SkillsLLM

From Tutoring Product to Skill Ecosystem: aitutors.me's Multi-Surface Plugin Strategy

2027-03-31T00:00:00+00:00

Claude tutors, a public plugin repo, standalone skills, a flashcards import format — how aitutors.me is building surfaces beyond its own subscription product.

What a Two-Skill Plugin Manifest Reveals About Product Priorities

2027-03-30T00:00:00+00:00

A product could ship dozens of skills through its public plugin repo. aitutors.me shipped exactly two. What that restraint actually signals.

Best AI Flashcard-Authoring Skills and Tools Compared

2027-03-29T00:00:00+00:00

Anki add-ons, Quizlet's AI generator, and aitutors.me's flashcards skill compared on what they actually do well — and where each one falls short.

Six Card Kinds, One QA Gate: What a Good Flashcard Skill Actually Encodes

2027-03-28T00:00:00+00:00

Most flashcard tools treat every fact the same way. Looking closely at why one skill refuses to shows what genuinely good study-material design requires.

The Identity-Anchor Pattern: Keeping an AI Character On-Model at Scale

2027-03-27T00:00:00+00:00

How a frozen reference sheet and a short list of never-change features solve the hardest problem in AI-generated brand characters — and how to apply the same pattern to your own.

Why One Skill Refuses to Be Redistributed (and Why That's the Right Call)

2027-03-26T00:00:00+00:00

aitutors.me ships two skills in one repo — one MIT, one 'do not redistribute.' The contrast is a useful lens on what actually belongs in the open part of a product.

Installing the AI Tutors Plugin in ChatGPT and Codex

2027-03-25T00:00:00+00:00

How to install aitutors.me's tutors and skills into ChatGPT or Codex CLI via its public plugin marketplace repo — step by step, plus what each install path actually gives you.

How to Turn Your Notes Into Flashcards With the AI Tutors Skill

2027-03-24T00:00:00+00:00

A step-by-step walkthrough of the aitutors.me flashcards skill: what to hand it, what it hands back, and how to avoid the mistakes its own QA gate catches.

AI Tutors Flashcards: Turn Any Topic Into Study Cards in Seconds

2027-03-23T00:00:00+00:00

A spotlight on the flashcards skill from aitutors.me's plugin repo — an MIT-licensed skill that turns notes into spaced-repetition cards ready to import.

Heddy IP: The Skill That Keeps an AI Mascot On-Model Across Hundreds of Images

2027-03-22T00:00:00+00:00

A spotlight on the Heddy IP skill from aitutors.me's plugin repo — an identity-governed illustration system built around one character, not a general image generator.

QuillHub

2026-09-23T13:52:34.426360+00:00

Meeting transcripts for AI agents: search every call, read who said what, pull decisions and action items, get quotes from one person across meetings, follow deals and projects, and transcribe files or YouTube links. Hos

Taklo

2026-09-23T13:52:34.426360+00:00

Official MCP server for Taklo, all-in-one software for installation and maintenance companies in the Netherlands and Belgium (CRM, work orders, quotes, invoicing, VAT). Gives AI assistants live answers about Taklo's pric

Ads Uploader — Meta Ads MCP

2026-09-23T13:52:34.426360+00:00

Launch Meta ads with your AI agent. Bulk-create Facebook and Instagram ads, import Google Drive creatives, launch partnership ads with authorized creators, and review saved builds before launch.

AskWatch Google Search Console MCP

2026-09-23T13:52:34.426360+00:00

Ask Google Search Console in plain language from Claude, ChatGPT, Cursor or Claude Code. Connect your Google account once and AskWatch issues a personal link: no Cloud project, no credentials.json, nothing to run or host

Hunter MCP

2026-09-23T13:52:34.426360+00:00

Hunter MCP connects AI assistants and agents to Hunter’s B2B data, enabling them to find companies and contacts, discover and verify professional email addresses, enrich leads, and manage lead lists using natural-languag

typesense

2026-09-23T13:43:32+00:00

Typesense v30 API rules and recipes for schemas, syncing data, search, API keys, relevance, vector search and running a cluster, plus the Typesense Cloud MCP server.

polars-talib

2026-09-23T13:43:23+00:00

Use all 201 TA-Lib indicators in native Polars expressions, grouped time series and lazy pipelines.

nd

2026-09-23T13:43:23+00:00

Personal workflow skills: session handoff, session reflection, plain-language writing style, and spawning/controlling agents via Herdr

agent-state

2026-09-23T13:43:21+00:00

Never lose a coding session: verified task memory, automatic recovery after compaction, checkpoints, change maps and scope control. Local-first.

trimhook

2026-09-23T13:43:13+00:00

Tool output trimmed at the source: a PostToolUse hook that keeps the head and tail of a long shell result, spills the whole of it to a file the model can read, and reports what it saved.

dsh-x

2026-09-23T13:43:11+00:00

Search X (Twitter) through your own dsh-x-search endpoint: posts, accounts, threads, and "what does this post mean" answered on the server with its images already read.

harnessed

2026-09-23T13:43:11+00:00

Skills for building LLM agents you can prove: harness engineering, behavior evals, and production lessons for tool-calling agents.

jobfeed

2026-09-23T13:43:08+00:00

Build and refresh a curated job list (new grad, internships, senior/experienced) with employer-direct links; filter by company, location, work model, salary

rakete

2026-09-23T13:43:07+00:00

Kunden, Einsätze, Zeiten und Belege aus dem eigenen Rakete-Server. Alle Befehle des Servers hinter vier Werkzeugen.

alchemy

2026-09-23T13:43:06+00:00

Search and read your Alchemy notebooks from Claude Code: the notebook tools plus the skill that teaches Claude how to use them.

codex-cli-sync-mcp

2026-09-23T12:35:23+00:00

codex-cli-sync-mcp

codebone-mcp

2026-09-23T12:35:20+00:00

codebone-mcp

DiscordMCP

2026-09-23T12:35:19+00:00

DiscordMCP

gmsh-mcp-server

2026-09-23T12:35:18+00:00

gmsh-mcp-server

Kibana Bridge MCP

2026-09-23T12:35:18+00:00

Kibana Bridge MCP

pyntra

2026-09-23T12:35:17+00:00

pyntra

IDA Pro MCP Bridge

2026-09-23T12:35:11+00:00

IDA Pro MCP Bridge

Memos MCP

2026-09-23T12:35:10+00:00

Memos MCP

nectr-mcp

2026-09-23T12:35:10+00:00

nectr-mcp

cursor-agent-sync-mcp

2026-09-23T12:30:24+00:00

cursor-agent-sync-mcp

Phasio

2026-09-23T07:59:33.931314+00:00

Phasio is the operating platform contract manufacturers run on: quoting, production, and back office across additive, CNC, molding, and every process in between. This connector gives LLMs like Claude, ChatGPT and Grok ac

v1.99.3

2026-09-23T07:10:52+00:00

Verify Docker Image Signature

All LiteLLM Docker images are signed with cosign. Every release is signed with the same key introduced in commit 0112e53.

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/0112e53046018d726492c814b3644b7d376029d0/cosign.pub \
  ghcr.io/berriai/litellm:v1.99.3

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/v1.99.3/cosign.pub \
  ghcr.io/berriai/litellm:v1.99.3

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

chore(release): backport #41230 to stable/1.99.x and cut 1.99.2 by @yuneng-berri in #41323
fix(anthropic): backport #42152 and #42288 to stable/1.99.x for v1.99.2 by @devin-ai-integration[bot] in #42531
feat(typesafe): backport #41607 to stable/1.99.x for v1.99.2 by @devin-ai-integration[bot] in #42598
chore(release): bump stable/1.99.x to 1.99.3 by @devin-ai-integration[bot] in #42682

Full Changelog: v1.99.1...v1.99.3

v1.102.1

2026-09-23T06:12:28+00:00

Verify Docker Image Signature

All LiteLLM Docker images are signed with cosign. Every release is signed with the same key introduced in commit 0112e53.

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/0112e53046018d726492c814b3644b7d376029d0/cosign.pub \
  ghcr.io/berriai/litellm:v1.102.1

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/v1.102.1/cosign.pub \
  ghcr.io/berriai/litellm:v1.102.1

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(anthropic): backport #42152 and #42288 to stable/1.102.x for v1.102.1 by @devin-ai-integration[bot] in #42538
feat(typesafe): backport the jev change set to stable/1.102.x for v1.102.1 by @devin-ai-integration[bot] in #42595
chore(release): backport #42388 and #41462 to stable/1.102.x by @devin-ai-integration[bot] in #42618

Full Changelog: v1.102.0...v1.102.1

v1.101.1

2026-09-23T06:12:25+00:00

Verify Docker Image Signature

All LiteLLM Docker images are signed with cosign. Every release is signed with the same key introduced in commit 0112e53.

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/0112e53046018d726492c814b3644b7d376029d0/cosign.pub \
  ghcr.io/berriai/litellm:v1.101.1

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/v1.101.1/cosign.pub \
  ghcr.io/berriai/litellm:v1.101.1

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(license): backport #41684 to stable/1.101.x so a wildcard license grants auto_router by @devin-ai-integration[bot] in #41698
chore(release): bump stable/1.101.x to 1.101.1 by @devin-ai-integration[bot] in #41704
chore(release): backport #41870 to stable/1.101.x by @yuneng-berri in #42332
fix(anthropic): backport #42152 and #42288 to stable/1.101.x for v1.101.1 by @devin-ai-integration[bot] in #42533
feat(typesafe): backport #41607 to stable/1.101.x for v1.101.1 by @devin-ai-integration[bot] in #42596

Full Changelog: v1.101.0...v1.101.1

v1.100.2

2026-09-23T06:12:15+00:00

Verify Docker Image Signature

All LiteLLM Docker images are signed with cosign. Every release is signed with the same key introduced in commit 0112e53.

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/0112e53046018d726492c814b3644b7d376029d0/cosign.pub \
  ghcr.io/berriai/litellm:v1.100.2

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/v1.100.2/cosign.pub \
  ghcr.io/berriai/litellm:v1.100.2

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): backport mid-stream content_policy_violation fallback routing to stable/1.100.x by @devin-ai-integration[bot] in #41208
fix(bedrock): backport #41870 and the GPT-6 reasoning gate fix to stable/1.100.x for v1.100.2 by @devin-ai-integration[bot] in #42000
fix(anthropic): backport #42152 and #42288 to stable/1.100.x for v1.100.2 by @devin-ai-integration[bot] in #42532
feat(typesafe): backport #41607 to stable/1.100.x for v1.100.2 by @devin-ai-integration[bot] in #42597

Full Changelog: v1.100.1...v1.100.2

v1.104.0-dev.1

2026-09-23T03:24:12+00:00

Verify Docker Image Signature

All LiteLLM Docker images are signed with cosign. Every release is signed with the same key introduced in commit 0112e53.

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/0112e53046018d726492c814b3644b7d376029d0/cosign.pub \
  ghcr.io/berriai/litellm:v1.104.0-dev.1

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/v1.104.0-dev.1/cosign.pub \
  ghcr.io/berriai/litellm:v1.104.0-dev.1

