cardinality with include/exclude lists by [@yassin-berriai](https://github.com/yassin-berriai) in [#30257](https://github.com/BerriAI/litellm/pull/30257) - fix(proxy): grace-period key rotation 401s; return deprecated-key lookup result directly by [@yuneng-berri](https://github.com/yuneng-berri) in [#30327](https://github.com/BerriAI/litellm/pull/30327) - chore(deps): bump vitest, brace-expansion, pypdf and tornado by [@yuneng-berri](https://github.com/yuneng-berri) in [#30220](https://github.com/BerriAI/litellm/pull/30220) - refactor(ui): remove unreachable /chat page by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30178](https://github.com/BerriAI/litellm/pull/30178) - feat(ui): migrate agents and router-settings to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30323](https://github.com/BerriAI/litellm/pull/30323) - feat: strengthen coding conventions in CLAUDE.md by [@mateo-berri](https://github.com/mateo-berri) in [#30333](https://github.com/BerriAI/litellm/pull/30333) - feat(ui): cut the users page over to the /ui/users path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30334](https://github.com/BerriAI/litellm/pull/30334) - feat: ruff strict-rule suppressions baseline gate by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30303](https://github.com/BerriAI/litellm/pull/30303) - feat(guardrails): add Cisco AI Defense integration ([#28249](https://github.com/BerriAI/litellm/issues/28249)) by [@yassin-berriai](https://github.com/yassin-berriai) in [#30338](https://github.com/BerriAI/litellm/pull/30338) - chore(ui): remove dead UI components unreferenced by any page by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30340](https://github.com/BerriAI/litellm/pull/30340) - ci: add osv-scanner lockfile scan workflow by [@yuneng-berri](https://github.com/yuneng-berri) in [#30222](https://github.com/BerriAI/litellm/pull/30222) - fix(otel): record full error message on standard exception event in otel v2 by [@yassin-berriai](https://github.com/yassin-berriai) in [#30380](https://github.com/BerriAI/litellm/pull/30380) - test(fireworks): mock whisper transcription tests instead of live calls by [@yuneng-berri](https://github.com/yuneng-berri) in [#30391](https://github.com/BerriAI/litellm/pull/30391) - build(ui): pin esbuild to 0.28.1 via overrides by [@yuneng-berri](https://github.com/yuneng-berri) in [#30390](https://github.com/BerriAI/litellm/pull/30390) - feat(ui): cut the organizations page over to the /ui/organizations path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30336](https://github.com/BerriAI/litellm/pull/30336) - fix(proxy): support SMTP implicit SSL (port 465) by [@yuneng-berri](https://github.com/yuneng-berri) in [#30395](https://github.com/BerriAI/litellm/pull/30395) - fix(mcp): default Linear MCP registry entry to streamable HTTP by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30396](https://github.com/BerriAI/litellm/pull/30396) - fix(ui): stop Virtual Keys page from infinite render loop by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30397](https://github.com/BerriAI/litellm/pull/30397) - fix(streaming): guard raise\_on\_model\_repetition against empty choices by [@shivamrawat1](https://github.com/shivamrawat1) in [#30485](https://github.com/BerriAI/litellm/pull/30485) - feat(otel-v2): emit the 6 gen\_ai.client.\* metrics at parity with v1 by [@yassin-berriai](https://github.com/yassin-berriai) in [#30326](https://github.com/BerriAI/litellm/pull/30326) - fix(mcp): drop phantom 401 span on delegated OAuth2 tool calls by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30494](https://github.com/BerriAI/litellm/pull/30494) - feat(ui): cut the teams page over to the /ui/teams path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30343](https://github.com/BerriAI/litellm/pull/30343) - fix(integrations): cap Anthropic cache\_control injection at 4 blocks by [@shivamrawat1](https://github.com/shivamrawat1) in [#30480](https://github.com/BerriAI/litellm/pull/30480) - chore(codecov): add Batches, Videos, and Realtime components by [@Sameerlite](https://github.com/Sameerlite) in [#30517](https://github.com/BerriAI/litellm/pull/30517) - test(batches): move orphan tests into tests/test\_litellm for CI coverage by [@Sameerlite](https://github.com/Sameerlite) in [#30510](https://github.com/BerriAI/litellm/pull/30510) - fix(guardrails): run pre\_call hook once for model-level guardrails by [@yassin-berriai](https://github.com/yassin-berriai) in [#30543](http…

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munnr force-pushed the feature/ai-defense-integration branch from 48a9ea0 to 2f58905 Compare May 21, 2026 02:06

munnr added 9 commits June 5, 2026 09:54

fix(cisco-ai-defense): use action as verdict source

1fcee62

fix(cisco-ai-defense): scan reasoning output fields

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refactor(cisco-ai-defense): trim reasoning scan fix

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fix(cisco-ai-defense): disable inspect redirects

44202a4

fix(cisco-ai-defense): inspect mcp structured output

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test(cisco-ai-defense): trim mcp structured output test

ae31cef

test(cisco-ai-defense): split chat and mcp tests

d08b3ae

test(cisco-ai-defense): trim guardrail tests

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fix(cisco-ai-defense): scan responses tool inputs

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feat(guardrails): add Cisco AI Defense integration (#28249) (#30338)

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LiteLLM Stability Sprint Roadmap #30484

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