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

build(deps): re-suppress GHSA-h7x2-h6g9-p789 in osv-scan, mlflow still has no fixed release by @devin-ai-integration[bot] in #41036
feat(auth): add breached password detection to password policy by @ojensen-berri in #39321
feat(auth): add self-service password change and plug plaintext password leaks by @ojensen-berri in #39562
feat(auth): force password reset for breached or admin-set passwords by @ojensen-berri in #40107
perf(proxy): serialize /model/info listing once with orjson by @devin-ai-integration[bot] in #41061
fix(utils): stop wrapper_async submitting the sync success handler twice by @devin-ai-integration[bot] in #41058
test(cost_map): stop pinning supports_reasoning absent on the openrouter o1 entry by @devin-ai-integration[bot] in #41734
fix(model_prices): add cache-read pricing to Mistral chat models missing it by @devin-ai-integration[bot] in #41736
refactor(rust): isolate legacy callback contract by @devin-ai-integration[bot] in #41752
test(cost_map): drop tests that pin provider-owned catalog values by @devin-ai-integration[bot] in #41763
test(e2e/ui): wait for the filtered budget list before clicking a row action by @yuneng-berri in #41756
chore(prices): sync OpenRouter prices: 443 models, 191 new, 4 deprecated by @berriai-litellm-provider-info-sync[bot] in #41727
fix(batches): bill Bedrock Titan embedding batch lines from inputTextTokenCount by @devin-ai-integration[bot] in #41767
fix(proxy): persist only the keys a caller changed in save_config by @yuneng-berri in #41748
chore(prices): sync OpenRouter prices: 2 models, 1 deprecated by @berriai-litellm-provider-info-sync[bot] in #41770
fix(proxy): run prompt injection heuristics off the event loop by @devin-ai-integration[bot] in #41541
fix(proxy): evict jwt key mapping cache on user, team, org, and bulk key deletion by @devin-ai-integration[bot] in #41707
refactor(ui): remove unused HelpLink and HelpIcon components by @devin-ai-integration[bot] in #41644
chore(ui): remove orphaned ROLE_STYLES and RoleStyle from pretty messages view by @devin-ai-integration[bot] in #41645
chore(ui): remove never-rendered GuardrailConfig mock component and its test by @devin-ai-integration[bot] in #41646
chore(ui): remove unused NewBadge component and its test by @devin-ai-integration[bot] in #41647
chore(ui): remove dead compareUI ModelSelector and its test by @devin-ai-integration[bot] in #41649
refactor(ui): remove unused createCredentialFromModel helper and CredentialValues interface by @devin-ai-integration[bot] in #41650
refactor(ui): drop unused cost-tracking barrel re-exports and response types by @devin-ai-integration[bot] in #41651
refactor(ui): drop unused rolesAllowedToSeeUsage, viewOnlyRoles and isViewOnlyRole exports by @devin-ai-integration[bot] in #41653
chore(ui): remove unused access-groups type interfaces by @devin-ai-integration[bot] in #41655
refactor(ui): remove dead networking exports and orphaned Claude Code marketplace helpers by @devin-ai-integration[bot] in #41656
refactor(ui): remove dead useKeyList hook from key_list.tsx by @devin-ai-integration[bot] in #41657
chore(ui): remove orphaned useDeleteProject hook and its test by @devin-ai-integration[bot] in #41658
refactor(interactions): remove expired use_legacy_interactions_schema shim by @devin-ai-integration[bot] in #41663
refactor(rust): align crates with Python package layering by @devin-ai-integration[bot] in #41829
chore(prices): sync OpenRouter prices: 15 models, 6 deprecated by @berriai-litellm-provider-info-sync[bot] in #41772
refactor(proxy): make the config file win over the database by @yuneng-berri in #41779
fix(ui): let admins change a model's team from the model edit page by @devin-ai-integration[bot] in #40700
fix(ui): show per-second pricing for video models instead of $0.00 token costs by @devin-ai-integration[bot] in #39308
fix(cost): bill cache-read tokens at the input rate when the map has no cache-read rate by @devin-ai-integration[bot] in #41832
fix(responses): honor nested additional_drop_params paths by @devin-ai-integration[bot] in #40730
feat(router): reject with 429 when a deployment's max_parallel_requests slots are all in use by @devin-ai-integration[bot] in #41555
perf: defer fastapi and tiktoken BPE imports out of import litellm by @devin-ai-integration[bot] in #41585
feat(proxy): add Amazon Transcribe pass-through with completion-time job pricing by @devin-ai-integration[bot] in #41515
feat(proxy): per-key default budget for dynamically created customers by @devin-ai-integration[bot] in #41636
feat(mcp): show live gateway sessions by AI client and user by @devin-ai-integration[bot] in #41692
ci: replace the title-similarity duplicate bot with a Codex semantic check by @ryan-crabbe-berri in #40935
feat(proxy): temporary budget increase for team members by @devin-ai-integration[bot] in #41620
feat(vault): add separate login and secret namespaces for HashiCorp Vault by @devin-ai-integration[bot] in #41539
feat(vertex_ai): stream GCS batch output files from /v1/files/{id}/content by @devin-ai-integration[bot] in #41506
feat(a2a): reach Microsoft Foundry agents with Entra auth and versioned card discovery by @devin-ai-integration[bot] in #41511
fix(azure): strip litellm format field from file and image content parts by @devin-ai-integration[bot] in #41275
ci: classify new issues into domain, provider, kind, priority and lift labels by @ryan-crabbe-berri in #41695
fix(router): validate routing_groups at save time and keep invalid DB groups from blocking SSO load by @devin-ai-integration[bot] in #41351
fix(bedrock): send aws_session_tags on every STS call via one typed auth struct by @ryan-crabbe-berri in #40500
fix(anthropic): register thinking-binding-controls-2026-08-01 in beta headers config by @clonylu in #41203
feat(guardrails): add TypeSafe Jev relevance-based compaction guardrail by @devin-ai-integration[bot] in #41757
feat(keys): let team service account keys use key management endpoints for their own team by @devin-ai-integration[bot] in #40807
test(docs): read only the first column of the router_settings reference table by @devin-ai-integration[bot] in #41860
fix(scim): accept entitlements and roles entries without a value on SCIM user PUT by @devin-ai-integration[bot] in #41830
perf(proxy): split aggregated usage query into key-free rollups and bounded top-N keys by @devin-ai-integration[bot] in #41293
chore(deps): bump anyio from 4.13.0 to 4.14.2 by @dependabot[bot] in #41846
feat(proxy): limit repeated failed Admin UI sign-in attempts by @devin-ai-integration[bot] in #40982
fix(proxy): make SettingsStore.clear() terminate when the config file owns a key by @devin-ai-integration[bot] in #41862
feat(vscode): add LiteLLM language model provider extension by @devin-ai-integration[bot] in #41865
feat(mcp): let proxy admins force-close live MCP sessions and revoke stored user credentials by @devin-ai-integration[bot] in #41725
feat(models): add qwen3.8 flash rows, fix Cohere embed v3 context, Bedrock Mantle and OpenRouter pricing by @devin-ai-integration[bot] in #41754
fix(azure): keep api-version query after vector store search path by @devin-ai-integration[bot] in #41384
fix(router): honor stream_timeout on the SDK-native passthrough route (/v1/messages, /converse) by @devin-ai-integration[bot] in #41875
fix(proxy): track team member spend when the member has no budget by @devin-ai-integration[bot] in #41349
feat(proxy): add Azure AI Speech pass-through route by @devin-ai-integration[bot] in #41557
fix(responses): stop managed Responses WebSocket from leaking litellm_params into provider request body by @devin-ai-integration[bot] in #33101
feat(rust): port exception_type to litellm-core-utils by @devin-ai-integration[bot] in #41873
fix(ui): show internal user email in logs table and log detail drawer by @devin-ai-integration[bot] in #40737
fix(router): report null cost for unpriced deployments instead of 0 by @devin-ai-integration[bot] in #40878
feat(azure_ai): support FLUX.2 flex images by @emerzon in #39424
fix(mistral): accept reasoning_effort on all models and drop client_metadata for Codex compatibility by @devin-ai-integration[bot] in #41062
feat(passthrough): deepgram streaming /v1/listen WebSocket passthrough with duration-based cost tracking by @devin-ai-integration[bot] in #41554
test(ocr): declarative provider x auth x input matrix, fix Rust 401 mapping by @devin-ai-integration[bot] in #41884
fix(proxy): classify Azure Speech short audio behind a prefixed api base by @devin-ai-integration[bot] in #41882
feat(proxy): add LiteLLM_DailyGlobalSpend key-free rollup for the usage dashboard by @devin-ai-integration[bot] in #41324
fix(proxy): keep requested model guardrails and key disable_fallbacks on rate-limit fallback by @devin-ai-integration[bot] in #41783
fix(bedrock): carry s3_endpoint_url and s3_region_name into file content downloads by @devin-ai-integration[bot] in #41138
ci(duplicate-check): let Codex reach GitHub from its sandbox by @ryan-crabbe-berri in #41883
fix(proxy): resolve model_group_alias to its target for /v1/models metadata by @devin-ai-integration[bot] in #41483
fix(proxy): reset sibling tpm/rpm counters when the shared rate limit window rolls over by @devin-ai-integration[bot] in #41838
feat(ui): link MCP Servers page to the user's connected MCP servers by @devin-ai-integration[bot] in #41888
fix(proxy): name the blocking guardrail in x-litellm-applied-guardrails by @devin-ai-integration[bot] in #41583
fix(responses): merge deployment litellm_params into native websocket response.create frames by @devin-ai-integration[bot] in #41881
feat: honor eager_input_streaming on Bedrock and Anthropic Claude tools by @devin-ai-integration[bot] in #41871
fix(otel): keep caller traceparent and tracestate on pass-through relays by @devin-ai-integration[bot] in #41786
ci: remove the dead Agent Shin triage workflows and scripts by @devin-ai-integration[bot] in #41894
fix: set vertex gemma-4-26b-a4b-it-maas context window to 262144 by @devin-ai-integration[bot] in #41887
refactor(rust): formalize legacy callback contract by @devin-ai-integration[bot] in #41885
fix(gemini): preserve candidates with finishReason and no content (#40477) by @devin-ai-integration[bot] in #41892
fix(team): apply team_member_budget updates to members still on the team default by @devin-ai-integration[bot] in #41347
fix(enterprise): resolve openai_moderations model at call time and default to omni-moderation-latest by @devin-ai-integration[bot] in #41895
fix(proxy): track project spend and enforce project budgets additively by @devin-ai-integration[bot] in #41354
fix(proxy): refuse config-owned keys on POST /config/update by @devin-ai-integration[bot] in #41868
test(integration): cover off-peak pricing on a live proxy by @devin-ai-integration[bot] in #41901
fix(proxy): requeue daily spend rows when the commit fails without the Redis buffer by @devin-ai-integration[bot] in #41878
fix(responses): emit typed streaming failure events by @zoroyihan7 in #40243
fix(bedrock): clamp maxTokens to the 16-token minimum for OpenAI GPT and xAI Grok models on Converse by @devin-ai-integration[bot] in #41870
chore(model_info): backfill reseller Gemini entries from provider catalogs and prune retired ids by @devin-ai-integration[bot] in #41902
feat(mcp): allowlist MCP client applications at the gateway by @devin-ai-integration[bot] in #41667
fix(schema): classify off_peak_pricing as a structured object in the model prices schema generator by @devin-ai-integration[bot] in #41847
fix(rate_limiter): render the 429 reset time in UTC as labelled by @devin-ai-integration[bot] in #41911
ci(issues): comment which release carries the fix when a pull request closes an issue by @ryan-crabbe-berri in #41910
feat(proxy): let team admins manage projects via team_admin_editable_team_fields by @devin-ai-integration[bot] in #41916
fix(bedrock): sign batch retrieve and cancel with deployment credentials when AWS_BEARER_TOKEN_BEDROCK is set by @devin-ai-integration[bot] in #41904
fix(websearch_interception): surface a failed search as a web_search_tool_result_error block and end the turn by @devin-ai-integration[bot] in #41905
fix(cost_calc): default fireworks cached input to the documented 50% discount when the map has no cache-read rate by @devin-ai-integration[bot] in #41917
fix(timing): anchor response duration and overhead at proxy receive time by @devin-ai-integration[bot] in #41891
feat(xai): add speech-to-text (Grok Voice Transcribe) via /v1/audio/transcriptions by @devin-ai-integration[bot] in #41914
feat(rust): add litellm-http client pool and inject it into the OCR route by @devin-ai-integration[bot] in #41897
feat(vertex_ai): stream Chirp speech-to-text over /v1/realtime by @devin-ai-integration[bot] in #41721
chore: consolidate CLAUDE.md into AGENTS.md by @devin-ai-integration[bot] in #41921
feat(proxy): serve the Claude Code gateway protocol under /claude_code_gateway by @devin-ai-integration[bot] in #34267
fix(responses): restore encrypted_content and apply affinity on the native WebSocket relay by @devin-ai-integration[bot] in #41893
feat(proxy): add RFC 8693 token exchange for IdP JWTs on the gateway token endpoint by @devin-ai-integration[bot] in #41485
fix(websearch): forward the deployment api_base to agentic follow-up calls on /v1/messages by @devin-ai-integration[bot] in #41918
fix(proxy): parse role_permissions where it is read by @yuneng-berri in #41924
fix(responses): announce message item before text events in the chat completions bridge by @devin-ai-integration[bot] in #41564
fix(proxy): unpin cost-map pricing copied into model_info and report pricing overrides by @devin-ai-integration[bot] in #41843
feat(websearch): let the model emit objective + multi-query search shapes by @adssoccer1 in #40399
fix(exceptions): keep internal_server_error as the public type of an upstream 500 by @devin-ai-integration[bot] in #41930
fix(proxy): dispatch llm_api_check moderation through during_call_hook by @devin-ai-integration[bot] in #41685
fix(policy_engine): deliver guardrail text rewrites on multi-choice, unfinished, and envelope-less streams by @devin-ai-integration[bot] in #41933
fix(anthropic): keep cache_control for Gemini targets on /v1/messages and normalize Anthropic ttl units by @devin-ai-integration[bot] in #41938
fix(guardrails): stop the Javelin api_version default leaking into Azure Content Safety by @devin-ai-integration[bot] in #41941
fix(alerting): clarify budget threshold messages by @gaurav-pandey-zocdoc in #39102
fix(cost): carry image and video input tokens through the Responses usage bridge (internal copy of #36887) by @devin-ai-integration[bot] in #41237
ci(unit): fail a hung test in 120s with a traceback instead of idling the shard to its step timeout by @devin-ai-integration[bot] in #41948
refactor(types): replace Any with proven types in 6 files by @devin-ai-integration[bot] in #41947
fix(proxy): register transcribe as a known provider for model grants by @yuneng-berri in #41926
feat(batches): support Mistral files/batches and per-page OCR batch cost tracking (internal copy of #40484) by @devin-ai-integration[bot] in #41934
fix(utils): reject an untranslatable tool_choice with a 400 instead of a 500 by @devin-ai-integration[bot] in #41234
fix(proxy): keep request metadata out of the cost tracking failure alert by @devin-ai-integration[bot] in #41950
fix(masker): memoize shared nodes and fail closed past the depth cap by @devin-ai-integration[bot] in #41952
fix(responses): drop tool_search and local_shell in the chat completions bridge by @devin-ai-integration[bot] in #41953
fix(rag): resolve registry stores on /v1/rag/ingest and reject providers without ingestion by @devin-ai-integration[bot] in #41940
fix(azure): send the resolved Entra ID token on image generation requests by @abhirup7 in #40147
fix(proxy): keep the raw client model out of spend logs for rejections outside the router by @devin-ai-integration[bot] in #41943
fix(cost): resolve dated openai/azure snapshots to their undated cost map entry by @devin-ai-integration[bot] in #41423
fix(proxy): /key/bulk_update writes only the fields each item carries by @devin-ai-integration[bot] in #41949
fix(cost): bill DeepSeek V4.1 Flash and V4 Pro at off-peak rates outside peak hours by @devin-ai-integration[bot] in #41960
test(cost): point dated snapshot tests at a date the cost map cannot carry by @devin-ai-integration[bot] in #41971
fix(proxy): refuse runtime writes to config-owned settings by @yuneng-berri in #41931
refactor(rust): centralize layered settings resolution by @devin-ai-integration[bot] in #41969
test(utils): isolate dated model fallback from pricing additions by @joshua-berri in #41975
test(response_metadata): anchor detailed-timing test on a fixed instant instead of wall clock by @devin-ai-integration[bot] in #41946
test(integration): literal request/response cost tracking suite on a test-owned cost map by @devin-ai-integration[bot] in #41328
chore(prices): sync Azure prices: 5 models, 5 deprecated by @berriai-litellm-provider-info-sync[bot] in #41966
feat(ocr): add Rust-only Textract and sign provider requests after host hooks by @devin-ai-integration[bot] in #41977
refactor(rust): use typed pyo3 APIs instead of getattr/import strings by @devin-ai-integration[bot] in #41981
fix(router): enforce model tpm limits against shared redis usage across replicas by @devin-ai-integration[bot] in #41915
feat(proxy): say when a stored setting is ignored because the config file owns it by @yuneng-berri in #41985
fix(otel v2): summarize embedding vectors as Langfuse observation output by @devin-ai-integration[bot] in #41982
fix(caching): scope automatic breakpoints to supported Claude transports by @tin-berri in #41920
fix(proxy): return 400 instead of 500 for /v1/responses without input by @devin-ai-integration[bot] in #41939
fix(llmguard): accept proxy async call types by @yucheng-berri in #41787
fix(model_prices): drop anthropic deprecation floors and correct azure gpt-4.1-nano retirement date by @devin-ai-integration[bot] in #41964
fix(ui): show user attribution in Top Virtual Keys usage tables by @devin-ai-integration[bot] in #40729
chore(prices): sync OpenRouter prices: 172 models, 2 new by @berriai-litellm-provider-info-sync[bot] in #41833
fix(ocr): set DeepSeek OCR sampling defaults by @devin-ai-integration[bot] in #41992
ci: remove auto-merge-price-sync workflow, the Devin sync automation merges price PRs by @devin-ai-integration[bot] in #41993
refactor(mcp): upgrade SDK2 while preserving legacy gateway behavior by @joshua-berri in #41718
revert(guardrails): drop the scoped request conversation and tools from post-call scans (#41220) by @devin-ai-integration[bot] in #41986
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #41996
test(unified_google_tests): use the Vertex global endpoint and retry 429s with backoff by @devin-ai-integration[bot] in #41995
fix(rust): refuse native routes in processes forked after the runtime started by @devin-ai-integration[bot] in #41987
fix(terraform): unlink the registry docs entries that 404 on click by @shivamrawat1 in #42003
test(integration): native responses and messages cost cases by @devin-ai-integration[bot] in #42010
fix(otel v2): map Responses API output onto the Langfuse generation output by @devin-ai-integration[bot] in #41991
test(e2e): stop the config suite locking itself out of the shared proxy by @yuneng-berri in #42008
chore: bump litellm-enterprise 0.1.68 -> 0.1.69, litellm-proxy-extras 0.4.99 -> 0.4.100 by @yuneng-berri in #42025
fix(proxy): close the config-ownership gaps QA found in the settings store by @yuneng-berri in #42009
fix(proxy): block project requests when max_budget is 0 by @ryan-crabbe-berri in #41997
fix(auth): inherit org alias, budget and rate limits for JWT and team-linked keys by @devin-ai-integration[bot] in #41681
feat(batches): run hosted_vllm batches inside LiteLLM by @devin-ai-integration[bot] in #41942
fix(proxy): forward stream response attributes through the hook boundary and merge logged applied_guardrails by @devin-ai-integration[bot] in #42027
feat(ui): configure web search interception from the Admin UI by @yuneng-berri in #42007
fix(azure): drop tool_choice when the request has no tools (internal copy of #41781) by @devin-ai-integration[bot] in #42031
fix(azure): tool choice without tools causes 400 by @dsteeley in #41781
test(mcp): verify scoped execution and OAuth credential isolation by @joshua-berri in #41731
test(e2e): cover MCP OAuth SSO and cold restart persistence by @devin-ai-integration[bot] in #41909
fix(proxy): estimate auto-router baseline costs from durable cache history by @tin-berri in #41177
fix(auto-router): show heuristic v2 score estimates in routing details by @tin-berri in #42001
feat(router): add maintained Fuse model and harness presets by @tin-berri in #41617
refactor(rust): rename legacy callback adapter crate by @devin-ai-integration[bot] in #42037
Revert "test(mcp): verify scoped execution and OAuth credential isolation" by @mateo-berri in #42039
revert(e2e): remove MCP OAuth SSO and cold restart tests by @mateo-berri in #42040
test(mcp): cover SDK redirect compatibility by @joshua-berri in #42033
feat(ui): report whether the serving proxy has applied web search interception by @yuneng-berri in #42042
fix(test): unbreak the integration-cost and proxy_e2e_anthropic_messages CircleCI jobs on main by @devin-ai-integration[bot] in #42048
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42006
feat(otel v2): opt-in llm_only span scope for Langfuse destinations and the operator Langfuse exporter by @devin-ai-integration[bot] in #41740
test(e2e): point the Nova Sonic realtime test at nova-2-sonic by @yuneng-berri in #42053
fix(team): emit audit events for member_delete and role changes and carry the final roster on team create by @devin-ai-integration[bot] in #41840
chore(prices): sync OpenRouter prices: 5 models by @berriai-litellm-provider-info-sync[bot] in #42058
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42063
chore: rebuild Admin UI bundle from main (build kXnLzJ6ylsRPmgSkCkCKM) by @yuneng-berri in #42054
fix(proxy): stop re-sending un-resendable spend batches from the Redis buffer by @devin-ai-integration[bot] in #41994
fix(router): skip cooldown for background response cost poll 404s by @devin-ai-integration[bot] in #42046
fix(router): stamp model_group when retrieving a batch, so batch tokens are attributable (internal copy of #38499) by @devin-ai-integration[bot] in #42062
test(mcp): restore scoped execution and credential isolation regressions by @joshua-berri in #42050
feat(proxy)!: refuse to start with an unset, empty, or publicly known master key by @ryan-crabbe-berri in #42019
docs: stop advertising sk-1234 as the master key in shipped configs and examples by @ryan-crabbe-berri in #42011
test(logging): add autorouter estimate keys to the GCS pub/sub spend-log golden by @devin-ai-integration[bot] in #42061
fix(router): add NotFoundErrorRetries so a retry policy can pin 404 retries by @devin-ai-integration[bot] in #42045
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42077
fix(google_genai): forward response schema and tool parameters through the generateContent adapter by @devin-ai-integration[bot] in #42067
test(e2e): restore MCP OAuth happy-path coverage (LIT-3467) by @joshua-berri in #42051
fix(mcp): tools/call no longer 404s on a worker that has not served tools/list by @devin-ai-integration[bot] in #42072
chore(prices): sync OpenRouter prices: 7 models, 6 deprecated by @berriai-litellm-provider-info-sync[bot] in #42082
fix(proxy): wait for the spend-log table before creating startup views by @devin-ai-integration[bot] in #41974
fix(guardrails): scan each choice's tool-call arguments apart on n>1 streams and log why a rewrite was discarded by @devin-ai-integration[bot] in #40986
chore(prices): sync OpenRouter prices: 1 model by @berriai-litellm-provider-info-sync[bot] in #42089
chore(prices): sync OpenRouter prices: 1 model by @berriai-litellm-provider-info-sync[bot] in #42092
chore: remove the dead telemetry flag from the SDK, proxy CLI and configs by @devin-ai-integration[bot] in #42071
docs(tests): define the tier contract for unit, integration and e2e by @devin-ai-integration[bot] in #42099
fix(proxy): coordinate v2 migration startup and qualify container recovery by @yuneng-berri in #40932
ci(tests): wire tests/unit into CircleCI and keep draining GHA shards green by @devin-ai-integration[bot] in #42103
test(unit): block external sockets at import time and add a socket policy regression test by @devin-ai-integration[bot] in #42113
fix(ci): excuse retired test-quality rules in the budget ratchet by @devin-ai-integration[bot] in #42116
test: migrate wave 1 phase 2 legacy unit tests to tests/unit by @devin-ai-integration[bot] in #42108
test(llms): migrate bedrock, baseten and base_llm batch tests to tests/unit by @devin-ai-integration[bot] in #42110
test(llms): migrate phase 6 provider unit tests to tests/unit by @devin-ai-integration[bot] in #42107
test: migrate nvidia, oci, ocr, oobabooga and openai legacy tests to tests/unit by @devin-ai-integration[bot] in #42115
test: migrate phase 9 legacy llm provider tests to tests/unit by @devin-ai-integration[bot] in #42117
test(llms): migrate phase 7 provider unit tests to tests/unit by @devin-ai-integration[bot] in #42114
test: migrate wave 1 phase 8 legacy llm tests to tests/unit by @devin-ai-integration[bot] in #42112
test(llms): migrate phase 5 provider unit tests to tests/unit by @devin-ai-integration[bot] in #42109
refactor(types): replace Any with proven types in 30 files by @devin-ai-integration[bot] in #42127
test(unit): make every tests/unit directory a package so pytest collection is unique by @devin-ai-integration[bot] in #42135
test(unit): migrate wave 1 phase 3 anthropic, apiserpent, azure and azure_ai legacy tests by @devin-ai-integration[bot] in #42118
test: migrate openai, openai_like and openrouter legacy tests to tests/unit by @devin-ai-integration[bot] in #42128
test: migrate phase 14 wave 2 provider tests to tests/unit by @devin-ai-integration[bot] in #42132
test: migrate phase 16 legacy tests to tests/unit by @devin-ai-integration[bot] in #42131
test: migrate wave 1 phase 1 legacy tests to tests/unit by @devin-ai-integration[bot] in #42123
test: migrate phase 12 legacy llm provider tests to tests/unit by @devin-ai-integration[bot] in #42137
test: migrate phase 15 legacy tests to tests/unit by @devin-ai-integration[bot] in #42136
fix(proxy): enforce virtual key budgets for JEV test routing by @devin-ai-integration[bot] in #41879
feat(fal_ai): add Seedance 2.5 / 2.0 video generation via fal queue API by @devin-ai-integration[bot] in #41980
chore(prices): sync OpenRouter prices: 11 models by @berriai-litellm-provider-info-sync[bot] in #42096
test: migrate legacy provider tests to tests/unit (wave 2, phase 13) by @devin-ai-integration[bot] in #42145
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42154
chore(prices): sync OpenRouter prices: 5 models by @berriai-litellm-provider-info-sync[bot] in #42155
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42157
fix(auth): reject deactivated JWT users and refresh cached status by @joshua-berri in #42064
fix(mcp): explain missing public client dependencies by @joshua-berri in #42148
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42162
chore(prices): sync OpenRouter prices: 3 models by @berriai-litellm-provider-info-sync[bot] in #42163
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42164
chore(prices): sync OpenRouter prices: 1 model by @berriai-litellm-provider-info-sync[bot] in #42166
chore(prices): sync OpenRouter prices: 3 models by @berriai-litellm-provider-info-sync[bot] in #42168
refactor(rust): split token counter backends by @devin-ai-integration[bot] in #42165
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42169
chore(prices): sync OpenRouter prices: 3 models by @berriai-litellm-provider-info-sync[bot] in #42175
chore(prices): sync OpenRouter prices: 4 models by @berriai-litellm-provider-info-sync[bot] in #42178
chore(prices): sync OpenRouter prices: 3 models by @berriai-litellm-provider-info-sync[bot] in #42179
chore(prices): sync OpenRouter prices: 1 model by @berriai-litellm-provider-info-sync[bot] in #42182
feat(rust): add typed secret managers and shared auth adapters by @devin-ai-integration[bot] in #42173
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42184
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42187
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42192
fix(responses): forward safety_identifier through the chat completion bridge by @devin-ai-integration[bot] in #42193
refactor(types): replace Any with proven types in 32 files by @devin-ai-integration[bot] in #42220
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42227
fix(helm): render a fixed replicaCount on componentized deployments when HPA is disabled by @devin-ai-integration[bot] in #42207
fix(proxy): return 422 instead of 429 for BudgetExceededError by @devin-ai-integration[bot] in #42097
chore(prices): sync OpenRouter prices: 1 model by @berriai-litellm-provider-info-sync[bot] in #42234
chore(prices): sync OpenRouter prices: 1 model by @berriai-litellm-provider-info-sync[bot] in #42240
chore(prices): sync OpenRouter prices: 4 models by @berriai-litellm-provider-info-sync[bot] in #42243
fix(a2a): send message/stream for Bedrock AgentCore streaming requests by @devin-ai-integration[bot] in #42239
fix(registry): add MAI-Image-2.5-Pro pricing, fix Fireworks/Together entries, absorb verified open registry PRs, add Groq deprecation and Bedrock regional Qwen3 Next pricing by @devin-ai-integration[bot] in #34941
fix(anthropic): forward safeguards and anthropic-beta unchanged on native /v1/messages by @devin-ai-integration[bot] in #42152
chore(prices): sync OpenRouter prices: 4 models by @berriai-litellm-provider-info-sync[bot] in #42246
chore(prices): sync OpenRouter prices: 3 models by @berriai-litellm-provider-info-sync[bot] in #42251
chore(prices): sync Azure prices: 1 model, 1 deprecated by @berriai-litellm-provider-info-sync[bot] in #42249
chore(prices): sync AWS Bedrock prices: 25 models [enrichment failed: AWS Bedrock, 66 held] by @berriai-litellm-provider-info-sync[bot] in #42250
test(a2a): migrate a2a_protocol legacy tests to tests/unit (wave 3 phase 17) by @devin-ai-integration[bot] in #42160
feat(proxy): default to the v2 migration resolver by @yuneng-berri in #42105
feat(auto-router): configure heuristic v2 success threshold by @tin-berri in #42252
chore(prices): sync Together AI prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42258
chore(prices): sync OpenRouter prices: 6 models, 1 new by @berriai-litellm-provider-info-sync[bot] in #42253
fix(key_generate): use the user's own budget as the ceiling for UI session personal keys by @devin-ai-integration[bot] in #41588
feat(team): show whether a member follows the team default budget and allow resetting to it by @devin-ai-integration[bot] in #41906
chore(prices): sync AWS Bedrock prices: 13 models, 1 new [1 with gaps, enrichment failed: AWS Bedrock, 38 held] by @berriai-litellm-provider-info-sync[bot] in #42254
chore(prices): sync OpenRouter prices: 7 models by @berriai-litellm-provider-info-sync[bot] in #42261
feat(proxy): add GET /utils/model_info to look up cost map info for unregistered models by @devin-ai-integration[bot] in #42121
chore(prices): sync OpenRouter prices: 4 models by @berriai-litellm-provider-info-sync[bot] in #42265
feat(xai): add grok-4.7 to the cost map by @devin-ai-integration[bot] in #42264
ci(e2e): fix the stage-mirror batch reds and keep a redacted pytest log by @devin-ai-integration[bot] in #42143
chore(prices): sync AWS Bedrock prices: 3 models [enrichment failed: AWS Bedrock, 32 held] by @berriai-litellm-provider-info-sync[bot] in #42269
chore(prices): sync OpenRouter prices: 6 models by @berriai-litellm-provider-info-sync[bot] in #42270
feat(fal_ai): add gpt-image-2.5 flare/sunburst, flux/dev and image edits by @devin-ai-integration[bot] in #42095
feat(bedrock): add us.moonshotai.kimi-k3 pricing and fill the global Kimi K3 entry by @devin-ai-integration[bot] in #42271
test(google): boot the unified Google proxy fixture with a real master key by @yuneng-berri in #42120
feat(auto-router): add JEV classifier alongside LLM classifier by @devin-ai-integration[bot] in #41886
fix(proxy): park requeued spend logs in Redis so they survive a pod restart during a DB outage by @devin-ai-integration[bot] in #42022
fix(bedrock): forward anthropic-beta headers verbatim on the Claude platform messages path by @devin-ai-integration[bot] in #42275
chore(prices): sync AWS Bedrock prices: 4 models [enrichment failed: AWS Bedrock, 26 held] by @berriai-litellm-provider-info-sync[bot] in #42279
chore(prices): sync OpenRouter prices: 3 models by @berriai-litellm-provider-info-sync[bot] in #42280
fix(azure_ai): bridge gpt-5.4+ function tools with reasoning to the Foundry Responses API by @devin-ai-integration[bot] in #42041
fix: apply configured cache_control_injection_points beside client cache_control marks by @devin-ai-integration[bot] in #41956
fix(token_counter): count replayed redacted_thinking blocks so prompt_caching keeps pinning by @devin-ai-integration[bot] in #42069
fix(mcp): paginate prompt and resource discovery by @devin-ai-integration[bot] in #39189
chore(prices): sync AWS Bedrock prices: 3 models [enrichment failed: AWS Bedrock, 18 held] by @berriai-litellm-provider-info-sync[bot] in #42290
chore(prices): sync OpenRouter prices: 1 model by @berriai-litellm-provider-info-sync[bot] in #42289
fix(router): keep prompt caching affinity when the breakpoint moves by @devin-ai-integration[bot] in #42080
feat(ui): show prompt caching requests and net savings by @tin-berri in #42055
feat(bedrock_mantle): serve /v1/messages for Claude models on Mantle's native Anthropic Messages API by @devin-ai-integration[bot] in #42049
feat(policy_engine): add default fallback policy attachments by @devin-ai-integration[bot] in #42119
fix(mcp): handle split UTF-8 routing previews by @devin-ai-integration[bot] in #34919
fix(bedrock): send s3BucketOwner on batch input and output data config by @devin-ai-integration[bot] in #42262
feat(rust): scaffold cache foundation for Python parity by @devin-ai-integration[bot] in #42196
fix(fal_ai): price images from the dimensions fal returns by @devin-ai-integration[bot] in #42282
chore(prices): sync AWS Bedrock prices: 1 model [enrichment failed: AWS Bedrock, 16 held] by @berriai-litellm-provider-info-sync[bot] in #42298
chore(prices): sync OpenRouter prices: 1 model by @berriai-litellm-provider-info-sync[bot] in #42297
feat(fal_ai): add MiniMax H3 text-to-video and reference-to-video by @devin-ai-integration[bot] in #42286
fix(ci): let the install smoke test boot its key-less proxy config by @devin-ai-integration[bot] in #42296
fix: rename the mainland China brand to Qianwen AI Platform by @devin-ai-integration[bot] in #42284
test(integration): endpoint, breakdown component and failure support in the cost harness by @devin-ai-integration[bot] in #41999
test(integration): embeddings, rerank, completions and moderations cost cases by @devin-ai-integration[bot] in #42020
chore(prices): sync OpenRouter prices: 4 models, 3 new by @berriai-litellm-provider-info-sync[bot] in #42305
test(integration): audio, image and per-unit cost cases by @devin-ai-integration[bot] in #42024
feat(ui): add upgrade banner with latest release changelog stats by @kerry-berri in #40429
fix(fal_ai): surface fal errors in video status and content instead of completed and generic 500 by @devin-ai-integration[bot] in #42306
test(integration): passthrough route cost cases by @devin-ai-integration[bot] in #42028
fix(proxy): detach stored credential when model editor selects None by @devin-ai-integration[bot] in #42291
fix(proxy): renew budget reservation counter TTL while the request is in flight by @devin-ai-integration[bot] in #40322
chore(prices): sync OpenRouter prices: 1 model by @berriai-litellm-provider-info-sync[bot] in #42320
test(integration): pricing dimension and provider reported cost cases by @devin-ai-integration[bot] in #42035
fix(anthropic): forward Claude Code safeguards and dangerous-tool-use beta to Bedrock Invoke and Vertex on /v1/messages by @devin-ai-integration[bot] in #42288
feat(edenai): add Eden AI provider across chat, Responses, Messages, embeddings, audio, images and video by @hMED22 in #41101
feat(rust-cache): serve RedisClusterCache natively as a Redis topology by @devin-ai-integration[bot] in #42317
test(integration): provider wire cost cases by @devin-ai-integration[bot] in #42052
test(e2e): replace custom endpoints_client with provider SDK clients by @mateo-berri in #34358
fix(mcp): keep oauth scopes in admin api credential redaction by @devin-ai-integration[bot] in #39805
fix(otel v2): map OCR page markdown onto the generation output by @devin-ai-integration[bot] in #42267
test(integration): proxy behaviour cost cases by @devin-ai-integration[bot] in #42060
chore(prices): sync OpenRouter prices: 1 model by @berriai-litellm-provider-info-sync[bot] in #42333
test(integration): batch and realtime cost cases by @devin-ai-integration[bot] in #42066
fix(proxy): keep config-defined deployments when a config read returns no model_list by @devin-ai-integration[bot] in #41505
feat(rust): add CyberArk Conjur secret manager backend by @devin-ai-integration[bot] in #42303
fix(rust): preserve Python settings semantics at the native boundary by @devin-ai-integration[bot] in #42300
fix(alerting): deliver every distinct alert queued in one flush window by @devin-ai-integration[bot] in #42314
fix(bedrock): keep batch S3 credentials out of chat requests and debug logs by @devin-ai-integration[bot] in #42312
fix(proxy): evict the cached user row when SCIM or /user/delete removes a user by @devin-ai-integration[bot] in #42315
fix(auth): fail closed when the team membership lookup hits a db outage by @devin-ai-integration[bot] in #42036
test(migrations): cover the release-to-release upgrade path by @yuneng-berri in #42294
feat(rust): add Azure Key Vault secret manager backend by @devin-ai-integration[bot] in #42309
feat(rust): native Azure Blob response cache backend by @devin-ai-integration[bot] in #42321
chore(prices): sync AWS Bedrock prices: 6 models [enrichment failed: AWS Bedrock, 4 held] by @berriai-litellm-provider-info-sync[bot] in #42338
chore(prices): sync OpenRouter prices: 3 models by @berriai-litellm-provider-info-sync[bot] in #42337
refactor(types): remove 1,173 Any errors across 169 backend files by @mateo-berri in #40251
fix(responses): stream one lifecycle across MCP auto-execute rounds by @Atharva-Kanherkar in #40121
fix(responses): stop agentic follow-up from passing request params twice by @chopratejas in #41560
fix(streaming): keep an explicit provider prompt_tokens=0 or completion_tokens=0 in streamed usage by @devin-ai-integration[bot] in #42323
fix(router): walk every entry of a fallback list after a mid-stream failure by @devin-ai-integration[bot] in #42283
refactor(mcp): extract explicit operation context and dispatch by @joshua-berri in #42292
test: fix stale budget-status and bad-database-url assertions by @yuneng-berri in #42339
chore(prices): sync OpenRouter prices: 3 models by @berriai-litellm-provider-info-sync[bot] in #42349
fix(responses): patch custom_tool_call_output in place on guardrail write-back by @chopratejas in #41561
feat(rust): add native disk cache backend by @devin-ai-integration[bot] in #42311
feat(auth): breached password detection, self-service change-password and forced password reset by @devin-ai-integration[bot] in #42278
feat(docker): add a quickstart compose file served from the product repo by @yuneng-berri in #42326
fix(xai): accept max_completion_tokens as a supported param by @devin-ai-integration[bot] in #42353
feat(rust): add native GCS object-store cache backend by @devin-ai-integration[bot] in #42325
feat(rust): add HashiCorp Vault secret manager crate by @devin-ai-integration[bot] in #42308
fix(proxy): apply DB-stored callback redaction settings before logger init by @devin-ai-integration[bot] in #42122
fix(mcp): keep server lists stable across refreshes by @devin-ai-integration[bot] in #41074
chore(prices): sync OpenRouter prices: 4 models, 3 deprecated by @berriai-litellm-provider-info-sync[bot] in #42357
feat(rust): add native S3 cache backend by @devin-ai-integration[bot] in #42313
feat(xiaomi_mimo): add mimo-v2.6-pro and mimo-v2.6-flash cost map rows with live e2e coverage by @devin-ai-integration[bot] in #42362
fix(bedrock): add bare moonshotai.kimi-k3 cost map entry by @devin-ai-integration[bot] in #42363
feat(cache): add native Valkey semantic cache backend by @devin-ai-integration[bot] in #42316
fix(logging_worker): make flush() survive an event loop change by @devin-ai-integration[bot] in #42355
fix(auth): let jwt team_allowed_routes paths grant auth=true passthrough by @ryan-crabbe-berri in #42346
fix(rust): declare _CacheTestHandle.valkey_semantic in native stub by @devin-ai-integration[bot] in #42364
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42365
feat(ui): add internal-user savings and auto-router usage by @tin-berri in #42026
test(model_management): cover actor edges and wildcard models by @yuneng-berri in #41769
feat(ui): expose remaining complexity router advanced settings by @devin-ai-integration[bot] in #42293
test(ui): cover dashboard form journeys by @yuneng-berri in #41773
test(router): cover legacy lowest TPM selection by @yuneng-berri in #41795
feat(proxy): report the source of alerting, UI and router settings on read by @yuneng-berri in #41788
fix(proxy): record aborted outcome when spend-log cleanup is cancelled at shutdown by @yucheng-berri in #41213
fix(router): make context-window escalation opt-in by @tin-berri in #41872
feat(cache): serve Redis Semantic caches natively in Rust by @devin-ai-integration[bot] in #42319
fix(cli): preserve newer installed status lines during setup by @tin-berri in #42356
chore(prices): sync OpenRouter prices: 4 models by @berriai-litellm-provider-info-sync[bot] in #42371
feat(agents): attach access groups to agents and enforce them for models, MCP servers and agent calls by @devin-ai-integration[bot] in #41634
fix(guardrails): run key-attached guardrails on /v1/videos by @devin-ai-integration[bot] in #42354
fix(azure): propagate asyncio.CancelledError instead of raising a 500 by @devin-ai-integration[bot] in #42295
test(e2e): cover chat and responses registry gaps by @yuneng-berri in #41794
feat(cache): serve QdrantSemanticCache natively from Rust by @devin-ai-integration[bot] in #42324
chore(prices): sync OpenRouter prices: 4 models by @berriai-litellm-provider-info-sync[bot] in #42377
feat(ui): show Capability and FUSE v2 routing forecasts by @tin-berri in #42057
fix(cache): keep native Redis semantic binding and Qdrant batch writes after merge by @devin-ai-integration[bot] in #42379
feat(ui): add per-user breakdown to team usage export by @devin-ai-integration[bot] in #42367
feat(jwt-key-mapping): accept token_id as an alternative to the plaintext key by @Louis-Vauterin in #39578
fix(openrouter): remove the retired stealth/union-alpha model from the cost map by @devin-ai-integration[bot] in #42386
feat(pricing): add xai grok-4.20 aliases and image token prices from /v1/language-models by @devin-ai-integration[bot] in #42384
test(proxy): isolate the agent read-through singleton between unknown-agent tests by @devin-ai-integration[bot] in #42389
fix(mcp): return camelCase tool keys from /v1/mcp/tools after the SDK 2 upgrade by @devin-ai-integration[bot] in #42352
fix(logging): price terminal Responses stream events from their inner response by @devin-ai-integration[bot] in #42385
fix(bedrock): send every Mantle beta in the anthropic-beta header on the bedrock/mantle route by @devin-ai-integration[bot] in #42376
fix(bedrock): sign batch S3 requests with s3_access_key_id and s3_secret_access_key by @devin-ai-integration[bot] in #42342
feat(fal_ai): add flux-lora-depth image edits and moondream3 chat completions by @devin-ai-integration[bot] in #42334
feat(proxy): opt-in litellm_call_id in JSON error bodies by @devin-ai-integration[bot] in #42391
fix(fal_ai): price non-canonical image sizes from the nearest row and honour dump options by @devin-ai-integration[bot] in #42336
fix(proxy): drop cost-map metadata echoed back on model save by @devin-ai-integration[bot] in #41944
feat(openrouter): price typesafe/jev-1.13 and add an openrouter decisions pass-through by @devin-ai-integration[bot] in #42301
feat(cost): warn and count $0 cost on billable requests by @devin-ai-integration[bot] in #42345
fix(proxy): release unclaimed budget reservations at request end by @devin-ai-integration[bot] in #42304
test(integration): move Xiaomi MiMo coverage from live e2e to the providers wire shard by @devin-ai-integration[bot] in #42395
feat(fal_ai): add queue-only /fal_ai pass-through route with spend tracking by @devin-ai-integration[bot] in #42360
fix(auth): fail closed when the JWT single-team fallback or compact editor membership read hits a DB outage by @devin-ai-integration[bot] in #42344
refactor(agentic-loop): build follow-up kwargs in one place so no executor can repeat a request param by @ryan-crabbe-berri in #42307
fix(responses): drop client_metadata and merge system messages for Databricks chat-only models by @devin-ai-integration[bot] in #42390
test(e2e-ui): check the MCP Tools tab against the upstream's own tools/list by @devin-ai-integration[bot] in #42397
test(integration): chain a proxy-issued previous_response_id in the cost suite by @devin-ai-integration[bot] in #42396
feat(rust-bridge): add cache and secret migration foundations by @devin-ai-integration[bot] in #42328
fix(proxy): surface a database outage from the user read as 503 no_db_connection by @devin-ai-integration[bot] in #42399
test(pricing): assert cache-priced vertex grok rows advertise supports_prompt_caching by @kumarpriyanshu09 in #41526
fix(bedrock): price bedrock/mantle/ deployments from the base model row by @devin-ai-integration[bot] in #42402
fix(anthropic_adapter): keep reasoning_effort a string for targets that stay on chat completions by @devin-ai-integration[bot] in #42401
chore(prices): sync OpenRouter prices: 2 models, 2 deprecated by @berriai-litellm-provider-info-sync[bot] in #42381
feat(proxy): add TinyFish Agent API passthrough with per-step billing by @Zechereh in #41099
chore(prices): sync OpenRouter prices: 2 models, 2 new by @berriai-litellm-provider-info-sync[bot] in #42407
ci: skip cost map file checks on PRs that leave the cost map untouched by @devin-ai-integration[bot] in #42406
feat(tokenizer): preserve Python defaults with opt-in Rust dispatch by @devin-ai-integration[bot] in #42174
fix(presidio): mask PII in streaming /v1/messages output by @devin-ai-integration[bot] in #42351
fix(otel v2): map completions, images, speech, transcription and moderation output onto the Langfuse generation output by @devin-ai-integration[bot] in #42394
fix(cost): honor per-second custom pricing on chat completions for every provider by @devin-ai-integration[bot] in #42403
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42418
feat(errors): prefilled GitHub issue link on unmapped internal errors by @devin-ai-integration[bot] in #42065
test(e2e): add conversational matrix across chat, messages and responses by @devin-ai-integration[bot] in #42359
fix(proxy): answer 503 no_db_connection on management routes when the caller's user read hits a database outage by @devin-ai-integration[bot] in #42410
fix(e2e-stack): print add-mask lines only under GitHub Actions by @devin-ai-integration[bot] in #42423
feat(errors): add stream and safe config flags to the bug report link by @ryan-crabbe-berri in #42428
feat(router): native compact-to-fit across conversation APIs by @tin-berri in #42074
fix(mcp): keep config-defined servers read-only by @joshua-berri in #42299
ci(code-quality): allowlist _render_json in the recursive detector by @devin-ai-integration[bot] in #42442
fix(guardrails): store the masked output in spend logs when Presidio masks the response by @devin-ai-integration[bot] in #42441
fix(jwt): accept a team alias in x-litellm-team-id by @devin-ai-integration[bot] in #42445
chore(prices): sync OpenRouter prices: 14 models, 1 deprecated [enrichment failed: OpenRouter, 5 held] by @berriai-litellm-provider-info-sync[bot] in #42438
feat(rust): align secret manager operation contexts by @devin-ai-integration[bot] in #42480
chore(prices): sync OpenRouter prices: 1 model [enrichment failed: OpenRouter, 5 held] by @berriai-litellm-provider-info-sync[bot] in #42485
feat(arize): per-team success and error sampling rates for the Arize AX callback by @devin-ai-integration[bot] in #42383
test(unit): make bedrock collector and secret scan timing tests deterministic by @devin-ai-integration[bot] in #42405
feat(anthropic): add Claude Opus 5.5 by @devin-ai-integration[bot] in #42489
fix(gemini): simplify model version check by @philschmid in #42465
fix(bedrock/claude_platform): strip body params the AWS endpoint rejects by @mateo-berri in #31203
fix(proxy): never render credential-bearing config keys in the bug report by @devin-ai-integration[bot] in #42493
fix(cost): bill batch prompts above 272K at OpenAI's long-context batch tier by @mateo-berri in #39861
fix(otel v2): map rerank and search output and the OCR, image edit and search input onto the Langfuse generation by @devin-ai-integration[bot] in #42444
test(response_metadata): make the detailed-timing receive-anchor test timezone independent by @devin-ai-integration[bot] in #42429
fix(utils): stop a nested additional_drop_params entry from crashing openai-compatible calls by @yuneng-berri in #42492
fix(jwt): say x-litellm-team-id matched no team id or alias in the 403 by @devin-ai-integration[bot] in #42495
fix(ui): surface the owner's user budget on keys without their own budget by @devin-ai-integration[bot] in #38220
test(proxy): give every ui settings endpoint test a fresh settings store by @devin-ai-integration[bot] in #42430
chore(prices): sync Azure prices: 34 models by @berriai-litellm-provider-info-sync[bot] in #42502
chore(prices): sync OpenAI prices: 25 models [enrichment failed: OpenAI, 32 held] by @berriai-litellm-provider-info-sync[bot] in #42501
feat(router): time-windowed team reservation of deployments via model_info.access_windows by @devin-ai-integration[bot] in #42398
feat(terraform): expose server_metadata on litellm_key so undeclared metadata is visible by @devin-ai-integration[bot] in #42453
fix(mcp): restore legacy SSE and bounded cancellation cleanup by @joshua-berri in #42382
chore(prices): sync Google Gemini prices: 13 models by @berriai-litellm-provider-info-sync[bot] in #42500
fix(realtime): surface an upstream handshake refusal as an error event and policy close by @devin-ai-integration[bot] in #42388
feat(openai): add GPT-6 Sol and GPT-6 Luna by @devin-ai-integration[bot] in #42515
fix(router): explain fallback outcome in plain words in the raised error by @devin-ai-integration[bot] in #42509
fix(cost): honor deployment pricing for image generation by @patel-26meet in #39311
fix(streaming): let a later usage event zero out stale cache counts (#40736) by @devin-ai-integration[bot] in #42330
fix(fal_ai): handle seconds=auto and oversized sizes for minimax h3 videos by @devin-ai-integration[bot] in #42504
fix(proxy): write key deleted audit logs for cascade and alias key deletions by @devin-ai-integration[bot] in #42446
fix(rust_bridge): keep Messages, token counter and tokenizer routes on Python by @devin-ai-integration[bot] in #42517
chore(pricing): remove retired models flagged by the provider sync by @devin-ai-integration[bot] in #42521
feat(proxy): admin-only /debug/report sharing the bug report environment by @devin-ai-integration[bot] in #42440
fix(aws_secret_manager_v2): restore secret scheduled for deletion instead of failing CreateSecret by @devin-ai-integration[bot] in #42454
feat(rust): add python-compat crate for Python data formats by @devin-ai-integration[bot] in #42510
fix(langsmith): json.dumps with default=str so non-serializable metadata does not crash batch flush by @devin-ai-integration[bot] in #42424
fix(proxy): make the lazy OpenAPI snapshot byte-identical on every Python version by @devin-ai-integration[bot] in #42519
test(rust_bridge): drop route dispatch assertions, test the bridge directly by @devin-ai-integration[bot] in #42536
fix(websearch_interception): keep intercepted searches under the parent request's session and trace by @devin-ai-integration[bot] in #41711
test(e2e): assert a cooldown reaches a sibling replica within the 1s Redis read interval by @devin-ai-integration[bot] in #42422
feat(proxy): opt-in include_guardrail_response returns guardrail_information in the response by @devin-ai-integration[bot] in #42327
feat(logs): add span type filter to request logs by @devin-ai-integration[bot] in #42491
fix(e2e): route credential, cost map, and UI login calls to the control plane by @devin-ai-integration[bot] in #42506
test(google_genai): move unified_google_tests to gemini-3.5-flash-lite by @devin-ai-integration[bot] in #42520
feat(router): add group-scoped priority routing strategy by @tin-berri in #42378
fix(fal_ai): align /fal_ai queue gate with the pricer and normalise resolution type by @devin-ai-integration[bot] in #42505
fix(fal_ai): reuse the status client and headers on the video result probe by @devin-ai-integration[bot] in #42511
refactor(rust): align the cache crates with Python and wire every native backend by @devin-ai-integration[bot] in #42530
fix(fal_ai): honour global api_base for image generation and reject non-string reasoning_effort with 400 by @devin-ai-integration[bot] in #42512
fix(ui): rename reminder markers to Ignore Custom Tags by @tin-berri in #42370
chore(prices): sync Baseten prices: 12 models, 9 new [enrichment failed: Baseten, 15 held] by @berriai-litellm-provider-info-sync[bot] in https://github.com/BerriAI/litellm/pull/42558
fix: enforce disable_custom_api_keys from general_settings by @yuneng-berri in https://github.com/BerriAI/litellm/pull/42437
feat: add configurable provider affinity header mapping by @togear in https://github.com/BerriAI/litellm/pull/41033
fix(proxy): share model rate-limit buckets between a model_group_alias and its target by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42516
test(e2e): one request lands the same spend on every surface by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42540
fix(mcp): apply post-call rewrites without stale structured output by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/41530
chore(prices): sync Baseten prices: 4 models, 4 new [enrichment failed: Baseten, 3 held] by @berriai-litellm-provider-info-sync[bot] in https://github.com/BerriAI/litellm/pull/42578
fix(otel): honor SSL_CERT_FILE and ssl_verify in OTLP HTTP exporters by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42106
chore(prices): sync OpenAI prices: 3 models by @berriai-litellm-provider-info-sync[bot] in https://github.com/BerriAI/litellm/pull/42557
fix(ssrf): point the blocked-address remediation at litellm_settings by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42508
fix(model_prices): registry audit 2026-09-22, absorb open pricing PRs by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42543
fix(gateway): expose /api/event_logging/batch on the gateway allowlist by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42572
fix(proxy): honor DATABASE_DISABLE_PREPARED_STATEMENTS in the litellm CLI by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42556
chore(prices): sync Vertex AI prices: 20 models by @berriai-litellm-provider-info-sync[bot] in https://github.com/BerriAI/litellm/pull/42577
fix(proxy): attribute provider and model_info on pre_call_hook rejections by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/41077
chore(cost-map): remove models past their deprecation date by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42435
test(vcr): guard leaked cassette patches and make injected-transport embedding tests immune by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42542
fix(otel): keep text completion choice fields beside the synthesized message by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42537
fix(mcp): preserve discovery attribution and sanitize logging headers by @joshua-berri in https://github.com/BerriAI/litellm/pull/42541
fix(proxy_cli): import proxy_server once on script-style boot by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42584
feat(bedrock): add Claude Opus 5.5 pricing and capabilities by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42588
test(e2e): hold every worker under an idle RSS budget before any traffic by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42552
feat(cost-map): add Claude Opus 5.5 for Vertex AI and Azure AI by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42599
feat(proxy): configurable key_alias_pattern for key generate, update, and regenerate by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42553
test(proxy): make two proxy-infra tests independent of sibling-test state by @yuneng-berri in https://github.com/BerriAI/litellm/pull/42581
test: count a zombie grandchild as gone in the migrate deploy timeout test by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42570
test(e2e): run the memory cell alone on the shared stack by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42518
fix(caching): keep embedding cache hits aligned with request inputs by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42571
chore(prices): sync xAI prices: 3 models, 3 new [3 with gaps] by @berriai-litellm-provider-info-sync[bot] in https://github.com/BerriAI/litellm/pull/42591
fix(otel): record the GenAI exception event through the Logs API on both OpenTelemetry lines by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42431
fix(spend): return 400 from /spend/calculate for a model with no pricing row by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42497
fix(anthropic): return 400 instead of 500 when a content list holds a bare string by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42420
feat(rust): add standalone cost calculator by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42604
feat(logging): add normalized_error cluster key to error_information by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/41715
test(bedrock): point unit tests at model ids still in the cost map by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42606
feat(rust): add immutable model catalog crate by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42605
fix(ui): let the Create Key user picker find users by user_id, not just email by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/41687
test(cost_calculator): point image-generation deployment price test at a live gemini row by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42615
test(utils): accept the per-size image cost keys in the price-map schema check by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42612
fix(ollama): send PNG and JPEG images without requiring Pillow. by @Pawan-Shahane in https://github.com/BerriAI/litellm/pull/41979
fix: answer get_api_base for github_copilot and chatgpt without running the login flow by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42602
test: point CircleCI-only suites at models still in the cost map by @yuneng-berri in https://github.com/BerriAI/litellm/pull/42617
fix: drop duplicate cache_read_input_token_cost_batches keys from the price maps by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42623
fix(s3): replace colons in generated log filenames by @mubashir1osmani in https://github.com/BerriAI/litellm/pull/40452
test(realtime): drop legacy InvalidStatusCode tests and pin websockets imports by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42624
fix(bedrock): treat blank AWS_S3_* env vars as unset for batch jobs by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42528
ci(test-unit): drop dead misc shard paths and skip missing paths with a warning by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42603
fix(proxy): keep the in-flight daily spend batch when shutdown cancels the flush by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42593
fix(utils): isolate callback errors in async_post_call_success_deployment_hook by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42535
test(e2e): add secret manager lanes for HashiCorp Vault and CyberArk Conjur by @yujonglee-berri in https://github.com/BerriAI/litellm/pull/42503
feat(ui): simplify auto-router setup and clarify feature limits by @moe-berri in https://github.com/BerriAI/litellm/pull/42625
feat(ui): add native LiteAdmin assistant by @tin-berri in https://github.com/BerriAI/litellm/pull/42443
fix(mcp): preserve credential authority in DCR bridge authentication by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42563
feat(ci): close open pull requests superseded by a merged fix on their linked issue by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42609
test(cost): repoint the Azure image cost test at gpt-image-2 by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42631
feat(logger): dispatch Python logging through the Rust diagnostics processor by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42616
fix(bedrock): drop unsupported sampling params on converse reasoning models by @emerzon in https://github.com/BerriAI/litellm/pull/39834
test(utils): raise the post-success hook error from a guardrail in the failure-hook regression by @devin-ai-integration[bot] in https://github.com/BerriAI/litellm/pull/42646
chore(docker): bump wolfi-base digest to pick up glibc 2.44-r6 by @yuneng-berri in https://github.com/BerriAI/litellm/pull/42643
chore: bump litellm-enterprise 0.1.69 -> 0.1.70, litellm-proxy-extras 0.4.100 -> 0.4.101, litellm 1.103.0 -> 1.104.0 by @yuneng-berri in https://github.com/BerriAI/litellm/pull/42633
fix: repair seven regressions caught by CircleCI on main by @yuneng-berri in https://github.com/BerriAI/litellm/pull/42640

New Contributors

@clonylu made their first contribution in #41203
@zoroyihan7 made their first contribution in #40243
@adssoccer1 made their first contribution in #40399
@gaurav-pandey-zocdoc made their first contribution in #39102
@abhirup7 made their first contribution in #40147
@chopratejas made their first contribution in #41560
@kumarpriyanshu09 made their first contribution in #41526
@Zechereh made their first contribution in #41099
@philschmid made their first contribution in #42465
@patel-26meet made their first contribution in #39311
@togear made their first contribution in https://github.com/BerriAI/litellm/pull/41033
@Pawan-Shahane made their first contribution in https://github.com/BerriAI/litellm/pull/41979

Full Changelog: v1.103.0-dev.2...v1.104.0-dev.1

Claude Opus 5.5: Benchmarks, Pricing, and Real-World Performance

2026-09-23T00:00:00+00:00

Anthropic's Opus 5.5 explained: terminal bench and GDPval scores, 40% lower cost per task, and how it performs in hands-on coding tests.

Firecrawl's Developer Index: Better Web Search for Coding Agents

2026-09-23T00:00:00+00:00

Firecrawl's Developer Index feeds AI coding agents live GitHub issues, PRs, and changelogs instead of stale blog posts from general web search.

How to Run MiMo-V2.6-Flash-RL Locally with vLLM or SGLang

2026-09-23T00:00:00+00:00

A deployment guide to MiMo-V2.6-Flash-RL, Xiaomi's 309B MoE model with 15B active params, covering SGLang and vLLM setup.

MiMo V2.6: Xiaomi's Open Model Trained Live for $3.5M

2026-09-23T00:00:00+00:00

Xiaomi's MiMo V2.6 Pro and Flash are open-weight models trained in a livestreamed RL run, rivaling GPT-5.6 and Claude Opus on coding benchmarks.

Are AI Labs Hiding Solved Math Problems? Scott Aaronson's Claims Explained

2026-09-23T00:00:00+00:00

Scott Aaronson says OpenAI and Anthropic may be sitting on unpublished math breakthroughs after backlash over a Navier-Stokes proof claim.

How OpenAI's Codex Turned Computer Use From Party Trick to Tool

2026-09-23T00:00:00+00:00

OpenAI engineers explain how Codex's computer-use feature clicks, browses and fills forms across your desktop, and why it took years to get reliable.

Opus 5.5 vs GPT-6 Sol: Which Model Wins Real Tasks?

2026-09-23T00:00:00+00:00

A hands-on test of Opus 5.5 vs GPT-6 Sol across websites, video edits, and dashboards, comparing quality, speed, and cost per task.

Bonsai 2 27B: A 27B Model That Runs in Under 6GB on a Laptop

2026-09-23T00:00:00+00:00

Bonsai 2 27B uses ternary quantization to shrink a 27B model to under 6GB while keeping 98% of FP16 performance. Here's how it works.

File uploads in a React app: What to use and pricing breakdown (2026)

2026-09-23T00:00:00+00:00

Best ways to upload files in React (2026): Which providers make sense, architecture decisions, pricing and more.

Bonsai 2 27B Benchmarks: Does Ternary Quantization Actually Hold Up?

2026-09-23T00:00:00+00:00

Bonsai 2 27B claims 98.2% of FP16 intelligence at ~1.72 bits per weight. Here's how its benchmarks compare to conventional 2-bit and 4-bit builds.

[260923] String handling in Linux Shell can actually be simpler

2026-09-23T00:00:00+00:00

TLDR

x str: A minimalist Shell string processing tool provided by x-cmd, eliminating the need to memorize tr, cut, sed, or awk.
Transform & Modify: Provides upper / lower (case conversion), trim (strip whitespace), slice (substring), and replace (text replacement).
Split & Check: Supports split / join (splitting & joining) as well as startswith / endswith (prefix/suffix validation).
Utility Suite: Built-in len (length), indexof (index), repeat (repetition), and md5 / sha256 / base64 encoding and hashing.

What's the best object storage for a SaaS? (September 2026 Comparison)

2026-09-23T00:00:00+00:00

A comparison of Cloudflare R2, AWS S3, and Upstash Blob for SaaS use cases.

AI News — 2026-09-23

2026-09-23T00:00:00+00:00

Daily AI development news summary for 2026-09-23

Best Embedding Models in 2026

2026-09-23T00:00:00+00:00

An embedding model decides what your retrieval system can find. We shortlisted the embedding models in our catalog for English RAG, multilingual retrieval, code search, text-and-image retrieval, and low-cost indexing, sent live requests to each one, and recorded their prices, context windows, and default vector sizes so you can pick a candidate and test it on your own data.

Run Bonsai 2 27B Locally on a Mac: Ternary Quantization Explained

2026-09-23T00:00:00+00:00

Bonsai 2 27B compresses a 27B reasoning model to 8.6GB with ternary weights, hitting ~47 tok/s on an M5 Max MacBook via MLX.

AIHubMix updates — September 23, 2026

2026-09-23T00:00:00+00:00

New models Added claude-opus-5-5 : Anthropic’s flagship model for agentic coding, large codebases, computer use, and complex work. Added gpt-6-sol : OpenAI’s model for complex coding, agent workflows, and long-context reasoning. It supports text and image input, a 1.05M-token context window, and up to 128K output. Added gpt-6-luna : OpenAI’s efficient model for focused, high-volume tasks. It supports text and image input, a 1.05M-token context window, and up to 128K output.

StoreRadar

2026-09-22T21:40:27.019179+00:00

Search, count and inspect 2.6M+ live Shopify stores from your AI assistant. Filter by installed apps, tech stack, theme, country and catalog size. Read only. Free to connect.

v0.9.66

2026-09-22T21:40:05+00:00

Feature: five new language extractors — COBOL (.cbl/.cob/.cobol/.cpy; programs, paragraphs, PERFORM/CALL/COPY, pure-regex, no new dependency) (#3713, thanks @Abdul535), VB.NET (.vb; case-insensitive types/methods, Inherits/Implements/Handles) (#3717, thanks @Abdul535), R (.r/.R; assignment-form function defs, library/source, S4/R6 classes) (#3715, thanks @Abdul535), Solidity (.sol; contracts/interfaces/libraries, is inheritance, imports, modifiers) (#3716, thanks @Abdul535), and Erlang (.erl/.hrl/.escript; modules, functions by arity, behaviours, local + remote foo:bar() calls) (#3714, thanks @Abdul535). The R and Erlang grammars ship via the r/erlang extras (they have no standalone PyPI wheel); Solidity and VB.NET have their own extras.
Feature: Go interface method requirements now resolve to the interface, and their parameter/return types emit references edges (#3672, #3737, thanks @rajatnagda45, @oleksii-tumanov).
Feature: a Rust self.method() call resolves across files for simple generic impls (impl<T> Foo<T>) (#3653, thanks @oleksii-tumanov).
Fix: graph.json is now deterministic across runs — update/extract/cluster-only/label pin PYTHONHASHSEED via a one-time re-exec, so hash-seed-sensitive community detection (Leiden/Louvain) produces identical output run-to-run and matches hook-triggered rebuilds (#3743, #3641, thanks @ayushcodes10).
Fix: a same-relation edge collision now keeps the higher-confidence edge (EXTRACTED over INFERRED) instead of resolving by arrival order (#3711, thanks @shobhitagnihotri69).
Fix: a spec-conformant method-node duplicate (dropped class segment / leading dot) is now deduplicated onto its canonical AST node, gated on a method-shaped label and a single unambiguous candidate (#3719, #3705, thanks @shobhitagnihotri69).
Fix: intra-module Go imports_from edges now repoint onto the imported package's real file nodes instead of dangling at a go_pkg_ sink; external/stdlib imports stay external (#3748, thanks @carterko23).
Fix: Cargo introspection discovers a Cargo.toml in a subdirectory when none sits at the scan root (e.g. Tauri's src-tauri/), degrades gracefully instead of aborting the whole extraction when no manifest is found, and resolves workspace = true inherited dependency identity from [workspace.dependencies] (#3740, #3739, thanks @ayushcodes10; #3734, thanks @oleksii-tumanov).
Fix: MCP get_node/get_neighbors now accept the node identifier under node_id/id, not only label, so agents that spell the argument differently no longer get a missing-argument error (#3725, thanks @ahm3dwasim).
Fix: graphify install no longer corrupts line endings (writes preserve the file's existing EOLs instead of rewriting to CRLF on Windows) and re-install is properly idempotent (a marker-bounded replace instead of a bare substring check) (#3741, #3668, thanks @ayushcodes10).
Fix: community labeling retries a valid-but-truncated LLM response and reports how many communities kept a structural fallback name, instead of silently leaving them unlabeled (#3708, thanks @Ha1baraA11).
Fix: a stale .graphify_root marker (moved/deleted/symlink-loop target) is now ignored with a fall-back to the graph's directory, and the marker value resolves to an absolute path when GRAPHIFY_OUT is a shared absolute directory (#3707, thanks @Ha1baraA11; #3735, #3375, thanks @ayushcodes10).

Opus Growth | The MCP Connector for Ad Platforms

2026-09-22T17:16:17.475353+00:00

Hosted MCP connector to manage Google Ads, Meta Ads, Microsoft Advertising, TikTok Ads and LinkedIn Ads from Claude, ChatGPT and any MCP client. Real write actions with approval gates.

SendRaven

2026-09-22T12:03:30.865582+00:00

SendRaven is email infrastructure for AI agents. Send, read replies as threads, run campaigns and automations, with limits on the API key.

Day 0 Support: GPT-6 Sol and GPT-6 Luna

2026-09-22T12:00:00+00:00

Day 0 support for GPT-6 Sol and GPT-6 Luna on LiteLLM, at half the price of their GPT-5.6 counterparts.

AI Search September 2026 Update: Social Media Impact

2026-09-22T10:34:51+00:00

Get insights from the AI Search September 2026 Update, highlighting LinkedIn's growth and the overall challenges faced by social platforms.

Day 0 Support: Xiaomi MiMo V2.6

2026-09-22T10:00:00+00:00

Day 0 support for Xiaomi MiMo V2.6 Pro and Flash on LiteLLM, priced on the native route for the first time.

Day 0 Support: Claude Opus 5.5

2026-09-22T10:00:00+00:00

Day 0 support for Claude Opus 5.5 on the LiteLLM AI Gateway. Use it across Anthropic, Bedrock, Gemini Enterprise Agent Platform, and Azure.

What Is Nemotron 3.5 Lightning

2026-09-22T00:00:00+00:00

Nemotron 3.5 Lightning is NVIDIA's open-weight 30B mixture-of-experts model with about 3B active parameters per token, built for the high-volume execution calls in an agent run. This post covers what the architecture means, how the model compares with Nemotron 3 Ultra, what context and features each OpenRouter endpoint exposes, and how to call it with structured outputs.

Context7 Search: A Grounding API for Coding Agents

2026-09-22T00:00:00+00:00

Ground your coding agent in official documentation with one REST request. Send a question and get back verified, attributed, token-efficient snippets.

Batch API: half-price inference by bundling requests

2026-09-22T00:00:00+00:00

Send a whole workload in one POST, collect the results within 24 hours, and typically pay half the per-token price. Across 230k+ batches that completed over our two week beta period, the median finished in 7 minutes.

AI News — 2026-09-22

2026-09-22T00:00:00+00:00

Daily AI development news summary for 2026-09-22

Is Jev as Accurate as Frontier Models at Classification?

2026-09-22T00:00:00+00:00

Claude Opus 5 leads OpenRouter's classification task ranking by spend. We sent the same 3,080 Banking77 utterances to it and to Jev 1.13 through the Decisions API. Opus scored 84.4% to Jev's 81.0%, and Jev answered in 175 ms at $0.11 per thousand requests against 2.3 seconds and $2.42 for Opus.

AIHubMix updates — September 22, 2026

2026-09-22T00:00:00+00:00

New models Added mimo-v2.6-flash : Xiaomi’s natively multimodal efficient model for frequent calls and large-scale professional tasks. Added mimo-v2.6-pro : Xiaomi’s natively multimodal flagship reasoning model for complex projects, coding, research, and long-running agent tasks. It supports a 1M-token context window. Added mimo-v2.6-pro-ultraspeed : Xiaomi’s speed-focused Pro variant, delivering up to 20 times faster output for latency-sensitive use cases. Added grok-4.7 : xAI’s flagship model for coding, agentic tasks, and professional knowledge work, with stronger self-verification and long-context handling.

Introducing DolphinBench: Mapping the Pareto Frontier of Agent Memory

2026-09-22T00:00:00+00:00

DolphinBench evaluates agent memory through task completion. Three personas, roughly 500k tokens of history each, 600 action tests, with accuracy, cost, and latency on one leaderboard.

Building the Future of Software Engineering in Latin America

2026-09-22T00:00:00+00:00

Cognition is expanding into Latin America, starting in São Paulo, building on years of work with the region’s largest banks, consumer leaders, and technology companies.

Pally

2026-09-21T23:34:32.566682+00:00

Pally is a remote MCP server available at https://agent.pally.com.

Claude Code server-side auto mode through LiteLLM

2026-09-21T12:00:00+00:00

Anthropic is moving Claude Code auto mode's safety classifier server-side. LiteLLM's native /v1/messages route now forwards the safeguards contract, and the fix ships in the dev release on September 22. Here is the contract, what changed, when it ships, and how to verify it.

Day 0 Support: Grok 4.7

2026-09-21T10:00:00+00:00

Day 0 support for Grok 4.7 on LiteLLM, at the same price as Grok 4.6.

What Is Jev? TypeSafe's Decision Model Explained for Developers

2026-09-21T00:00:00+00:00

Jev reads text and returns typed answers with probabilities instead of prose. Here's what that means, three live API calls, how to read the numbers, and how to call it with an OpenRouter key.

Jev vs LLM-as-a-Judge

2026-09-21T00:00:00+00:00

An LLM judge writes a verdict. Jev returns a probability. We graded the same labeled answers and expert-rated summaries with both, and the difference decides which one you should use for a given rubric. Jev matched the LLM judge on agreement at a fifth of the cost and a tenth of the latency, and its probabilities meant what they said. The LLM judge won on the open rubric.

Two Hours of Work That Takes a Week

2026-09-21T00:00:00+00:00

For Descript, testing a new model was a couple of hours of work and a week of waiting. The team removed the waiting. Evaluations run in an hour or two now, and nobody has to ask an engineer for time. This post covers the queue, what replaced it, and what changed once evaluation ran several times a week.

Redis Arrays on Upstash: How They Differ from Lists

2026-09-21T00:00:00+00:00

Upstash Redis now supports the Array type from Redis 8.8. Here is why it was needed, how it differs from lists, the new use cases it unlocks, and when to use each one.

AI News — 2026-09-21

2026-09-21T00:00:00+00:00

Daily AI development news summary for 2026-09-21

[260921] Choosing architecture, extracting, adding to PATH—installing CLI is too tedious

2026-09-21T00:00:00+00:00

TLDR

x eget: A minimalist CLI manager by x-cmd for GitHub Releases.
- Auto-Match: Automatically downloads the correct binary for your OS and architecture.
- Run Instantly: Use snap to try tools directly without installing them.
- Easy Maintenance: Simple commands to install (use), list (usels), and update (upgrade) tools.
- Fast & Secure: Includes SHA-256 verification and automatic download acceleration.

Mintlify now supports WebMCP

2026-09-21T00:00:00+00:00

Mintlify documentation sites now expose typed WebMCP tools that browser agents can use to search, read, and navigate documentation directly.

Devin updates — September 21, 2026

2026-09-21T00:00:00+00:00

Attach a Folder to a Message You can now attach a whole folder to a Devin message by dropping it on the composer or choosing "Upload folder". The folder is compressed in your browser and attached as a single zip file. More Automatic Merge-Conflict Fixes Devin now fixes merge conflicts on its PRs automatically more often: within 12 hours of session activity (36 hours if the PR is approved), including conflicts that reappear after an earlier one was fixed. Shell Command Durations in the Worklog Finished shell commands in the session worklog now show how long they took, so slow commands are easy to spot. Full Links for PRs, Issues, and Commits Devin now links PRs, issues, and commits it mention

v0.9.65

2026-09-20T17:47:41+00:00

Security: the svg/all extras now floor Pillow at >=12.3.0 for CVE-2026-54058 (Pillow was pulled in transitively via matplotlib). Note: Pillow 12.3.0 dropped its glibc<2.27 cp310 Linux wheel, so a very old-glibc Python 3.10 host with the svg/all extra builds Pillow from sdist (#3698, thanks @viral-antuit).
Feature: a Go interface's method requirements (type Foo interface { Bar() }) now attach to the interface node, so calls resolve to them (#3672, thanks @rajatnagda45).
Feature: a Swift protocol's method requirements (protocol P { func f() }) now attach to the protocol node (#3673, thanks @rajatnagda45).
Fix: Java enum body members (methods/constructor/fields after the constants) now attach to the enum, not the file, and intra-enum calls resolve (#3674, thanks @rajatnagda45).
Fix: a Verilog module instantiation now links to the module's local definition instead of a phantom duplicate; a genuinely external module stays a sourceless stub (#3675, thanks @rajatnagda45).
Fix: JS/TS let/const bindings are now scoped to their own block rather than the whole function, so a block-local binding no longer suppresses a genuine indirect_call edge elsewhere in the function; var stays function-scoped (#3688, thanks @ayushcodes10).
Fix: the incremental rebuild no longer purges AST nodes it just reported as fail-closed "kept" — the eviction pass re-checks the kept set, so a moved-file/symlink layout can't deadlock the shrink guard into refusing every update (#3697, #3695, thanks @hopstreax).
Fix: graph.html no longer crashes vis-network with a stack overflow on large graphs — nodes are seeded on a spiral before physics runs so overlap-avoidance can't blow the layout recursion (#3699, thanks @sanjaiyan-dev).
Fix: node and edge tooltips now show special characters literally (C++ templates like vector<int>, generics, &, quotes) instead of raw HTML entities, while the HTML sinks that need escaping keep it (#3686, #3664, thanks @hopstreax).
Docs: repository links now point at Graphify-Labs/graphify instead of the old account (including in generated wiki output), translated READMEs use the current logo, GitHub issue/PR templates were added, and the Enterprise link was corrected (#3692, #3694, #3693, thanks @Abdul535).

Ceny API Flash DeepSeek V4.1 w porównaniu: 30% zniżki na AIHubMix vs OpenRouter

2026-09-20T12:45:58+00:00

DeepSeek V4.1 Flash jest teraz dostępny na AIHubMix i OpenRouter. Obsługuje wejścia tekstowe i obrazowe, okno kontekstowe o pojemności 1M tokenów…

JEV Classifier: 5.43x as Fast as Haiku, 96% Lower Cost

2026-09-20T10:15:00+00:00

JEV classified requests 5.43x as fast as Haiku by median latency in our AI Gateway benchmark. Explore the setup, cost savings and methodology.

TypeSafe Jev on LiteLLM

2026-09-20T10:00:00+00:00

TypeSafe AI's Jev lands in LiteLLM v1.103.0-rc: call it through the proxy with logging and cost tracking.

Dlaczego Gemini nagle stał się chiński bez powodu?

2026-09-20T08:21:10+00:00

Gemini może od czasu do czasu generować tekst w języku chińskim w swoim rozumowaniu lub ostatecznej odpowiedzi, nawet gdy oczekujesz angielskiego. Zwykle…

v1.103.0-rc.1

2026-09-20T07:10:47+00:00

Verify Docker Image Signature

All LiteLLM Docker images are signed with cosign. Every release is signed with the same key introduced in commit 0112e53.

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/0112e53046018d726492c814b3644b7d376029d0/cosign.pub \
  ghcr.io/berriai/litellm:v1.103.0-rc.1

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/v1.103.0-rc.1/cosign.pub \
  ghcr.io/berriai/litellm:v1.103.0-rc.1

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

test(cost_map): stop pinning supports_reasoning absent on the openrouter o1 entry by @devin-ai-integration[bot] in #41734
fix(model_prices): add cache-read pricing to Mistral chat models missing it by @devin-ai-integration[bot] in #41736
refactor(rust): isolate legacy callback contract by @devin-ai-integration[bot] in #41752
test(cost_map): drop tests that pin provider-owned catalog values by @devin-ai-integration[bot] in #41763
test(e2e/ui): wait for the filtered budget list before clicking a row action by @yuneng-berri in #41756
chore(prices): sync OpenRouter prices: 443 models, 191 new, 4 deprecated by @berriai-litellm-provider-info-sync[bot] in #41727
fix(batches): bill Bedrock Titan embedding batch lines from inputTextTokenCount by @devin-ai-integration[bot] in #41767
fix(proxy): persist only the keys a caller changed in save_config by @yuneng-berri in #41748
chore(prices): sync OpenRouter prices: 2 models, 1 deprecated by @berriai-litellm-provider-info-sync[bot] in #41770
fix(proxy): run prompt injection heuristics off the event loop by @devin-ai-integration[bot] in #41541
fix(proxy): evict jwt key mapping cache on user, team, org, and bulk key deletion by @devin-ai-integration[bot] in #41707
refactor(ui): remove unused HelpLink and HelpIcon components by @devin-ai-integration[bot] in #41644
chore(ui): remove orphaned ROLE_STYLES and RoleStyle from pretty messages view by @devin-ai-integration[bot] in #41645
chore(ui): remove never-rendered GuardrailConfig mock component and its test by @devin-ai-integration[bot] in #41646
chore(ui): remove unused NewBadge component and its test by @devin-ai-integration[bot] in #41647
chore(ui): remove dead compareUI ModelSelector and its test by @devin-ai-integration[bot] in #41649
refactor(ui): remove unused createCredentialFromModel helper and CredentialValues interface by @devin-ai-integration[bot] in #41650
refactor(ui): drop unused cost-tracking barrel re-exports and response types by @devin-ai-integration[bot] in #41651
refactor(ui): drop unused rolesAllowedToSeeUsage, viewOnlyRoles and isViewOnlyRole exports by @devin-ai-integration[bot] in #41653
chore(ui): remove unused access-groups type interfaces by @devin-ai-integration[bot] in #41655
refactor(ui): remove dead networking exports and orphaned Claude Code marketplace helpers by @devin-ai-integration[bot] in #41656
refactor(ui): remove dead useKeyList hook from key_list.tsx by @devin-ai-integration[bot] in #41657
chore(ui): remove orphaned useDeleteProject hook and its test by @devin-ai-integration[bot] in #41658
refactor(interactions): remove expired use_legacy_interactions_schema shim by @devin-ai-integration[bot] in #41663
refactor(rust): align crates with Python package layering by @devin-ai-integration[bot] in #41829
chore(prices): sync OpenRouter prices: 15 models, 6 deprecated by @berriai-litellm-provider-info-sync[bot] in #41772
refactor(proxy): make the config file win over the database by @yuneng-berri in #41779
fix(ui): let admins change a model's team from the model edit page by @devin-ai-integration[bot] in #40700
fix(ui): show per-second pricing for video models instead of $0.00 token costs by @devin-ai-integration[bot] in #39308
fix(cost): bill cache-read tokens at the input rate when the map has no cache-read rate by @devin-ai-integration[bot] in #41832
fix(responses): honor nested additional_drop_params paths by @devin-ai-integration[bot] in #40730
feat(router): reject with 429 when a deployment's max_parallel_requests slots are all in use by @devin-ai-integration[bot] in #41555
perf: defer fastapi and tiktoken BPE imports out of import litellm by @devin-ai-integration[bot] in #41585
feat(proxy): add Amazon Transcribe pass-through with completion-time job pricing by @devin-ai-integration[bot] in #41515
feat(proxy): per-key default budget for dynamically created customers by @devin-ai-integration[bot] in #41636
feat(mcp): show live gateway sessions by AI client and user by @devin-ai-integration[bot] in #41692
ci: replace the title-similarity duplicate bot with a Codex semantic check by @ryan-crabbe-berri in #40935
feat(proxy): temporary budget increase for team members by @devin-ai-integration[bot] in #41620
feat(vault): add separate login and secret namespaces for HashiCorp Vault by @devin-ai-integration[bot] in #41539
feat(vertex_ai): stream GCS batch output files from /v1/files/{id}/content by @devin-ai-integration[bot] in #41506
feat(a2a): reach Microsoft Foundry agents with Entra auth and versioned card discovery by @devin-ai-integration[bot] in #41511
fix(azure): strip litellm format field from file and image content parts by @devin-ai-integration[bot] in #41275
ci: classify new issues into domain, provider, kind, priority and lift labels by @ryan-crabbe-berri in #41695
fix(router): validate routing_groups at save time and keep invalid DB groups from blocking SSO load by @devin-ai-integration[bot] in #41351
fix(bedrock): send aws_session_tags on every STS call via one typed auth struct by @ryan-crabbe-berri in #40500
fix(anthropic): register thinking-binding-controls-2026-08-01 in beta headers config by @clonylu in #41203
feat(guardrails): add TypeSafe Jev relevance-based compaction guardrail by @devin-ai-integration[bot] in #41757
feat(keys): let team service account keys use key management endpoints for their own team by @devin-ai-integration[bot] in #40807
test(docs): read only the first column of the router_settings reference table by @devin-ai-integration[bot] in #41860
fix(scim): accept entitlements and roles entries without a value on SCIM user PUT by @devin-ai-integration[bot] in #41830
perf(proxy): split aggregated usage query into key-free rollups and bounded top-N keys by @devin-ai-integration[bot] in #41293
chore(deps): bump anyio from 4.13.0 to 4.14.2 by @dependabot[bot] in #41846
feat(proxy): limit repeated failed Admin UI sign-in attempts by @devin-ai-integration[bot] in #40982
fix(proxy): make SettingsStore.clear() terminate when the config file owns a key by @devin-ai-integration[bot] in #41862
feat(vscode): add LiteLLM language model provider extension by @devin-ai-integration[bot] in #41865
feat(mcp): let proxy admins force-close live MCP sessions and revoke stored user credentials by @devin-ai-integration[bot] in #41725
feat(models): add qwen3.8 flash rows, fix Cohere embed v3 context, Bedrock Mantle and OpenRouter pricing by @devin-ai-integration[bot] in #41754
fix(azure): keep api-version query after vector store search path by @devin-ai-integration[bot] in #41384
fix(router): honor stream_timeout on the SDK-native passthrough route (/v1/messages, /converse) by @devin-ai-integration[bot] in #41875
fix(proxy): track team member spend when the member has no budget by @devin-ai-integration[bot] in #41349
feat(proxy): add Azure AI Speech pass-through route by @devin-ai-integration[bot] in #41557
fix(responses): stop managed Responses WebSocket from leaking litellm_params into provider request body by @devin-ai-integration[bot] in #33101
feat(rust): port exception_type to litellm-core-utils by @devin-ai-integration[bot] in #41873
fix(ui): show internal user email in logs table and log detail drawer by @devin-ai-integration[bot] in #40737
fix(router): report null cost for unpriced deployments instead of 0 by @devin-ai-integration[bot] in #40878
feat(azure_ai): support FLUX.2 flex images by @emerzon in #39424
fix(mistral): accept reasoning_effort on all models and drop client_metadata for Codex compatibility by @devin-ai-integration[bot] in #41062
feat(passthrough): deepgram streaming /v1/listen WebSocket passthrough with duration-based cost tracking by @devin-ai-integration[bot] in #41554
test(ocr): declarative provider x auth x input matrix, fix Rust 401 mapping by @devin-ai-integration[bot] in #41884
fix(proxy): classify Azure Speech short audio behind a prefixed api base by @devin-ai-integration[bot] in #41882
feat(proxy): add LiteLLM_DailyGlobalSpend key-free rollup for the usage dashboard by @devin-ai-integration[bot] in #41324
fix(proxy): keep requested model guardrails and key disable_fallbacks on rate-limit fallback by @devin-ai-integration[bot] in #41783
fix(bedrock): carry s3_endpoint_url and s3_region_name into file content downloads by @devin-ai-integration[bot] in #41138
ci(duplicate-check): let Codex reach GitHub from its sandbox by @ryan-crabbe-berri in #41883
fix(proxy): resolve model_group_alias to its target for /v1/models metadata by @devin-ai-integration[bot] in #41483
fix(proxy): reset sibling tpm/rpm counters when the shared rate limit window rolls over by @devin-ai-integration[bot] in #41838
feat(ui): link MCP Servers page to the user's connected MCP servers by @devin-ai-integration[bot] in #41888
fix(proxy): name the blocking guardrail in x-litellm-applied-guardrails by @devin-ai-integration[bot] in #41583
fix(responses): merge deployment litellm_params into native websocket response.create frames by @devin-ai-integration[bot] in #41881
feat: honor eager_input_streaming on Bedrock and Anthropic Claude tools by @devin-ai-integration[bot] in #41871
fix(otel): keep caller traceparent and tracestate on pass-through relays by @devin-ai-integration[bot] in #41786
ci: remove the dead Agent Shin triage workflows and scripts by @devin-ai-integration[bot] in #41894
fix: set vertex gemma-4-26b-a4b-it-maas context window to 262144 by @devin-ai-integration[bot] in #41887
refactor(rust): formalize legacy callback contract by @devin-ai-integration[bot] in #41885
fix(gemini): preserve candidates with finishReason and no content (#40477) by @devin-ai-integration[bot] in #41892
fix(team): apply team_member_budget updates to members still on the team default by @devin-ai-integration[bot] in #41347
fix(enterprise): resolve openai_moderations model at call time and default to omni-moderation-latest by @devin-ai-integration[bot] in #41895
fix(proxy): track project spend and enforce project budgets additively by @devin-ai-integration[bot] in #41354
fix(proxy): refuse config-owned keys on POST /config/update by @devin-ai-integration[bot] in #41868
test(integration): cover off-peak pricing on a live proxy by @devin-ai-integration[bot] in #41901
fix(proxy): requeue daily spend rows when the commit fails without the Redis buffer by @devin-ai-integration[bot] in #41878
fix(responses): emit typed streaming failure events by @zoroyihan7 in #40243
fix(bedrock): clamp maxTokens to the 16-token minimum for OpenAI GPT and xAI Grok models on Converse by @devin-ai-integration[bot] in #41870
chore(model_info): backfill reseller Gemini entries from provider catalogs and prune retired ids by @devin-ai-integration[bot] in #41902
feat(mcp): allowlist MCP client applications at the gateway by @devin-ai-integration[bot] in #41667
fix(schema): classify off_peak_pricing as a structured object in the model prices schema generator by @devin-ai-integration[bot] in #41847
fix(rate_limiter): render the 429 reset time in UTC as labelled by @devin-ai-integration[bot] in #41911
ci(issues): comment which release carries the fix when a pull request closes an issue by @ryan-crabbe-berri in #41910
feat(proxy): let team admins manage projects via team_admin_editable_team_fields by @devin-ai-integration[bot] in #41916
fix(bedrock): sign batch retrieve and cancel with deployment credentials when AWS_BEARER_TOKEN_BEDROCK is set by @devin-ai-integration[bot] in #41904
fix(websearch_interception): surface a failed search as a web_search_tool_result_error block and end the turn by @devin-ai-integration[bot] in #41905
fix(cost_calc): default fireworks cached input to the documented 50% discount when the map has no cache-read rate by @devin-ai-integration[bot] in #41917
fix(timing): anchor response duration and overhead at proxy receive time by @devin-ai-integration[bot] in #41891
feat(xai): add speech-to-text (Grok Voice Transcribe) via /v1/audio/transcriptions by @devin-ai-integration[bot] in #41914
feat(rust): add litellm-http client pool and inject it into the OCR route by @devin-ai-integration[bot] in #41897
feat(vertex_ai): stream Chirp speech-to-text over /v1/realtime by @devin-ai-integration[bot] in #41721
chore: consolidate CLAUDE.md into AGENTS.md by @devin-ai-integration[bot] in #41921
feat(proxy): serve the Claude Code gateway protocol under /claude_code_gateway by @devin-ai-integration[bot] in #34267
fix(responses): restore encrypted_content and apply affinity on the native WebSocket relay by @devin-ai-integration[bot] in #41893
feat(proxy): add RFC 8693 token exchange for IdP JWTs on the gateway token endpoint by @devin-ai-integration[bot] in #41485
fix(websearch): forward the deployment api_base to agentic follow-up calls on /v1/messages by @devin-ai-integration[bot] in #41918
fix(proxy): parse role_permissions where it is read by @yuneng-berri in #41924
fix(responses): announce message item before text events in the chat completions bridge by @devin-ai-integration[bot] in #41564
fix(proxy): unpin cost-map pricing copied into model_info and report pricing overrides by @devin-ai-integration[bot] in #41843
feat(websearch): let the model emit objective + multi-query search shapes by @adssoccer1 in #40399
fix(exceptions): keep internal_server_error as the public type of an upstream 500 by @devin-ai-integration[bot] in #41930
fix(proxy): dispatch llm_api_check moderation through during_call_hook by @devin-ai-integration[bot] in #41685
fix(policy_engine): deliver guardrail text rewrites on multi-choice, unfinished, and envelope-less streams by @devin-ai-integration[bot] in #41933
fix(anthropic): keep cache_control for Gemini targets on /v1/messages and normalize Anthropic ttl units by @devin-ai-integration[bot] in #41938
fix(guardrails): stop the Javelin api_version default leaking into Azure Content Safety by @devin-ai-integration[bot] in #41941
fix(alerting): clarify budget threshold messages by @gaurav-pandey-zocdoc in #39102
fix(cost): carry image and video input tokens through the Responses usage bridge (internal copy of #36887) by @devin-ai-integration[bot] in #41237
ci(unit): fail a hung test in 120s with a traceback instead of idling the shard to its step timeout by @devin-ai-integration[bot] in #41948
refactor(types): replace Any with proven types in 6 files by @devin-ai-integration[bot] in #41947
fix(proxy): register transcribe as a known provider for model grants by @yuneng-berri in #41926
feat(batches): support Mistral files/batches and per-page OCR batch cost tracking (internal copy of #40484) by @devin-ai-integration[bot] in #41934
fix(utils): reject an untranslatable tool_choice with a 400 instead of a 500 by @devin-ai-integration[bot] in #41234
fix(proxy): keep request metadata out of the cost tracking failure alert by @devin-ai-integration[bot] in #41950
fix(masker): memoize shared nodes and fail closed past the depth cap by @devin-ai-integration[bot] in #41952
fix(responses): drop tool_search and local_shell in the chat completions bridge by @devin-ai-integration[bot] in #41953
fix(rag): resolve registry stores on /v1/rag/ingest and reject providers without ingestion by @devin-ai-integration[bot] in #41940
fix(azure): send the resolved Entra ID token on image generation requests by @abhirup7 in #40147
fix(proxy): keep the raw client model out of spend logs for rejections outside the router by @devin-ai-integration[bot] in #41943
fix(cost): resolve dated openai/azure snapshots to their undated cost map entry by @devin-ai-integration[bot] in #41423
fix(proxy): /key/bulk_update writes only the fields each item carries by @devin-ai-integration[bot] in #41949
fix(cost): bill DeepSeek V4.1 Flash and V4 Pro at off-peak rates outside peak hours by @devin-ai-integration[bot] in #41960
test(cost): point dated snapshot tests at a date the cost map cannot carry by @devin-ai-integration[bot] in #41971
fix(proxy): refuse runtime writes to config-owned settings by @yuneng-berri in #41931
refactor(rust): centralize layered settings resolution by @devin-ai-integration[bot] in #41969
test(utils): isolate dated model fallback from pricing additions by @joshua-berri in #41975
test(response_metadata): anchor detailed-timing test on a fixed instant instead of wall clock by @devin-ai-integration[bot] in #41946
test(integration): literal request/response cost tracking suite on a test-owned cost map by @devin-ai-integration[bot] in #41328
chore(prices): sync Azure prices: 5 models, 5 deprecated by @berriai-litellm-provider-info-sync[bot] in #41966
feat(ocr): add Rust-only Textract and sign provider requests after host hooks by @devin-ai-integration[bot] in #41977
refactor(rust): use typed pyo3 APIs instead of getattr/import strings by @devin-ai-integration[bot] in #41981
fix(router): enforce model tpm limits against shared redis usage across replicas by @devin-ai-integration[bot] in #41915
feat(proxy): say when a stored setting is ignored because the config file owns it by @yuneng-berri in #41985
fix(otel v2): summarize embedding vectors as Langfuse observation output by @devin-ai-integration[bot] in #41982
fix(caching): scope automatic breakpoints to supported Claude transports by @tin-berri in #41920
fix(proxy): return 400 instead of 500 for /v1/responses without input by @devin-ai-integration[bot] in #41939
fix(llmguard): accept proxy async call types by @yucheng-berri in #41787
fix(model_prices): drop anthropic deprecation floors and correct azure gpt-4.1-nano retirement date by @devin-ai-integration[bot] in #41964
fix(ui): show user attribution in Top Virtual Keys usage tables by @devin-ai-integration[bot] in #40729
chore(prices): sync OpenRouter prices: 172 models, 2 new by @berriai-litellm-provider-info-sync[bot] in #41833
fix(ocr): set DeepSeek OCR sampling defaults by @devin-ai-integration[bot] in #41992
ci: remove auto-merge-price-sync workflow, the Devin sync automation merges price PRs by @devin-ai-integration[bot] in #41993
refactor(mcp): upgrade SDK2 while preserving legacy gateway behavior by @joshua-berri in #41718
revert(guardrails): drop the scoped request conversation and tools from post-call scans (#41220) by @devin-ai-integration[bot] in #41986
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #41996
test(unified_google_tests): use the Vertex global endpoint and retry 429s with backoff by @devin-ai-integration[bot] in #41995
fix(rust): refuse native routes in processes forked after the runtime started by @devin-ai-integration[bot] in #41987
fix(terraform): unlink the registry docs entries that 404 on click by @shivamrawat1 in #42003
fix(otel v2): map Responses API output onto the Langfuse generation output by @devin-ai-integration[bot] in #41991
test(e2e): stop the config suite locking itself out of the shared proxy by @yuneng-berri in #42008
chore: bump litellm-enterprise 0.1.68 -> 0.1.69, litellm-proxy-extras 0.4.99 -> 0.4.100 by @yuneng-berri in #42025
fix(proxy): close the config-ownership gaps QA found in the settings store by @yuneng-berri in #42009
fix(proxy): block project requests when max_budget is 0 by @ryan-crabbe-berri in #41997
fix(auth): inherit org alias, budget and rate limits for JWT and team-linked keys by @devin-ai-integration[bot] in #41681
feat(batches): run hosted_vllm batches inside LiteLLM by @devin-ai-integration[bot] in #41942
fix(proxy): forward stream response attributes through the hook boundary and merge logged applied_guardrails by @devin-ai-integration[bot] in #42027
feat(ui): configure web search interception from the Admin UI by @yuneng-berri in #42007
fix(azure): drop tool_choice when the request has no tools (internal copy of #41781) by @devin-ai-integration[bot] in #42031
fix(azure): tool choice without tools causes 400 by @dsteeley in #41781
test(mcp): verify scoped execution and OAuth credential isolation by @joshua-berri in #41731
test(e2e): cover MCP OAuth SSO and cold restart persistence by @devin-ai-integration[bot] in #41909
fix(proxy): estimate auto-router baseline costs from durable cache history by @tin-berri in #41177
fix(auto-router): show heuristic v2 score estimates in routing details by @tin-berri in #42001
feat(router): add maintained Fuse model and harness presets by @tin-berri in #41617
refactor(rust): rename legacy callback adapter crate by @devin-ai-integration[bot] in #42037
Revert "test(mcp): verify scoped execution and OAuth credential isolation" by @mateo-berri in #42039
revert(e2e): remove MCP OAuth SSO and cold restart tests by @mateo-berri in #42040
test(mcp): cover SDK redirect compatibility by @joshua-berri in #42033
feat(ui): report whether the serving proxy has applied web search interception by @yuneng-berri in #42042
fix(test): unbreak the integration-cost and proxy_e2e_anthropic_messages CircleCI jobs on main by @devin-ai-integration[bot] in #42048
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42006
feat(otel v2): opt-in llm_only span scope for Langfuse destinations and the operator Langfuse exporter by @devin-ai-integration[bot] in #41740
test(e2e): point the Nova Sonic realtime test at nova-2-sonic by @yuneng-berri in #42053
fix(team): emit audit events for member_delete and role changes and carry the final roster on team create by @devin-ai-integration[bot] in #41840
chore(prices): sync OpenRouter prices: 5 models by @berriai-litellm-provider-info-sync[bot] in #42058
chore(prices): sync OpenRouter prices: 2 models by @berriai-litellm-provider-info-sync[bot] in #42063
chore: rebuild Admin UI bundle from main (build kXnLzJ6ylsRPmgSkCkCKM) by @yuneng-berri in #42054
test(mcp): migrate the mcp test helpers to the mcp 2.x MCPServer API by @yuneng-berri in #42075
test(logging): add autorouter estimate keys to the GCS pub/sub spend-log golden by @yuneng-berri in #42076
test(batches): skip the Bedrock GovCloud batch e2e until its secrets are provisioned by @yuneng-berri in #42081

New Contributors

@clonylu made their first contribution in #41203
@zoroyihan7 made their first contribution in #40243
@adssoccer1 made their first contribution in #40399
@gaurav-pandey-zocdoc made their first contribution in #39102
@abhirup7 made their first contribution in #40147

Full Changelog: v1.103.0-dev.2...v1.103.0-rc.1

v1.102.0: Merge pull request #42059 from BerriAI/litellm_backport_42053_rc_1_102_0

2026-09-20T00:36:17+00:00

test(e2e): backport the Nova Sonic nova-2-sonic model fix to rc/1.102.0

AI News — 2026-09-20

2026-09-20T00:00:00+00:00

Daily AI development news summary for 2026-09-20

[260920] How to gracefully store temporary state in Shell scripts? x-cmd v0.10.10

2026-09-20T00:00:00+00:00

TLDR

x-cmd v0.10.10 released, introducing x fskv as the core feature:
- Filesystem as a database: Uses directories and files directly to organize Key-Value pairs, supporting hierarchical paths and unified operations like put/get/ls/rm.
- Minimalist state management: Eliminates the need for Redis or SQLite services, providing lightweight support for Shell, CI, and Agents to share state across tasks and machines.
- Other bug fixes & updates: Fixed cross-platform binary selection issues in x eget, as well as parameter handling and documentation example issues in x str.

AIHubMix updates — September 20, 2026

2026-09-20T00:00:00+00:00

New models Added step-5-preview : StepFun’s next-generation flagship preview for real-world tasks, especially programming and professional knowledge work.

Jev vs LLM: When to Use a Decision Model Instead of Generating Text

2026-09-19T00:00:00+00:00

Jev returns typed judgments with probabilities. An LLM returns prose. We benchmarked both on 100 support cases through OpenRouter, then wired them together so Jev routes and the LLM writes.

AI News — 2026-09-19

2026-09-19T00:00:00+00:00

Daily AI development news summary for 2026-09-19

[260919] Tried out the recently trending Omarchy: A good-looking and fun Agent Linux

2026-09-19T00:00:00+00:00

TLDR

Omarchy is an out-of-the-box Agent Linux distro featuring unified styling, pre-built dev environments, on-demand tool downloads, and built-in AI Agent monitoring with system configuration support.

v0.9.64

2026-09-18T21:16:55+00:00

Feature: Terraform block attributes (ami, instance_type, cidr_block, tags, and the like) are now preserved on the resource/data/module node and are queryable and searchable, with typed values (bool/number/list/map) and nested blocks kept separate from direct attributes. Secret-named attribute values (password, *secret*, *token*, *_key, connection strings) are redacted before they reach graph.json or the model, so a hardcoded credential in a .tf file does not leak (#3644, thanks @hopstreax).
Feature: JavaScript inside an inline <script> block of a PHP file is now indexed as JS (functions and calls) under the PHP file node, mirroring the Vue/Svelte embedded-script handling, with source lines mapped back to the real file positions (#3627, #2320, thanks @ayushcodes10).
Feature: a Rust self.method() call now resolves across files for simple generic impls (impl<T> Foo<T>), extending the split-impl resolution to generic types while staying fail-closed on bounded, where, trait, and concrete-instantiation shapes (#3653, thanks @oleksii-tumanov).
Feature: a Kotlin Receiver.method() call now resolves across files when the receiver's object/class (or its companion object) is declared in another file (#3598, #1698, thanks @ayushcodes10).
Feature: a C++ scope-qualified static call Foo::bar() now resolves to a definition in another translation unit even when it survived extraction only as a qualified-label node (#3613, #2348, thanks @ayushcodes10).
Fix: an npm package subpath import (import x from "pkg/sub") now resolves to the same node as the bare package import, so a dependency no longer fragments into separate external nodes (#3601, thanks @ayushcodes10).
Fix: export now detects a stale .graphify_analysis.json sidecar and reconstructs communities from graph.json, comparing partition structure rather than just the node-id set, so a stale sidecar can no longer override fresh update data (#3557, #2386, thanks @ayushcodes10).
Fix: incremental update now reconciles Markdown-family links across .md/.mdx/.qmd/.skill, and a document whose parse fails no longer has its authored links pruned (#3655, thanks @oleksii-tumanov).
Fix: extraction diagnostics now separate external references (out-of-corpus $ref/import targets) from genuinely dangling edges, so an expected external reference is no longer reported as a broken endpoint (#3590, thanks @DevChiniwala).

Scoped automation triggers, editor agent integrations, and more

2026-09-18T21:10:59+00:00

Automations

Scoped GitHub triggers: Custom automations can now trigger on GitHub topics and filter to paths and specific authors.
GitHub topic search: When you configure a repository-topic trigger, Mintlify suggests topics from your organization's repositories so you can pick one without leaving the settings page.
Automatic merge conflict resolution: Automations now resolve merge conflicts on their own pull requests without needing you to open the PR first. See Resolve merge conflicts.
Automations menu: A new Automations menu in the dashboard topbar links to your automations, runs, and settings. Sidebar automation cards show a live count of runs that need review.
Runs tab improvements: The Runs tab now shows a preview deployment link and lets you open a run in the editor, view run details, or edit the automation's settings.

Editor agent

Connected integrations as tools: The agent can call your connected third-party apps while researching and editing. The agent can prompt you to connect a new integration when it needs one.
Roll back edits: Ask the agent to undo a change and it reverts the pages it edited in the current session.
Current page context: The agent now sees the page you have open and its unsaved edits, so requests like "fix this section" apply to what you are working on.

Editor collaboration

@mentions: Type @ in a page to mention a teammate. Mentioned teammates get a notification.
Profile picture uploads: Upload a profile picture from your account settings. It appears on comments, mentions, and collaborator avatars.
Workspace folder icons: Edit the icon on a workspace folder from its menu. Folder metadata is preserved when you move or rename it.
Emoji favicons: A new Emojis tab in the icon picker lets you set an emoji as a page icon, and emoji icons render as the editor tab favicon.
Reorder shared and starred pages: Drag pages in Shared with me and Starred to set the order you want. The order syncs across your devices.
Version history redesign: The version history panel has a refreshed layout that's easier to scan when comparing revisions.
Faster editor rendering: Visual mode renders, switches pages, and scrolls faster.

Dashboard

Rebuilt Activity page: The Activity page has a new layout and shows richer details.
SSO login route: A new login route detects SSO configuration for your email domain and sends you to the right identity provider. The SSO connection limit is raised to 25.
Assistant layout settings: Deployment settings include options for the assistant layout so you can control how the assistant appears on your published site.

Analytics

Sort and export improvements: Page ratings support sort order, feedback shows the page URL, and assistant analytics exports include feedback ratings.
Page filter polish: The page filter opens on the currently selected page, resets with the clear button, and shows All pages as the default label.
Page-scoped popular pages, referrals, and top agents: These analytics widgets accept a page filter so you can drill into a single page.

Published sites

Related pages on authenticated sites: Related pages now appear on sites protected by Mintlify authentication.
Copy assistant responses: Select text and copy full responses from the assistant.

Bug fixes

Editor publishing: Pending edits are saved before publishing, deleted page titles show in the publish panel, publish retries when the branch lock is held, GitHub same-path replaces succeed, GitLab create collisions no longer break publish, and rows the server keeps after publish are preserved.
Editor: Language switcher options are disabled for pages without a translation, new page paths update until the first commit, slash commands rank by relevance, frontmatter edits are preserved during Git sync, source-mode comments no longer show false conflicts, and the page title is preserved across navigation.
Automations: Folder selection and topic search work correctly in the create flow, automatic conflict resolution skips mandatory PR mode when needed, and the trigger options popover collapses cleanly.
OpenAPI and API playground: Reverse-proxy guides render for sites with a base path, schema validation errors stay on one line, and locally-ignored OpenAPI specs are marked stale on full updates.
Client and hosting: RSS URLs no longer duplicate base paths, custom and frame pages render without a layout shift on load, and color swatches pick their theme value in CSS.

Auto-Router: Switching Tiers Without Encrypted Content Failures

2026-09-18T10:00:00+00:00

How LiteLLM safely removes undecryptable encrypted reasoning from cross-tier follow-ups so Auto-Router can keep routing requests

Reduce agent context with TypeSafe Jev and LiteLLM

2026-09-18T10:00:00+00:00

Use TypeSafe Jev to remove old tool results from bot conversations and enable compaction for a team in LiteLLM.

Day 0 Support: Qwen3.8-Omni-Flash

2026-09-18T10:00:00+00:00

Day 0 support for Qwen3.8-Omni-Flash on LiteLLM, with text, image, audio and video input.

Jev wyjaśniony: Jak dodać szybkie, typowane decyzje do agenta AI

2026-09-18T07:19:59+00:00

Jev najlepiej rozumieć jako warstwę decyzyjną dla oprogramowania. Odczytuje tekst lub zorganizowany stan i zwraca zdefiniowane klasyfikacje, wyniki oraz…

v1.103.0-dev.2

2026-09-18T02:42:04+00:00

Verify Docker Image Signature

All LiteLLM Docker images are signed with cosign. Every release is signed with the same key introduced in commit 0112e53.

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/0112e53046018d726492c814b3644b7d376029d0/cosign.pub \
  ghcr.io/berriai/litellm:v1.103.0-dev.2

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/v1.103.0-dev.2/cosign.pub \
  ghcr.io/berriai/litellm:v1.103.0-dev.2

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(fireworks-ai): bill cache-write, reasoning and audio tokens via the shared cost calculator by @devin-ai-integration[bot] in #41339
feat(guardrails): singulr v2 API contract with logging_only, pre_mcp_call and post_mcp_call by @yucheng-berri in #41329
ci(image-scan): ignore zlib CVE-2026-85091 until Wolfi ships the fix by @yuneng-berri in #41353
feat(e2e): reuse exact provider responses for 24 hours by @yuneng-berri in #41346
fix(xai): keep 'instructions' on the xAI Responses API so system messages survive web search by @devin-ai-integration[bot] in #38254
feat(ui): configure capability and Fuse v2 classifiers by @tin-berri in #41315
fix(anthropic): tolerate message_delta events without usage when streaming by @devin-ai-integration[bot] in #41336
test(router): ignore deployment-selection logs in the fallback log assertion by @yuneng-berri in #41358
test(proxy): assert budget resets decrement the cleared spend by @yuneng-berri in #41359
fix(e2e): expect models filters to persist after reload by @yuneng-berri in #41348
fix(e2e): record cookie-setting provider responses and keep prompt-caching tests live by @yuneng-berri in #41366
fix(responses): recount tokens when a streamed response completes without usage by @devin-ai-integration[bot] in #41337
fix(ui): simplify Capability and Fuse advanced routing options by @tin-berri in #41371
fix(mcp): authorize JWT OAuth credential persistence by @joshua-berri in #41314
feat(router): stream shadow traffic and fan out silent_model to multiple targets by @devin-ai-integration[bot] in #41368
perf(content_filter): scan a bounded window per streamed chunk by @devin-ai-integration[bot] in #41407
fix(proxy): hide model allowlist from client-facing model access denied errors by @devin-ai-integration[bot] in #41310
feat(http): opt-in outbound HTTP/2 for httpx clients by @devin-ai-integration[bot] in #41268
refactor(rust): remove gateway, config, router, realtime, and Rust trace-parity instrumentation by @devin-ai-integration[bot] in #41432
fix(guardrails): don't add post_call output scan for MCP-only Presidio modes by @devin-ai-integration[bot] in #40571
chore(prices): sync Azure, Azure AI, Gemini, OpenAI, Bedrock, Together AI, Fireworks and Vertex prices: 278 models, 59 new, 30 deprecated by @berriai-litellm-provider-info-sync[bot] in #41154
fix(rag): forward retrieval_filter from retrieval_config to vector store search by @devin-ai-integration[bot] in #34427
refactor(rust): extract auth and cache crates by @devin-ai-integration[bot] in #41464
fix(proxy): default litellm_trace_id to the OTel server span trace id by @devin-ai-integration[bot] in #41386
chore(codeowners): add ryan and kerry as owners of the cost map by @devin-ai-integration[bot] in #41333
fix(responses): guard empty-choices chunks in the Responses API streaming bridge by @devin-ai-integration[bot] in #34455
chore(prices): sync Google Gemini prices: 22 models by @berriai-litellm-provider-info-sync[bot] in #41457
fix(bedrock): forward userContext in Knowledge Base Retrieve requests by @devin-ai-integration[bot] in #41475
ci(rust): split rust jobs, use nextest and Swatinem/rust-cache by @devin-ai-integration[bot] in #41480
fix(fireworks_ai): flatten dict-form reasoning_effort to its effort string by @devin-ai-integration[bot] in #41335
fix(proxy): never forward the LiteLLM virtual key to Anthropic on the /anthropic passthrough by @devin-ai-integration[bot] in #41340
fix(proxy): rename AWS Secrets Manager secret when key alias changes by @devin-ai-integration[bot] in #41468
feat(otel): promote nested request metadata keys to litellm.metadata.* span attributes by @devin-ai-integration[bot] in #41462
fix(proxy): sync AWS Secrets Manager on body-less key regenerate and key alias changes by @devin-ai-integration[bot] in #41458
fix(http_handler): keep a handler alive while a response it issued is still reading by @max-sixty in #34829
fix(bedrock): make prompt caching work on the Nova InvokeModel route by @devin-ai-integration[bot] in #41343
ci(migrations): flag defaulted ADD COLUMN on request-log tables by @devin-ai-integration[bot] in #41460
feat(prometheus): add customer (end_user) budget gauges by @devin-ai-integration[bot] in #41472
fix(otel): drop None metric and event attributes before OTLP export by @devin-ai-integration[bot] in #36815
fix(anthropic): carry the served model from message_start onto stream chunks by @devin-ai-integration[bot] in #41446
fix(models): rolling registry audit: Gemini latest aliases, Nova cache pricing, OpenRouter/Together sync, Mistral GLM 5.3, Azure snapshots, Grok caching by @devin-ai-integration[bot] in #41112
fix(router): count TPM/RPM usage before building rate-limit headers by @devin-ai-integration[bot] in #41474
feat(guardrails): release buffered stream chunks after each passing scan by @devin-ai-integration[bot] in #41425
fix!: re-check budget on router fallback targets by @runjivu in #41379
refactor(ocr): move file preparation from the python bridge into litellm-core by @devin-ai-integration[bot] in #41489
feat(s3): add s3_log_prompts_only option to log prompts without responses by @devin-ai-integration[bot] in #41327
feat(team): team-level model_max_budget with key-level overrides by @devin-ai-integration[bot] in #41330
feat(keys): filter /key/list by active, expired, revoked or deleted status and serve deleted keys from /key/info by @devin-ai-integration[bot] in #41311
feat(proxy): expose lifetime total_spend on virtual keys by @devin-ai-integration[bot] in #41403
fix(proxy): release completed max-parallel slots promptly by @elifozdamar in #40843
feat(ui): accept ssh clone urls when registering a skill by @devin-ai-integration[bot] in #35418
fix(prices): dedupe Nova cache_read_input_token_cost keys left by a text merge by @yuneng-berri in #41496
fix(otel): propagate W3C trace context on HTTP and WebSocket passthrough by @devin-ai-integration[bot] in #40669
fix(proxy): remove duplicate user budget hook that 429'd zero-cost models by @devin-ai-integration[bot] in #41345
test(logging): pick this test's own records out of the shared log batch by @yuneng-berri in #41487
test(together_ai): move request-shape checks to the mapped file, drop the live ones by @yuneng-berri in #41360
feat(ui): shared URL-state layer for tables and tabs by @ryan-crabbe-berri in #41331
feat(e2e): make the provider cache reusable across builds and mount Bedrock behind it by @yuneng-berri in #41402
fix(mcp): fail closed on missing upstream credentials by @joshua-berri in #41364
feat(rust): scaffold Redis cache crate by @devin-ai-integration[bot] in #41501
fix(dashscope): forward reasoning_effort to the provider by @devin-ai-integration[bot] in #37506
fix(proxy): carry litellm_call_id through endpoint specific error logs and failure responses by @devin-ai-integration[bot] in #41356
fix(proxy): retry rate-limit fallbacks from a pristine request snapshot by @devin-ai-integration[bot] in #40596
fix(gemini): map minimal thinking to low for Gemini 3.7 and 3.8 Flash by @devin-ai-integration[bot] in #41201
fix(proxy): stop forwarding LiteLLM credential headers on Bedrock agent-runtime passthrough by @devin-ai-integration[bot] in #41504
fix(streaming): estimate interrupted Anthropic stream usage from reasoning_content by @devin-ai-integration[bot] in #41503
fix(azure_ai): route Responses API to native /openai/v1/responses for Foundry Models by @devin-ai-integration[bot] in #33856
fix(proxy): show all model groups to proxy admins in /model_group/info by @devin-ai-integration[bot] in #41094
feat(proxy): let proxy admins choose which team fields team admins may edit by @ryan-crabbe-berri in #39996
fix(bedrock): neutralize orphaned tool blocks instead of raising or injecting a dummy tool (internal copy of #31400) by @devin-ai-integration[bot] in #41513
feat(ui): persist organizations and projects list, detail tab and key table state in the URL by @ryan-crabbe-berri in #41445
fix(bedrock_mantle): accept and forward verbosity on gpt-5.x chat completions by @devin-ai-integration[bot] in #41509
test: cover database transactions and persisted accounting by @yuneng-berri in #41073
test: provider wire contracts, streaming and recovery by @yuneng-berri in #41075
fix(mcp): count admin static headers as api_key credential slots by @devin-ai-integration[bot] in #41514
ci: auto-merge provider-info-sync PRs when CI, Greptile and Bugbot are clean by @devin-ai-integration[bot] in #41494
feat(rust): add standalone framing crate by @devin-ai-integration[bot] in #41500
fix(proxy): enforce tag budgets for tags added by guardrails by @devin-ai-integration[bot] in #40842
fix(utils): run post-call deployment hook on converted chat streams by @devin-ai-integration[bot] in #41495
fix(e2e): bind provider-cache recordings to the deployment's test, not the serving process by @yuneng-berri in #41520
test: add extension and browser integration contracts by @yuneng-berri in #41078
fix(logging): scan each log record once and collapse base64 payloads before the secret regex by @devin-ai-integration[bot] in #40934
fix(spend_tracking): attribute router-rejected requests to the model group provider by @devin-ai-integration[bot] in #41507
feat(router): discover token limits for hosted OpenAI-compatible models by @devin-ai-integration[bot] in #41508
feat(proxy): let team admins edit rpm_limit and max_budget when enabled by @ryan-crabbe-berri in #41525
fix(otel): fit per-index OpenInference messages to the span's remaining attribute budget by @devin-ai-integration[bot] in #41498
test(aws): verify rotated secret value by @yuneng-berri in #41524
test(e2e): read a deleted key back as deleted, not as a 404 by @yuneng-berri in #41551
fix(otel v2): map the caller's Langfuse user, session and tags onto the root and generation spans by @devin-ai-integration[bot] in #41140
test: fix seven tests left stale by #41311, #41337, #39996, #41310, #41289 and #41315 by @yuneng-berri in #41527
test(budgets): cover management null handling by @yuneng-berri in #41563
test(e2e): drop the auto-router select "opens below" spec by @yuneng-berri in #41568
fix(guardrails): stream Prompt Security post_call redactions in incremental_diff mode by @devin-ai-integration[bot] in #41558
fix(guardrails): give post-call scans the scoped request conversation and tools by @devin-ai-integration[bot] in #41220
feat(openrouter): add stealth/union-alpha to the model cost map by @devin-ai-integration[bot] in #41576
test(management): cover project authorization lifecycle by @yuneng-berri in #41573
feat(rust): map Anthropic Messages transformations by @yujonglee-berri in #41531
fix(e2e): clear the three standing errors in the scheduled Buildkite suite by @yuneng-berri in #41616
refactor(rust_bridge): declarative route catalog and shared runtime selection by @devin-ai-integration[bot] in #41479
fix(mock_completion): keep the resolved provider so router custom pricing resolves for azure_ai deployments by @devin-ai-integration[bot] in #41623
fix(mcp): restrict health discovery to virtual key grants by @joshua-berri in #41609
fix(mcp): preserve request-selected guardrails during tool execution by @joshua-berri in #41619
refactor(ocr): mirror Python provider layout and preserve tests by @yujonglee-berri in #41550
test(fireworks_ai): stop pinning vision support on minimax-m3 by @devin-ai-integration[bot] in #41627
perf(spend_tracking): index LiteLLM_SpendLogs by (api_key, startTime) by @etiennechabert in #37983
fix(proxy): reject non-string model with 400 and log its spend as unknown-model by @devin-ai-integration[bot] in #41633
test(together_ai): stop pinning successor deprecation status by @devin-ai-integration[bot] in #41635
chore(prices): sync Together AI prices: 6 models, 6 deprecated [sync failed: Google Gemini] by @berriai-litellm-provider-info-sync[bot] in #41570
fix(budgets): page end-user cache invalidation after a budget reset by @ryan-crabbe-berri in #41488
chore: bump litellm-proxy-extras 0.4.98 -> 0.4.99 by @yuneng-berri in #41659
fix(tests): resolve the integration support package without run.py's PYTHONPATH by @yuneng-berri in #41373
fix(ui): keep untimed guardrail entries on the request lifecycle by @yuneng-berri in #41374
fix(anthropic-bridge): convert mid-conversation system turns to user turns on /v1/messages to chat completions by @devin-ai-integration[bot] in #41493
fix(bedrock): support aws-sdk-bedrock-runtime 0.10/0.11 in Bedrock Realtime by @devin-ai-integration[bot] in #41542
feat(cli): deprecate the litellm-proxy entrypoint in favour of lite by @devin-ai-integration[bot] in #41673
fix(scim): align pagination count validation with RFC 7644 by @zachbernstein-sdx in #41444
fix(bedrock): never emit Converse cachePoint for OpenAI-family models by @devin-ai-integration[bot] in #41419
fix(images): stop forwarding the raw image[] and mask[] form keys by @mateo-berri in #39512
feat(management_v1): bulk update team member budgets by @ryan-crabbe-berri in #41632
refactor(rust): extract provider translations by @devin-ai-integration[bot] in #41690
feat(cli): rename lite autoroute up/down to start/stop, keeping the old names as deprecated aliases by @devin-ai-integration[bot] in #41672
fix(responses): keep the addressed response id off bridged provider requests by @devin-ai-integration[bot] in #41689
fix(license): let a wildcard allowed_features license grant the auto_router feature by @devin-ai-integration[bot] in #41684
fix(ui): list every provider in the cache leakage by-model table by @devin-ai-integration[bot] in #40875
fix(team): keep a forked member budget's reset window and audit bulk member budget writes by @ryan-crabbe-berri in #41686
feat(proxy): add TypeSafe AI Jev evaluate passthrough with registry-priced spend tracking by @devin-ai-integration[bot] in #41607
test(e2e): cover bedrock batch file upload and create in the us-gov-west-1 partition by @devin-ai-integration[bot] in #41536
feat(grafana): add all-metrics dashboard and fix stale dashboard_v2 gauges by @devin-ai-integration[bot] in #41578
fix(cost): price Azure PTU spillover requests at standard token rates by @devin-ai-integration[bot] in #41569
build(deps): bump soupsieve to 2.9.2 to clear the osv-scan advisories by @devin-ai-integration[bot] in #41703
fix(fireworks_ai): restore supports_vision on minimax-m3 in the cost map by @devin-ai-integration[bot] in #41699
feat(policy_engine): explicit priority for policy attachment execution order by @devin-ai-integration[bot] in #41571
feat(router): add TypeSafe Jev as a complexity router classifier by @devin-ai-integration[bot] in #41615
ci(auto-merge): stop requiring Greptile and Bugbot on price sync pull requests by @devin-ai-integration[bot] in #41678
fix(ui): persist disabling cache control injection points on model update by @devin-ai-integration[bot] in #40632
fix(bedrock): gate Invoke tool search on the model map for Opus 4.8 and gen 5 Claude by @devin-ai-integration[bot] in #41702
fix(proxy): propagate db model renames to key, team, org, project and user model allowlists by @devin-ai-integration[bot] in #41694
test: delete unit-test assertions that pin cost-map prices, limits and deprecation dates by @devin-ai-integration[bot] in #41443
chore(tests): remove commented-out hf, petals and vertex ai completion blocks by @devin-ai-integration[bot] in #41640
chore(openai): drop commented-out legacy cost_per_token implementation by @devin-ai-integration[bot] in #41641
chore(proxy): delete deprecated unused litellm/proxy/_logging.py by @devin-ai-integration[bot] in #41642
chore(proxy): remove unreferenced performance_utils profiling module by @devin-ai-integration[bot] in #41643
test(streaming): remove commented-out retired-provider streaming tests by @devin-ai-integration[bot] in #41648
refactor(langfuse): remove unreachable langfuse v1 logging path by @devin-ai-integration[bot] in #41652
test: remove 15 fully commented-out test files that collect no tests by @devin-ai-integration[bot] in #41654
chore(tests): remove fully commented-out proxy test files and their CI entries by @devin-ai-integration[bot] in #41660
refactor(prometheus): remove unreferenced metric validators and pretty printers by @devin-ai-integration[bot] in #41661
chore(streaming): remove retired ai21/maritalk/baseten/azure raw-bytes handlers and dead palm completion code by @devin-ai-integration[bot] in #41662
refactor(vertex_ai): remove constant-False is_using_v1beta1_features stub and its dead call sites by @devin-ai-integration[bot] in #41665
fix(passthrough): keep target URL query when client sends no query params by @devin-ai-integration[bot] in #41448
fix(responses): drop top_p for gpt-5 reasoning models when drop_params is set by @devin-ai-integration[bot] in #41469
fix(ocr): keep a downloaded document inlined when callbacks intercept the request (#41550 follow-up) by @yuneng-berri in #41719
fix(models): rolling registry audit: Azure retirement dates, Bedrock Mantle Grok 4.3 context window by @devin-ai-integration[bot] in #41597
test(logging): add azure_spillover to the GCS pub/sub spend-log golden by @yuneng-berri in #41729
fix(proxy): forward every method on the typesafe pass-through route by @yuneng-berri in #41723

New Contributors

@max-sixty made their first contribution in #34829
@runjivu made their first contribution in #41379
@elifozdamar made their first contribution in #40843
@etiennechabert made their first contribution in #37983
@zachbernstein-sdx made their first contribution in #41444

Full Changelog: v1.103.0-dev.1...v1.103.0-dev.2

Image Generation Models Compared: Cost, Edit, Quality

2026-09-18T00:00:00+00:00

Image models are priced per token, per megapixel, or per image, so their listed rates do not compare. We sent the same prompt to 20 of them through the Image API, read usage.cost off each response, and tested text rendering, reference-image editing, seeds, and text-plus-image replies.

AI News — 2026-09-18

2026-09-18T00:00:00+00:00

Daily AI development news summary for 2026-09-18

AIHubMix updates — September 18, 2026

2026-09-18T00:00:00+00:00

New models Added jev-latest : TypeSafe’s structured decision model for fast, typed choices such as routing and classification. Added qwen3.8-omni-flash : Alibaba Qwen’s native multimodal model for audio/video analysis and agents. It accepts text, image, audio, and video input with a 1M-token context window. Added glm-5.3-flashx : Z.AI’s high-speed model for coding agents and real-time workflows, with a 1M-token context window and image and video understanding.

Coding Agents Explained: What They Are and How They Differ from AI Assistants

2026-09-18T00:00:00+00:00

Learn what coding agents are, how they work, and how they differ from AI assistants, chatbots, and autocomplete tools.

Devin updates — September 18, 2026

2026-09-18T00:00:00+00:00

Filter Sessions by Origin The sidebar session filters now include Origin, so you can show or hide sessions by where they were created: Slack, Web, API, Jira, or Linear. Command Palette: Open Devin Review from a PR Link Paste a pull request link into the Cmd+K palette and press Enter to open that PR's Devin Review. Smoother Screen Recordings Ask Devin to record at a higher frame rate and its screen recordings capture at up to 60 fps, so animations and scrolling look smooth in demos while keeping Devin's test-case annotations. Default recordings are unchanged. Email Notifications for Enterprise and Security-Profile Organizations Devin can now send email notifications to members of the same org

v4.0.5

2026-09-17T17:39:13+00:00

v4.0.5: No Country for Loose Ints

Tool parameters declared strict with Field(strict=True), StrictInt, or a strict model config are honored again, on both direct calls and task submission. Since the SDK v2 migration the server's lax default overrode them and silently coerced values.

Security 🔒

Add regression test for the unconfigured ID-JAG guard by @zzstoatzz in #5146

Fixes 🐞

Preserve field-level strict validation in lax mode by @zzstoatzz in #5141

Full Changelog: v4.0.4...v4.0.5

September 17, 2026

2026-09-17T13:46:04+00:00

Tool Call Names are Stabilized

The Tool Call Name RFD has moved to Completed, and optional programmatic names for tool calls are now stabilized in ACP v1 and the v2 baseline.

Agents can identify the invoked tool separately from its human-readable title without introducing capability or authorization semantics.

Read the full announcement.

Build a Reliable Tool-Calling Agent Loop on OpenRouter

2026-09-17T00:00:00+00:00

A tool-calling agent loop sends the conversation and tool definitions to a model, runs the tool calls the model returns, appends the results, and repeats until the model answers or a stop condition fires. This guide builds that loop in TypeScript with the OpenRouter SDK, then adds an iteration cap, repeated-call detection, model fallback, and history controls.

AI News — 2026-09-17

2026-09-17T00:00:00+00:00

Daily AI development news summary for 2026-09-17

Docs7 vs. Mintlify: a speed benchmark

2026-09-17T00:00:00+00:00

Docs7 and Mintlify compared across 17 page pairs with Google PageSpeed Insights, DebugBear, and Pingdom. See scores, timings, and report links.

[260917] With So Many Markup Languages, Why Is AI Agent Locked Into Markdown?

2026-09-17T00:00:00+00:00

TLDR

Thanks to its simple syntax, plain-text readability, dev-friendly structure, and massive established ecosystem, Markdown outperformed competitors like AsciiDoc. Today, AI Agents naturally adopted it as the ideal standard for both human reading and AI context.

AI Agent Sandboxes Compared: 15 Providers on Isolation, Persistence, Agent Tooling, and Cost (2026)

2026-09-17T00:00:00+00:00

A comparison of 15 AI agent sandboxes in 2026: Upstash Box, E2B, Daytona, Modal, Vercel Sandbox, Cloudflare, Runloop, Blaxel, Namespace, Beam, Tensorlake, Northflank, Freestyle, Fly Sprites, and Koyeb, across isolation, persistence, snapshots, egress, built-in agent tooling, deployment, SDKs, and billing, with a source for every row.

AIHubMix updates — September 17, 2026

2026-09-17T00:00:00+00:00

New models Added union-alpha-free : a free multimodal model for evaluation, research, coding, and agent workflows. It accepts text and image input with a 262K-token context window.

OpenAI Codex vs Claude Code: Which AI Coding Agent Wins in 2026?

2026-09-17T00:00:00+00:00

Codex leans toward parallel execution, isolated worktrees, cloud delegation, and reviewable task runs. Claude Code is terminal oriented and more engaging in long interactive sessions, and agent-to-agent coordination. OpenAIâs GPT-6 Astra and Anthropicâs Fable 5.1 have enhanced capabilities, but the harness determines how that intelligence is used. For serious repository work, the better choice is the one that performs more reliably on your codebase, constraints, and working style.

v1.102.0-rc.2

2026-09-16T20:29:51+00:00

Verify Docker Image Signature

All LiteLLM Docker images are signed with cosign. Every release is signed with the same key introduced in commit 0112e53.

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/0112e53046018d726492c814b3644b7d376029d0/cosign.pub \
  ghcr.io/berriai/litellm:v1.102.0-rc.2

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/v1.102.0-rc.2/cosign.pub \
  ghcr.io/berriai/litellm:v1.102.0-rc.2

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): backport request-param leak fixes to rc/1.102.0 (#41018, #41141, #41144) by @yuneng-berri in #41342

Full Changelog: v1.102.0-rc.1...v1.102.0-rc.2

v3.10.31

2026-09-16T20:18:03+00:00

v3.10.31

v0.9.63

2026-09-16T16:31:35+00:00

Feature: Elixir alias/import/require/use targets now resolve onto the module's defmodule node across files, so the internal module dependency graph is no longer dropped as dangling. Only top-level modules are indexed (a nested defmodule, labeled with its bare inner name, cannot capture an unrelated use <Name> from another file), and a same-file reference is left unresolved so it cannot clobber the structural contains edge (#3603, thanks @ayushcodes10).
Feature: a Rust self.method() call now resolves to a method defined on the same type in another file (the common split-impl-block layout), pooling methods across every impl of one type and refusing to link when two unrelated types share a bare name (#3602, thanks @ayushcodes10).
Feature: a Ruby member call obj.foo on a known-type receiver now resolves to a method foo inherited from a superclass, including across files, using the same conservative promotion as the implicit-self resolver — a single owning class, matching method kind, and one unambiguous ancestry chain, or it stays dangling (#3585, thanks @oleksii-tumanov).
Fix: every edge endpoint written to graph.json is now a declared node. An imports/imports_from/re_exports edge to an external module (stdlib, a third-party dependency) mints a typed external stub node instead of leaving a dangling endpoint that loaders materialise as an attribute-less phantom, and a cross-repo merge unifies the same external module into one global node instead of fragmenting it per repo; sourceless external call targets stay suppressed (#2873, #2878, thanks @AromalBiju1).
Fix: a Markdown code-span mention edge now survives an incremental rebuild instead of being pruned as an unauthored link, and a dotted span (Foo.bar) resolves using its qualifiers as evidence, rejecting misleading matches such as time.sleep or pyproject.toml (#3587, thanks @AstroMined).

Jak stworzyć reklamę produktu AI z Claude Code i AIHubMix

2026-09-16T15:29:07+00:00

Dzięki jednemu wyraźnemu zdjęciu produktu, Claude Code i API AIHubMix możesz generować odniesienia do postaci w Seedream, rejestrować je jako zasoby…

v1.103.0-dev.1

2026-09-16T02:56:03+00:00

Verify Docker Image Signature

All LiteLLM Docker images are signed with cosign. Every release is signed with the same key introduced in commit 0112e53.

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/0112e53046018d726492c814b3644b7d376029d0/cosign.pub \
  ghcr.io/berriai/litellm:v1.103.0-dev.1

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:

cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/v1.103.0-dev.1/cosign.pub \
  ghcr.io/berriai/litellm:v1.103.0-dev.1

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): translate the reasoning object into a chat-completion reasoning effort by @joshgarnett in #36363
fix(proxy): bound tool and guardrail index create_many by the spend-log statement budgets by @devin-ai-integration[bot] in #40561
fix(mcp): require admission for delegated OAuth by @joshua-berri in #40923
fix(logging): log one bounded summary for a burst of timed-out LoggingWorker callbacks by @devin-ai-integration[bot] in #40912
fix(fireworks): resolve short model names to long cost map keys by @devin-ai-integration[bot] in #40929
ci: remove main branch source guard by @yuneng-berri in #40172
chore(ci): promote internal staging to main by @yuneng-berri in #40942
fix(spend_logs): store litellm_call_id and match it in request_id lookups by @mateo-berri in #39068
fix(auth): refresh lite login session token grants from the live user and team rows by @ryan-crabbe-berri in #40657
feat(bedrock): support file delete and list for S3-backed managed files by @mateo-berri in #39836
fix(proxy): gate the webhook test alert on proxy admins by @ryan-crabbe-berri in #40814
fix(ui): hide admin write-form tabs on the models page from view-only admins by @mateo-berri in #38867
fix(anthropic-adapter): surface mid-stream provider errors as Anthropic error events by @devin-ai-integration[bot] in #33352
docs(github): add an Affected release section to the PR template by @mateo-berri in #40618
docs(e2e): ban unit tests under tests/e2e by @yassin-berriai in #33852
fix(router): preserve Azure Entra ID params in reusable credentials by @devin-ai-integration[bot] in #40889
docs(user endpoints): remove unsupported soft_budget param from user docstrings by @shivamrawat1 in #36585
feat(friendli): auto-sync Friendli model metadata into price registry by @Lee-Si-Yoon in #35918
build(deps): bump smol-toml to 1.8.0 to clear GHSA-7w5x-hrqm-74c2 in osv-scan by @devin-ai-integration[bot] in #40478
fix(bedrock_mantle): price GovCloud regions from the regional cost row and accept region-prefixed model names by @mateo-berri in #39846
chore(ci): remerge internal staging by @yuneng-berri in #40943
test(auth): freeze the cache clock in auth prefetch tests by @devin-ai-integration[bot] in #40996
feat(jwt): allow virtual_key_claim_field per issuer by @devin-ai-integration[bot] in #40927
fix(cost): bill cached realtime audio tokens at the audio cache-read rate by @devin-ai-integration[bot] in #40627
perf(logging): skip correlation contextvar stamping when request_correlation_in_logs is off by @devin-ai-integration[bot] in #41054
feat(pricing): add azure gpt-chat-latest rates and drop retired friendliai llama-3.1 entries by @devin-ai-integration[bot] in #40976
build(deps): re-suppress GHSA-h7x2-h6g9-p789 in osv-scan on main, mlflow still has no fixed release by @devin-ai-integration[bot] in #41104
fix(otel): cap per-index OpenInference message attributes span-wide by @devin-ai-integration[bot] in #40562
feat(proxy): add general_settings.allowed_file_extensions for /v1/files uploads by @devin-ai-integration[bot] in #41106
fix(proxy): forward provider request id headers on mapped error responses by @devin-ai-integration[bot] in #40925
fix(router): name the all-deployments-in-cooldown error on 429 responses by @devin-ai-integration[bot] in #40995
fix(ui): show the team alias on the model info page and in its raw JSON by @devin-ai-integration[bot] in #40992
feat(proxy): honor LITELLM_DISABLE_ACCESS_LOG_PATHS to drop noisy uvicorn access log lines by @devin-ai-integration[bot] in #41096
fix(prometheus): label pre-call rate limit failures with the resolved api_provider by @devin-ai-integration[bot] in #41059
perf(proxy): serialize /model/info listing once with orjson by @devin-ai-integration[bot] in #41114
fix(utils): stop wrapper_async submitting the sync success handler twice by @devin-ai-integration[bot] in #41115
fix(redis): log a timeout streak once per interval instead of one line per cache call by @devin-ai-integration[bot] in #40817
fix(router): record flat retry attempts and cap retries from attempted_retries by @devin-ai-integration[bot] in #40930
refactor(prometheus): source PROXY_LLM_PROVIDER_FALLBACK from litellm.constants by @devin-ai-integration[bot] in #41118
fix(proxy): hide default credentials login hint when UI_PASSWORD is set by @devin-ai-integration[bot] in #41107
fix(cli): show routed models and session stats for LLM API keys by @tin-berri in #41116
fix(bedrock/realtime): propagate deferred Nova Sonic stream failures to the router by @devin-ai-integration[bot] in #41064
fix(proxy): keep org admins' own team memberships in other orgs visible on team list by @devin-ai-integration[bot] in #41086
feat(model_info): provider-scoped fill_missing_for_providers backfill from fallback generalization rules by @devin-ai-integration[bot] in #41093
fix(auth): load team membership once per request and skip prisma on an L1 hit by @devin-ai-integration[bot] in #41102
refactor(harness): expand independent trace coverage by @yujonglee-berri in #41120
fix(proxy): release max_parallel_requests slot when a realtime session ends without LLM callbacks by @devin-ai-integration[bot] in #41113
fix(router): cool down team deployments on 429 when a sibling serves the same public model by @devin-ai-integration[bot] in #40991
fix(ui): move tags typed into key metadata JSON into the Tags field by @devin-ai-integration[bot] in #41023
fix(ui): let team admins grant a team all proxy models by @ryan-crabbe-berri in #40196
chore(lint): graduate 12 rules from the strict-gate ratchet by @HUAHAODIA in #41048
test: add dedicated CircleCI integration contract foundation by @yuneng-berri in #41066
fix(utils): keep litellm params out of provider request bodies by @devin-ai-integration[bot] in #41018
fix(openai): keep extra_headers out of the chat request body on the httpx handler path by @devin-ai-integration[bot] in #41141
test: cover persisted updates and warmed authorization policies by @yuneng-berri in #41070
fix(proxy): resolve x-litellm-call-id from response metadata when routes omit call_id by @devin-ai-integration[bot] in #41056
chore(prices): sync Vertex AI prices: 14 models by @berriai-litellm-provider-info-sync[bot] in #40955
ci(codeql): exclude noisy Python quality queries by @yuneng-berri in #41142
feat(proxy): predict prompt-cache costs across deployments by @tin-berri in #40877
fix(prompt_security): keep polling file sanitization through non-terminal statuses by @devin-ai-integration[bot] in #41131
fix(health): skip background health check DB writes when the latest-row read fails by @devin-ai-integration[bot] in #41145
feat(model_armor): logging_only mode scans completed streams after delivery by @devin-ai-integration[bot] in #40702
fix(bedrock guardrails): derive contextual grounding source and query from plain messages by @devin-ai-integration[bot] in #41132
fix(cli): drop enum.StrEnum so the CLI imports on Python 3.10 by @devin-ai-integration[bot] in #41046
fix(responses): route mid-stream error events through exception_type so content_policy_fallbacks fire by @devin-ai-integration[bot] in #40988
fix(cost): bill gemini-embedding-2 per token and stop double charging audio by @devin-ai-integration[bot] in #41157
test: bind management E2E callers and isolate JWT actors by @yuneng-berri in #40892
fix(headroom): protect cache_control-marked rows anywhere in history by @rad-p44 in #40315
test: add strict stateless provider replay identity by @yuneng-berri in #41149
fix(ci): test checked-out model pricing in unit jobs by @yuneng-berri in #41181
fix(guardrails): write per-message guardrail rewrites back onto Responses input items by @devin-ai-integration[bot] in #40939
fix(proxy): log the provider usage on deferred /v1/messages calls and price cache writes without a creation rate by @devin-ai-integration[bot] in #41172
fix(guardrails): record not_run evaluation when scoping leaves nothing to scan by @yucheng-berri in #39050
fix(responses): preserve provider affinity by @AaronHowell in #40228
fix(sdk): keep body and proxy headers on BadRequestError mapped from a litellm_proxy 400 by @devin-ai-integration[bot] in #40994
fix(responses): hoist Codex additional_tools input items into the chat bridge tools by @devin-ai-integration[bot] in #40989
fix(router): honor team and key provider weights by @tin-berri in #41072
test(e2e): verify streamed answers and tool continuation by @yuneng-berri in #41194
fix(cli): label router costs and simplify the routed-model header by @tin-berri in #41186
test(spend): reconcile concurrent requests and daily activity by @yuneng-berri in #41188
fix(guardrails): scan the Anthropic top-level system prompt and tool_use arguments by @devin-ai-integration[bot] in #40984
fix(router): count num_retries_per_request across fallback hops by @devin-ai-integration[bot] in #41191
fix(bedrock): grant rerank, retrieve, agent, and agentcore actions in the web identity session policy by @devin-ai-integration[bot] in #41168
fix(vertex-live): bill Gemini Live sessions end to end (internal copy of #37075) by @devin-ai-integration[bot] in #40915
fix(health): resolve litellm_credential_name in realtime health checks by @devin-ai-integration[bot] in #41173
feat(proxy): unified custom_key_policy hook for key generate, update and regenerate by @devin-ai-integration[bot] in #40921
fix(proxy): enforce custom_key_update policy on /key/regenerate by @devin-ai-integration[bot] in #40695
fix(router): preserve session model choice within each complexity tier by @tin-berri in #41174
test(pricing): let synced GovCloud Bedrock rows cite the AWS price list by @devin-ai-integration[bot] in #41263
docs(github): ask for interactive coding-tool proof in the PR template by @devin-ai-integration[bot] in #41257
feat(proxy): add POST /management/v1/users/bulk for batched user and team membership creation by @devin-ai-integration[bot] in #41028
fix(credentials): answer 409 on a credential name collision, make Terraform adoption opt-in by @ryan-crabbe-berri in #40917
feat(proxy): add POST /management/v1/users/bulk_delete and POST /management/v1/teams/{team_id}/members/bulk_delete by @devin-ai-integration[bot] in #41039
fix(proxy): list directly assigned team models in model access errors by @devin-ai-integration[bot] in #41256
feat(auto-router): allow opted-in team members to manage their routers by @tin-berri in #41175
build(rust-bridge): add typed _native stub and validate it with mypy.stubtest by @devin-ai-integration[bot] in #41180
feat(guardrails): add new upstream presidio pii entities including german set by @MvdB in #36775
fix(responses): filter bridged kwargs like the native Responses path by @devin-ai-integration[bot] in #41144
test(e2e): cover the reliability retry, cooldown, fallback, and routing-strategy cells by @mateo-berri in #39857
fix(anthropic): add the per-turn-control beta when a message carries output_config by @devin-ai-integration[bot] in #41189
fix(router): bind per-request routing_strategy override selectors to the request's callbacks by @devin-ai-integration[bot] in #41178
feat(proxy): bind JWT claims to registered agents via agent_id_jwt_field by @devin-ai-integration[bot] in #40904
fix(proxy): enforce organization budgets when max_budget is 0 by @yassin-berriai in #41271
fix(alerting): send llm_exceptions Slack alert for 5xx HTTPException and ProxyException by @devin-ai-integration[bot] in #41125
fix(headroom): protect the cached prefix through the last cache_control breakpoint by @devin-ai-integration[bot] in #41161
fix(utils): cache custom HuggingFace tokenizers across /utils/token_counter requests by @devin-ai-integration[bot] in #41216
fix(router): keep weighted routing when a deployment id equals a model_name by @devin-ai-integration[bot] in #41156
feat(router): add capability classifier as Fuse foundation by @tin-berri in #41270
fix(proxy): keep access-group raw SQL writes on the writer while writer_unavailable is stale by @devin-ai-integration[bot] in #41283
fix(prometheus): count 401 auth failures in litellm_proxy_failed_requests_metric by @devin-ai-integration[bot] in #41170
test: drop tests that pin vendor facts and add the CLAUDE.md rule by @devin-ai-integration[bot] in #41269
fix(proxy): run the remaining inline token counts off the event loop by @devin-ai-integration[bot] in #40262
fix(proxy): log blocked streaming guardrail responses as failures, not success by @devin-ai-integration[bot] in #40191
feat(proxy): add tpd_limit (tokens per day) for batch submissions by @devin-ai-integration[bot] in #40997
fix(proxy): reconcile budget reservation before enqueuing spend to the DB by @devin-ai-integration[bot] in #40310
fix(xai): stop sending web_search_options to xAI's retired Live Search path by @devin-ai-integration[bot] in #38278
feat(terraform): add tpm_limit, rpm_limit, budget_duration, allowed_models to litellm_team_member_add by @devin-ai-integration[bot] in #38682
fix(rerank): bill Vertex search_units from input records and give every rerank response a unique id by @devin-ai-integration[bot] in #35180
fix(router): stop counting caller-set timeout 408s toward deployment cooldown by @devin-ai-integration[bot] in #41230
feat(router): add Fuse V2 classifier after capability forecasting by @tin-berri in #41272
fix(proxy): keep client User-Agent on auth failure spend logs by @devin-ai-integration[bot] in #41291
fix(proxy): reset budgets by decrementing pre-reset spend instead of zeroing rows by @devin-ai-integration[bot] in #41279
fix(xai): honor nested web_search filters on the xAI Responses API by @devin-ai-integration[bot] in #38268
fix(router): stop registering a caller-supplied credential as a router deployment by @yassin-berriai in #41289
fix(router): accept custom_provider_map providers before the first completion call by @devin-ai-integration[bot] in #41300
fix(proxy): return 400 instead of 500 for lone surrogate escapes in request body by @devin-ai-integration[bot] in #41297
fix(langsmith): keep events appended during an in-flight flush instead of clearing them by @devin-ai-integration[bot] in #41288
fix(logging): track spend for streams a deployment hook converted to non-streaming by @devin-ai-integration[bot] in #41171
fix(bedrock): sanitize client tool_call ids to Bedrock toolUseId constraints by @devin-ai-integration[bot] in #40872
fix(passthrough): attribute Vertex passthrough successes to the resolved router deployment by @devin-ai-integration[bot] in #41307
feat(ui): persist Models table search, filters, sort and page in the URL by @devin-ai-integration[bot] in #41296
fix(jwt-auth): scope JWT key mappings by issuer to prevent cross-issuer collisions by @yassin-berriai in #41281
feat(openai): add openai_system_messages_first to put system messages first for prompt caching by @devin-ai-integration[bot] in #41304
feat(ui): add custom request headers to the API Playground by @devin-ai-integration[bot] in #41309
feat(cli): sync Codex /model picker from proxy /v1/models in lite codex by @devin-ai-integration[bot] in #40476
chore: bump litellm-enterprise 0.1.67 -> 0.1.68, litellm-proxy-extras 0.4.97 -> 0.4.98, litellm 1.102.0 -> 1.103.0 by @yuneng-berri in #41321
feat: add aihubmix provider pricing entries by @IToSSc in #41179
feat(auto-router): add per-model Fast mode toggle by @tin-berri in #41282
fix(proxy): include litellm_call_id in LLM API exception logs by @devin-ai-integration[bot] in #41205
fix(proxy): keep yaml pass-through endpoints visible to auth after db overlay by @devin-ai-integration[bot] in #41303
fix(proxy): resolve router_settings.model_group_alias before key/team model auth by @devin-ai-integration[bot] in #41308
fix(ui): block usage export and flag the range when a spend page fails by @ryan-crabbe-berri in #41294
fix(vertex_ai): bill Gemini Omni Interactions usage and Veo sampleCount on passthrough by @devin-ai-integration[bot] in #41322
fix(proxy): honor LITELLM_LOG for uvicorn and proxy extras loggers by @devin-ai-integration[bot] in #41306
fix(cost): price native Responses WebSocket turns at their returned service_tier by @devin-ai-integration[bot] in #41318
fix(proxy): key model rpm/tpm override takes precedence over team model limit by @devin-ai-integration[bot] in #41302
fix(proxy): track per-member organization spend by @devin-ai-integration[bot] in #41255
feat(proxy): add /nvidia_nim passthrough route for NIM object detection and OCR /v1/infer by @devin-ai-integration[bot] in #41316
feat(model_info): add provider-neutral Gemini 2.5+ chat baseline fallback generalization by @devin-ai-integration[bot] in #41320
fix(spend): sum multi-round session duration in logs UI by @devin-ai-integration[bot] in #35388
feat(router): limit unlicensed Capability and Fuse v2 routers to one each by @tin-berri in #41326
fix(guardrails): resolve caller identity from metadata buckets in custom code guardrail by @devin-ai-integration[bot] in #41126
fix(e2e): onboard dashboard users through invitations by @yuneng-berri in #41319
feat(guardrails): add Microsoft Agent 365 MCP tool-call guardrail by @yucheng-berri in #38241
test: drop remaining tests that pin cost-map vendor facts by @devin-ai-integration[bot] in #41298
feat(ui): show average response time per model in usage model activity by @devin-ai-integration[bot] in #41313
fix(proxy): preserve Anthropic pricing modifiers in router savings by @tin-berri in #41341
feat(guardrails): support pre_call and during_call modes for llm_as_a_judge by @devin-ai-integration[bot] in #41128
fix(gemini): propagate the provider's modelVersion to the response model by @devin-ai-integration[bot] in #41338

New Contributors

@joshgarnett made their first contribution in #36363
@HUAHAODIA made their first contribution in #41048
@berriai-litellm-provider-info-sync[bot] made their first contribution in #40955
@rad-p44 made their first contribution in #40315
@AaronHowell made their first contribution in #40228
@MvdB made their first contribution in #36775
@IToSSc made their first contribution in #41179

Full Changelog: v1.102.0-rc.1...v1.103.0-dev.1

v4.0.4

2026-09-16T00:04:47+00:00

v4.0.4: Here Be No Dragons

OpenAPI request bodies get most of the attention in this patch: multipart string arrays are sent as repeated fields, whole-body arguments no longer clobber same-named HTTP parameters, dictionary bodies and raw content types survive intact, and JSON scalar bodies are encoded. On the auth side, OAuthProxy rejects ID-JAG tokens unless identity assertion is configured and refuses non-positive upstream token expiries. Clients now follow empty pagination cursors and servers reject malformed ones.

Enhancements ✨

Refresh the smart-home example with Hue V2 and native effects by @zzstoatzz in #5009
Update CodeMode for pydantic-monty 0.0.21 by @strawgate in #5033
Keep linked contributor PRs open while awaiting assignment by @zzstoatzz in #5048
Reduce redundant CI execution while preserving required checks by @zzstoatzz in #5049
Share and streamline repository skills by @zzstoatzz in #5013
Support anthropic 1.x alongside 0.x by @tdsmith in #5066
renovate: cap routine PRs at 5 concurrent and 5 per hour by @zzstoatzz in #5110
Give docs quality checks a corpus-wide timeout by @zzstoatzz in #5109
Resolve ty 0.0.79 warnings from upgrade checks by @zzstoatzz in #5123

Security 🔒

Fix #5115: OAuthProxy accepts self-contained ID-JAG tokens even when identity_ass by @nandanadileep in #5119

Fixes 🐞

Fix upgrade checks for the M2M storage warning test by @zzstoatzz in #5040
Fix OpenAPI query explode defaults by @zzstoatzz in #5065
fix(openapi): encode JSON scalar request bodies by @Gonghan-Princess in #5052
fix(versions): deterministic meta.fastmcp.versions ordering by @feiiiiii5 in #4880
Parse skills frontmatter with yaml.safe_load, falling back to the line parser by @vishnujayvel in #4701
Keep client data out of tool validation warnings by @zzstoatzz in #5106
fix: follow empty pagination cursors in client lists by @sicauzxl in #5026
fix: reject non-positive upstream token expiry by @sui-ni2 in #4849
fix(server): reject a malformed pagination cursor offset by @L4XB in #5071
fix(openapi): preserve dictionary request bodies by @asts-top in #5097
Preserve OpenAPI raw body content types by @pentaoa in #5093
fix(openapi): preserve HTTP parameters that match whole-body names by @asts-top in #5113
fix(local-provider): apply transforms in get_tasks by @BlueX888 in #5117
Fix multipart string-array default encoding by @zzstoatzz in #5121

Other Changes 🦾

chore(deps): Update github actions (major) by @prefect-renovate[bot] in https://github.com/PrefectHQ/fastmcp/pull/4890

New Contributors

@Gonghan-Princess made their first contribution in #5052
@tdsmith made their first contribution in #5066
@feiiiiii5 made their first contribution in #4880
@vishnujayvel made their first contribution in #4701
@sicauzxl made their first contribution in #5026
@sui-ni2 made their first contribution in #4849
@L4XB made their first contribution in #5071
@asts-top made their first contribution in #5097
@pentaoa made their first contribution in #5093
@BlueX888 made their first contribution in #5117
@nandanadileep made their first contribution in #5119

Full Changelog: v4.0.3...v4.0.4

AI News — 2026-09-16

2026-09-16T00:00:00+00:00

Daily AI development news summary for 2026-09-16

[260916] From a Beginner's "Toy Language" to #1: How Did Python Conquer TIOBE?

2026-09-16T00:00:00+00:00

TLDR

Driven by its simple syntax, massive ecosystem, and "glue" capabilities, Python built a huge user base, while the AI boom powered two decades of growth that turned a "toy language" into TIOBE's #1.

I Gave My Claude Code Agent One Gateway Key Instead of 10 API Keys - Here's What Happened

2026-09-16T00:00:00+00:00

A hands-on walkthrough of Mem0 Gateway connecting Notion and Mem0 to Claude Code through one scoped key, watching the fail-closed/approval flow play out when an agent asked for access it didn't have, and testing whether a taught standing rule survives a new session without being told twice.

Mem0 joins Vercel Marketplace

2026-09-16T00:00:00+00:00

Mem0 is now available to use in the Vercel Marketplace

Highlights from the 2026 State of Knowledge Report

2026-09-16T00:00:00+00:00

AI agents overtook humans as the primary readers across Mintlify-powered sites. In August alone, agents made 257 million web requests compared to 131 million human page loads, which means agent traffic now outnumbers human traffic by nearly 2:1.

Devin updates — September 16, 2026

2026-09-16T00:00:00+00:00

Live Voice Mode Voice calls with Devin now run on a live speech model. Starting a call drops you straight into the call controls (with a ringtone while connecting), holding Space to talk works right after muting, and Devin's spoken replies stay in order in the transcript. When a session is connected to Slack, the thread shows who is on the call and how long it lasted instead of Devin's internal voice notes. Sessions Wake as You Type A sleeping session starts waking up as soon as you begin typing in its composer, so Devin is usually ready to work the moment you press send. Copied Messages Keep Their Formatting Copying a Devin message now preserves formatting when pasted into email or document

Rise of the Knowledge Engineer

2026-09-16T00:00:00+00:00

Agents are one of the largest audiences for company knowledge, accounting for 66% of measured web traffic across documentation powered by Mintlify. The emerging role responsible for keeping that knowledge accurate and retrievable is the knowledge engineer.

v0.9.62

2026-09-15T17:58:41+00:00

Feature: Terraform module calls with a literal local source (./… or ../…) now resolve to a directory-scoped module node, exposing the caller→implementation topology (e.g. environment → application → base); remote and registry sources and source expressions are left unresolved and never fabricate a target. After upgrading an existing graph, run graphify update . once to regenerate Terraform ids and topology (#3571, thanks @vstepko).
Feature: a bare implicit-self call in a Ruby method now resolves up the inheritance chain to a method defined on a superclass, including across files. The promotion is conservative — it only upgrades an existing inferred edge when a single owning class, a matching method kind, and one unambiguous ancestry chain all agree, and it bails on mixins, reopened classes, and dynamic superclasses rather than guess (#3569, thanks @oleksii-tumanov).
Feature: an inline code span in a Markdown file (e.g. `Widget.render`) now emits a references edge to the symbol it names, but only when exactly one corpus callable matches — generic words and ambiguous names link to nothing, so docs join the graph without a false-edge firehose (#3562, thanks @AstroMined).
Fix: a prose file whose stem is the bare plural "tokens" (e.g. TOKENS.md) is no longer excluded as a credential dump; singular token.md and other keywords' bare plurals still exclude, and content-based secret detection is unchanged (#3527, thanks @HARSHAVARDHAN-RAJU5).
Fix: a call whose only resolution target is a sourceless external stub no longer emits a spurious calls edge, so an unresolved external name stops accruing a phantom god-node (#3156, thanks @DevChiniwala).
Fix: calls made inside a module-level anonymous closure (an IIFE or a top-level callback) are now attributed to the file node instead of being dropped (#3124, thanks @ayushcodes10).
Fix: cross-repo merge now respects C# namespace/using scoping — a parked member call binds to a same-named type in another repo only when the caller's namespace or an in-scope using resolves it, so a third-party receiver no longer binds to an unrelated repo-local type (#3360, thanks @DevChiniwala).
Fix: a bare Lua require("mod") statement (no assignment) now emits an imports edge, including the chained require("lazy").setup({}) LazyVim idiom, so Neovim configs graph correctly instead of coming out as disconnected files (#3320, thanks @A-Levin).
Fix: the Claude/CodeBuddy PreToolUse guard hooks now carry a timeout, so a wedged filesystem stat can no longer stall a tool call indefinitely (#3314, thanks @ayushcodes10).
Fix: id-prefix reconstruction is now Unicode-aware — a non-Latin path segment is slugified with the canonical normalizer instead of being dropped, so files under non-ASCII directories keep stable ids (#3559, thanks @ayushcodes10).
Fix: cohesion_score now excludes self-loops (e.g. a recursive call) from the edge count, so a community's score stays within 0..1 instead of being inflated above 1 (#3558, thanks @jordanalexanderp18-rgb).
Fix: the incremental watch and rebuild paths now route the graph.json replace through the shared atomic-write fallback at both write sites, so a cross-drive or locked-file replace can no longer corrupt the graph mid-update (#3555, thanks @ayushcodes10).
Fix: a semantic-cache group whose stored source_file is malformed is now recovered by basename instead of being dropped, with the recovered group's source_file corrected before it is written back; an ambiguous basename stays skipped (#3553, thanks @ayushcodes10).
Fix: an exported destructuring declaration (export const { a, b } = obj) now emits one node per exported name instead of a single combined node, so each name resolves and cross-file imports of a split export link correctly (#3552, #2604, thanks @ayushcodes10).
Fix: a community made up entirely of file nodes is now counted as thin rather than invisible in the report, so it is no longer silently dropped from the community summary (#3549, #3548, thanks @ayushcodes10).
Fix: the git guard-hook shell gates now resolve the output directory from GRAPHIFY_OUT instead of a hardcoded graphify-out/, so a renamed output directory no longer makes the hooks silently no-op (#3546, thanks @breken-ai).

Amp ponownie otwiera BYOK po roku: Łączenie i konfigurowanie AIHubMix

2026-09-15T07:27:47+00:00

Amp ponownie otwiera BYOK po roku: Łączenie i konfigurowanie AIHubMix Amp ponownie otworzył BYOK (Bring Your Own Key), a AIHubMix teraz to wspiera. Ten…

v3.10.27

2026-09-15T06:38:39+00:00

v3.10.27

AI News — 2026-09-15

2026-09-15T00:00:00+00:00

Daily AI development news summary for 2026-09-15

Give Every Agent Exactly The Tools It Needs

2026-09-15T00:00:00+00:00

Control AI agent access with one key, fine-grained tool permissions, and centralized monitoring. Connect MCP servers and APIs, grant access per agent, and revoke it anytime.

AI Agent Memory: Build vs. Buy

2026-09-15T00:00:00+00:00

Build when extraction rules, data residency, or low write volume make a vendor hard to justify. Buy when your ship date is weeks out, write volume is high, or compliance is in scope. Both paths retrieve, so token savings don't decide it.

DeepSeek V4.1 Flash: 890 Bytes Per Token, Zero Bytes of Persistent Memory

2026-09-15T00:00:00+00:00

V4.1 Flash ships the cheapest million-token context window ever built. Here's why your agents still need a memory layer.

Automations, rebuilt

2026-09-15T00:00:00+00:00

We redesigned automations for quicker setup with pre-built automations optimized for common use cases. Choose the right automations for your project and you're set. No context engineering required.

Cognition and AWS team up to help ambitious teams ship more, faster

2026-09-15T00:00:00+00:00

Cognition and AWS have entered a multi-year Strategic Collaboration Agreement to help enterprises deploy autonomous engineers in production, move legacy workloads to AWS faster, and clear engineering backlogs.

AI News — 2026-09-14

2026-09-14T00:00:00+00:00

Daily AI development news summary for 2026-09-14

How Memory works in Hermes Agent (and how to improve it)

2026-09-14T00:00:00+00:00

How Hermes Agent stores 3,575 characters of memory in two frozen markdown files, and where the design breaks.

Hermes AI Agent: How to Add Memory to Your Workflow

2026-09-14T00:00:00+00:00

Set up Mem0 as a memory provider for Hermes Agent in one command. Covers Platform and OSS modes, the 3 tools it adds, and how prefetch-caching keeps it at zero added latency.

[260914] Why Did the Encryption Tool Even the FBI Couldn't Crack Suddenly "Self-Destruct"?

2026-09-14T00:00:00+00:00

TLDR

TrueCrypt, famous for resisting FBI decryption attempts, abruptly stopped maintenance in 2014—releasing v7.2 solely for decryption while claiming it was "not secure"—yet two independent audits found no backdoors or critical flaws, leaving its shutdown an unsolved mystery.

[260913] True Open Source Means Opening More Than Just Code Repositories

2026-09-13T00:00:00+00:00

TLDR

Making a repository public $\neq$ building a community. As AI Agents automate coding, the main bottleneck in open source has shifted from coding ability to context clarity. Projects must provide structured guidelines and decision logs so both humans and AI can contribute effectively.

v0.9.61

2026-09-12T21:24:38+00:00

Fix: graphify.serve now imports cleanly on Python 3.12 and 3.13. The chinese extra pins jieba-py from 3.12 onward (0.9.60 mistakenly kept the old jieba until 3.14, and its invalid regex escapes are a hard error on 3.12+), and the jieba import now suppresses the tokenizer's SyntaxWarning regardless of message or line so it never escalates under -W error.
Fix: the git hook's rebuild-root guard now rejects a symlink-loop or dangling .graphify_root on Python 3.13, whose Path.resolve() no longer raises on a loop — the saved root must resolve to a real directory inside the repo before it is adopted.

v0.9.60

2026-09-12T21:03:46+00:00

Fix: atomic writes now fall back correctly on Windows WinError 17 (cannot move to a different drive), not just PermissionError — a shared os_replace_with_fallback copies through a temp in the target directory and restores the original if the swap fails, keeping install/export/cache writes crash-safe (#3508, thanks @ayushcodes10).
Fix: files that could not be classified into any language or type are now surfaced (a count and top extensions in the console and GRAPH_REPORT) instead of vanishing from a "successful" run; noise and ignored paths are unaffected (#3511, thanks @ayushcodes10).
Fix: a C or C++ header with no trailing newline no longer trips a tree-sitter syntax error — a newline is appended before parsing when the source lacks one (#3513, thanks @imanolpg).
Fix: Office and Workspace document sidecars converted into graphify-out/converted/ are no longer dropped when graphify-out/ is gitignored — the tool stops ignoring its own output (#3504, thanks @ayushcodes10).
Fix: a call inside an exported function (export function f(){ g() }, export const f = () => g()) now resolves, including calls to aliased imports (import { x as y }; y()) (#3346, thanks @abhay-codes07).
Fix: a package.json exports map is now resolved by importer platform with the runtime condition preferred over types, so cross-package edges no longer drop to a non-existent .d.ts (#3487, thanks @dajiaohuang).
Feature: Python 3.14 is now supported — optional dependencies without 3.14 wheels are gated to drop-in replacements (jieba to jieba-py, graspologic to graspologic-native) by interpreter version, and vulnerable dependency floors (setuptools, pypdf, yt-dlp) were raised (#3490, thanks @taazbro).

v0.9.59

2026-09-12T14:36:48+00:00

Fix: an incremental rebuild no longer drops cross-file concept nodes from files it didn't touch — global dedup during a merge now protects existing nodes from untouched files instead of collapsing same-labeled ones across them (#3477, thanks @hopstreax).
Fix: extraction now falls back to sequential in-process work when the process pool cannot start (e.g. POSIX semaphore exhaustion), instead of aborting the whole run (#3497, thanks @curtismu7).
Performance: Python symbol resolution is roughly 47% faster — path resolution is memoized, each file parses once across both resolution passes, and the tree walk is iterative rather than recursive; extraction output is unchanged (#3500 / #3501 / #3502, thanks @abhay-codes07).
Fix: graphify explain now accepts a path::Symbol form to disambiguate a symbol that shares its name with its file, and the ambiguity hint now shows a form the resolver actually accepts (#3485, thanks @ayushcodes10).
Fix: the git hook now keeps its rebuild root inside the repository — a committed .graphify_root pointing outside the worktree is ignored and falls back to the repo top, so a checked-in marker can't steer the hook to scan or write outside the tree (#3265, thanks @ayushcodes10).

Zero-Click Search: Do SEO Glossary Pages Still Work?

2026-09-12T00:56:09+00:00

Explore Zero-Click Search: Its impact on website traffic & informational content strategy in 2026. SEO glossary pages case study by OtterlyAI

[260912] Say No to Abandoned Projects! See the Full Picture at a Glance | x-cmd v0.10.9

2026-09-12T00:00:00+00:00

TLDR

x install Project Health Reports: Preview Stars, OpenSSF scores, and 30–360 day activity (Commits, PRs, Issues) via --report, --info, or fzf pane to avoid unmaintained tools.
Data & Coverage: Covers 2,500+ projects updated daily, with 1-day caching to minimize GitHub API calls.
Expanded Repo Metrics: x repo card adds 60-day, 720-day, total historical stats, and physical line-of-code counts.
Hardware & AI Upgrades: x cpu now separates Apple Silicon P-cores and E-cores; x codex adds GLM and MiniMax models.

AIHubMix updates — September 12, 2026

2026-09-12T00:00:00+00:00

New models Added qwen-3.8-27b : Alibaba’s open-source dense vision-language model with native understanding of text, images, and video. Built on the Qwen3.5 architecture, it improves coding, professional and research tasks, and long-running complex workflows. It supports a 131K-token context window and flexible cognitive control.

Simplified credit pricing, OpenAPI Overlays, and more

2026-09-11T18:48:58+00:00

AI credit pricing updates

Fixed credits for assistant answers: Each assistant answer uses 25 credits.
Fixed automation pricing: All automations use 250 credits per successful run. If an automation fails or finds nothing to update, it uses zero credits.
Free editor and Slack agent: Using the agent in the editor or Slack does not use credits for Pro and Enterprise plans.

OpenAPI Overlays

Transform a spec: Use OpenAPI Overlays to rename paths, replace server URLs, or remove internal endpoints without editing the specification file. Overlays apply after a specification is parsed and before it is validated, so generated endpoint pages, navigation, openapi frontmatter, and mint validate all use the transformed document. See Transform your spec with overlays.
Overlay Specification 1.0 and 1.1: Write update, remove, and copy actions that select nodes with RFC 9535 JSONPath expressions. See Create an overlay document.
Reference or auto-discover overlays: Add an overlays property anywhere your docs.json accepts openapi, using a relative path or a URL. Or skip the configuration: an overlay with an extends field pointing at your specification is discovered automatically. See Auto-discover overlays.

Editor and collaboration

Recent and starred private pages: The Workspace tab of the editor now lists the private pages you opened most recently and the ones you star from a page's menu. Both lists sync across your devices and stay the same on every branch. Each section stays hidden until it has something in it. You can reorder these sidebar groups by dragging them to create your preferred workspace layout.
Move and duplicate private pages: Move a private page into a workspace folder from its document or sidebar menu, duplicate a private page from the same menu, or leave a private page you were invited to. When you promote a private page, its images and videos move with it and inline references are rewritten. See Private pages.
Comments panel: Open a document-wide comments panel to review open and resolved threads for the current page. Source mode now supports comments the same as visual mode. See Comments.
Resize table columns: In visual mode, drag a column border to resize it. The editor converts the table to HTML and writes the <colgroup> widths for you. See Tables.
Site settings in the sidebar: Site configuration pages open directly from the editor sidebar instead of a modal, and workspace settings navigation has been reorganized to match.
Page icons as tab favicons: The editor tab favicon now uses the page's icon. Page and navigation icon frontmatter accept emoji values.

Automations

Automatic merge conflict resolution: When an automation's pull request has merge conflicts, the agent can resolve them for you, either automatically or when you click Accept on the pull request. See Resolve merge conflicts.
Manual pull request runs: Manually triggered runs against a specific pull request are now labeled as such in the runs feed, and the runs page shows run count badges, unified result cards, and a simpler summary. See Manage automations.

Published sites

Image viewer: Clicking an image opens a rebuilt full-size viewer with smoother animation and labeled controls for screen readers.
Search ranking: Search ranks page-title matches higher, so exact-title lookups surface first.

Dashboard

Workspace and organization icons: Upload a workspace icon from your general settings and an organization icon from your organization settings. See Change your workspace icon.
IP-blocked error page: Requests blocked by an IP allowlist now land on a dedicated error page that explains what happened.

Git and integrations

Non-Markdown files sync in the editor: Editor branches now sync non-MDX text files, so changes to config files and other plain-text assets round-trip through the editor.
GitLab editor branches: GitLab pushes sync into editor branches in real time, contributors show on the branch dropdown, and force pushes are detected. Git-only branches now appear in the editor branch dropdown so you can switch to a branch that was created outside the editor.
Editor branch dropdown: The branch dropdown is now a per-user editor setting. Turn it on from your editor settings to switch branches from the editor.
Default ignored patterns: .vscode and .cursor are ignored by default, and mint dev skips ignored directories when it crawls your project. See Default ignored patterns.

API playground

Playground labels: The oneOf variant dropdown uses title-aware labels so each option is easier to identify.

Bug fixes

Preview deployments: GitHub preview deployments are pinned to the triggering commit, preview URLs stay stable across rebuilds, and preview comments refresh after each rebuild.
Custom domains and 404s: Custom hostnames Cloudflare no longer serves return not_found, MCP analytics resolve custom domains to their canonical subdomain, and Markdown 404s include recovery guidance and discovery headers.
Components: RequestExample and ResponseExample code blocks no longer disappear on small screens.
Editor fixes: Creating a branch no longer leaves a stuck skeleton, pull-request link redirects no longer double-encode branch names, saving rows match the server, resizing no longer loops, and frontmatter loads only after the document connects.
Publishing: Content-less create actions retire after publish so they cannot block later publishes, publish retries when the branch lock is held instead of erroring immediately, and GitHub commit failures report clearer messages.
Dashboard fixes: SSO configuration resets when you remove a connection, only verified domains can be selected when SSO is configured, and the page header restores the Add description affordance.
Auth and account: Password reset is asynchronous and rate limited, dev org rate limits are raised, and a new-account flag lets the dashboard fire the correct sign-up event.
OpenAPI: Memory usage during OpenAPI candidate detection is reduced, API reference pages slice the schema graph to the page's target, and $ref prefixes and array entries resolve correctly in overlays under base paths and mounts.

v3.10.23

2026-09-11T15:55:30+00:00

v3.10.23

Jak używać prawdziwej twarzy w Seedance 2.5 z zasobami Real-Human AIHubMix

2026-09-11T14:58:01+00:00

Wideo AI staje się znacznie bardziej użyteczne, gdy osoba na ekranie pozostaje rozpoznawalna z jednej sceny do drugiej. Zasoby Real-Human AIHubMix zapewniają…

AI Search Visibility: How Stable Are Brand Mentions and Citations?

2026-09-11T10:31:55+00:00

We analyzed 252,407 AI search answers across seven engines to see how stable brand mentions and citations are, and how prompt count affects the results.

Devin updates — September 11, 2026

2026-09-11T00:00:00+00:00

Clearer Machine Startup in the Computer Tab The Computer tab now says the machine is being provisioned while a session's VM is starting, instead of showing a connection failure, and waits up to roughly five minutes for slow-starting machines. Sidebar Keyboard Navigation Arrow keys now move between every sidebar navigation row, including items in the More menu, and screen readers announce them as a single menu. Nested Sidebar Groups Stay Expanded Expanded nested session groups in the sidebar stay expanded after you refresh the page. Neutral Primary Buttons Primary buttons across the app now use a neutral style instead of blue. Teams Parity Improvements Emoji reactions on Devin messages in Tea

Introducing Fusion in Devin Desktop & CLI

2026-09-11T00:00:00+00:00

Fusion is the most efficient frontier harness for Fable and Astra, up to 39% more efficient compared to other model harnesses across major coding benchmarks. Today, we’re making it available in Devin Desktop and CLI.

v0.9.58

2026-09-10T22:35:33+00:00

Fix: a call to a Python function defined nested inside another function now resolves to that inner definition per lexical scope, instead of leaking to a same-named function elsewhere; direct recursion is preserved as a self-loop (#3410, thanks @hopstreax).
Fix: submodule imports inside a PEP 420 namespace package (a directory with no __init__.py) now resolve to the target module instead of being dropped (#3429, thanks @flaukowski).
Fix: a bare-name import of a module sitting next to the importing file (a flat script dir with no package) now resolves to that sibling — matching CPython's sys.path[0] behavior — without over-resolving a genuine third-party name (#3430, thanks @hopstreax).
Fix: a PHP use Foo\Bar as Baz; import keys its local binding on the alias, so later Baz references resolve to the real class, and distinct aliased same-named classes stay separate (#3421, thanks @ayushcodes10).
Fix: a directory literally named out is skipped as build output only when there is build-output evidence, so a real source out/ is no longer silently dropped (#3347, thanks @abhay-codes07).
Fix: a shell script invoked in exec position through a variable path ("$SCRIPT_DIR/foo.sh") now resolves to the target when the variable holds a constant, matching the existing source handling (#3416, thanks @edwardselby).
Fix: added the missing Iterable import in build.py so its type annotations resolve (they were an undefined name) (#3462, thanks @xiongjianxu).
Fix: graphify global add no longer infers an empty repo tag for a path like /tmp/graph.json; it degrades to a sensible non-empty tag via the same helper merge-graphs uses (#3464, thanks @xiongjianxu).
Feature: SQL extraction now emits index nodes for CREATE [UNIQUE] INDEX, linked to the table they index (#3467, thanks @L4XB).
Fix: a TypeScript export * re-export no longer resolves a name to a same-named interface method — only module-level exports are candidates (#3436, thanks @L4XB).
Feature: Rust module-level static and const declarations are now extracted as nodes (#3471, thanks @L4XB).
Fix: an incremental rebuild no longer drops a node's rationale/summary when a semantic node's absolute source_file collides with its AST twin's relative path during dedup — source paths are normalized first (#3472, thanks @hopstreax).
Fix: graphify install no longer aborts when the always-on registration target is unwritable (read-only or symlinked config); it skips that step with an actionable warning and still installs the skill (#3474, thanks @dajiaohuang).
Fix: community labelling falls back to an installed claude CLI resolved at run time instead of pinning a path that expires (e.g. under snap/nvm), so labelling keeps working across updates (#3475, thanks @ktsang622).
Fix: the all extra now includes psycopg[binary], so pip install 'graphifyy[all]' provides the postgres driver (#3482, thanks @L4XB).

[260910] Bring Shell Libraries and AI Tools to GitHub Actions! x-cmd v0.10.8

2026-09-10T00:00:00+00:00

TLDR

x-cmd-action Released: Brings x-cmd Shell tools and AI directly to GitHub Actions without Node.js or third-party dependencies.
Workflow Decoupling: Actions handle environment setup while tasks run via standard Shell/Python/Node.js scripts, ensuring cross-platform code reuse.
Automated AI Tasks: Automates Issue labeling, PR review drafts, Changelog creation, and Post-mortem summaries without extra AI Agent services.
Other Updates: Official Termux pkg support, new x-chat harness for AI calls, and complete Chinese documentation for Skill0.

Give Any Agent a Remote Workspace with One MCP Server

2026-09-10T00:00:00+00:00

Add one MCP server to any agent, local or remote, and it gets a sandbox with a filesystem, your GitHub repos, a browser, file storage and the Upstash stack. Tell it what to build and come back to the pull requests

Welcoming Dioxus to Cognition

2026-09-10T00:00:00+00:00

Jonathan Kelley and the Dioxus team are joining Cognition. We will continue supporting Dioxus, Blitz, Taffy, and Subsecond while increasing investment in Dioxus-Native and Blitz.

Introducing SWE-2: Pushing the Pareto Frontier

2026-09-10T00:00:00+00:00

Today we’re introducing SWE-2, our most advanced coding model yet. SWE-2 delivers highly competitive agentic coding performance across multiple effort levels, pushing the Pareto frontier of capability and inference cost.

v0.9.57

2026-09-09T13:59:12+00:00

Fix: an incremental rebuild no longer wipes cross-file project AST nodes — re-extracting one .csproj/.sln was dropping package/framework nodes of a referenced project (whose stub carried the referenced file's source_file); the AST-replacement set is now derived from the files actually extracted (#3411, thanks @hopstreax).
Fix: when duplicate nodes merge, the richer (more complete) node is now kept as the survivor and the losers' non-empty fields are folded in, instead of a shorter-id passing mention winning and dropping content (#3372, thanks @abhay-codes07).
Fix: a C# generic call site with explicit type arguments — Get<int>(...), unqualified or through this — now resolves to the method definition instead of capturing Get<int> as the callee and failing to match (#3406, thanks @abhay-codes07).
Fix: this.X = function / this.X = () => … members are now captured in every enclosing-function form (function expressions, arrows, IIFEs, callbacks), not just function declarations (#3408, thanks @abhay-codes07).

Agent Zero v2.12: Remote Files, Native Tool Calls, & Security Hardening

2026-09-09T13:29:23+00:00

v2.12 hardens Connector and file transfers, unifies Files and Editor, preserves native Responses tool calls, improves prompts and providers, and fixes security issues across messaging plugins.

v3.9.19

2026-09-09T02:23:09+00:00

v3.9.19

Introducing Upstash Blob

2026-09-09T00:00:00+00:00

Upstash Blob is object storage for the files your application stores and serves: global, S3-compatible buckets, public or private, with an SDK that keeps your server out of the upload path. Here is what we built and the decisions behind it.

Consumer Not Found: Queues for the Serverless World

2026-09-09T00:00:00+00:00

Let's build the same order pipeline three times, with Kafka, Amazon SQS, and QStash, and see what it takes to maintain each one when your app is serverless.

AIHubMix updates — September 9, 2026

2026-09-09T00:00:00+00:00

New models Added gpt-image-2.5-flare : OpenAI’s image model for fast, everyday high-quality image generation. It accepts text and image input, produces image output, and supports quality settings low, medium, high, xhigh, max, and auto. Added gpt-image-2.5-sunburst : OpenAI’s image generation and editing model for workflows requiring high editing precision. It accepts text and image input, produces image output, and supports quality settings low, medium, high, xhigh, max, and auto.

Devin updates — September 9, 2026

2026-09-09T00:00:00+00:00

Archiving Closes Child Sessions' PRs Archiving a session now also closes the open pull requests of the child sessions archived with it; they are listed in the archive prompt so you can choose which to close. Multi-PR Dropdown in the Sidebar Sidebar sessions with several pull requests in the same state now show a dropdown listing each PR, with the same details as the session header's PR popover. Open Changes and PR Files as Diffs In a session's Changes and PR tabs, file paths are clickable while Devin's machine is online: clicking opens the file's diff in the embedded editor, with a button to view the full file. Desktop Tab on Touch Devices The Desktop tab now works like a remote desktop on i

Factoring RSA-260

2026-09-09T00:00:00+00:00

How Devin and a Cognition researcher built the world’s highest-performance GPU lattice siever, to make factoring numbers 10x cheaper than the previous state of the art

The AI Search Index: 17 Industries Analyzed

2026-09-08T14:39:50+00:00

Explore the AI Search Index by OtterlyAI. Industry-specific Analysis of how the AI Search landscape is evolving in 17 different US industries

AIHubMix updates — September 8, 2026

2026-09-08T00:00:00+00:00

New models Added deepseek-v4.1-flash : DeepSeek’s internal-beta model built on a new architecture with native multimodal support. It accepts text and image input, produces text output, and supports reasoning, tool calling, and structured outputs. Trial access is rate-limited and intended for testing only, and is not recommended for production.

Simpler, outcome-based AI pricing

2026-09-08T00:00:00+00:00

Every AI action in Mintlify now has a fixed credit price, and you only pay when we deliver a result. Assistant answers and automation updates cost credits. Everything else is free.

Do it all with Devin: Announcing our Series E

2026-09-08T00:00:00+00:00

Cognition has raised over $2B at a $48B valuation, led by Andreessen Horowitz and Accel, to build the future of software engineering.

Saying "Done" Isn’t Enough: How Lobe Eval Tests Agents on Real-World Tasks

2026-09-08T00:00:00+00:00

Lobe Eval runs agents through LobeHub’s actual product execution path in a stateful, resettable tool environment. Each run is judged using execution traces, tool results, and artifact evidence, while Pass³ measures how often a Case passes in all three runs.

Upstash Has a Remote MCP Server Now

2026-09-07T00:00:00+00:00

Connect any MCP client to your Upstash account over OAuth at mcp.upstash.com/mcp, with no local process and no API keys in your projects.

AIHubMix updates — September 7, 2026

2026-09-07T00:00:00+00:00

Model badges are more consistent The model catalog, model detail pages, and ?tag=new lists now derive the New badge from model launch time. New expires automatically after the configured window, and the old Hot badge is no longer shown. Recently launched parent models also keep their New badge when supplier self-binding data exists. GPT tool-call compatibility is improved gpt≥5.5 models called through /v1/chat/completions with tools now use the Responses compatibility path automatically, reducing upstream 400 errors. Claude Messages bridge calls for these GPT tool workflows follow the same compatibility path. OpenAI and Azure direct channels filter incompatible reasoning parameters before se

AIHubMix updates — September 6, 2026

2026-09-06T00:00:00+00:00

New models Added gpt-6-astra : OpenAI’s model for complex reasoning, coding, computer use, research, and document creation. It supports a 1.05M-token context window, up to 128K output, low-to-max reasoning effort, asynchronous tool calling, and mid-turn steering. Launch announcement . Added mai-image-2.6 : Microsoft’s image generation and editing model, supporting text-to-image generation and image-guided editing in multiple aspect ratios. Added mai-image-2.6-flash : Microsoft’s low-latency version of MAI-Image-2.6, supporting image generation in multiple aspect ratios and image-guided editing.

v4.0.3

2026-09-05T00:31:52+00:00

v4.0.3: Once Is Enough

Multi-server clients with legacy-only backends now avoid unnecessary startup retries, and tools returning unconstrained sequences no longer send images twice. This patch also fixes task timing values rejected by strict clients and cleans up unfinished Monty callbacks when execution ends.

Enhancements ✨

ci: deploy docs through Mintlify's admin API and wait for a verdict by @zzstoatzz in #4996
perf: avoid duplicate startup for mixed-era backends by @ningmao-hlyz in #4971
docs: clarify release title history lookup by @zzstoatzz in #5006

Fixes 🐞

fix: don't infer an output schema for unconstrained sequences by @fsecada01 in #4999
Clean up unfinished Monty callbacks by @zzstoatzz in #5005
Fix task timing field serialization by @LarryHu0217 in #5003

Docs 📚

docs: point What's New at the changelog for later releases by @zzstoatzz in #4992
docs: attribute the back-channel removal to SEP-2322/2575, not SEP-2577 by @zzstoatzz in #4988

New Contributors

@fsecada01 made their first contribution in #4999
@ningmao-hlyz made their first contribution in #4971

Full Changelog: v4.0.2...v4.0.3

Notification preferences, collaborative source mode, and more

2026-09-04T22:47:29+00:00

Notification preferences

Notification preferences: Choose which emails you receive for each event, including comment replies and mentions, thread resolutions, suggestions submitted, accepted, or rejected, automation runs, and product feedback. Configure preferences on the Notifications page of your dashboard.
Automation failure emails: Turn on automation run notifications to get an email when a run fails. Mintlify then holds further failure emails until a run succeeds again.
Share notifications: Mintlify notifies you when someone shares a page with you.

Editor and collaboration

Collaborative source mode: Source mode now supports real-time collaboration. See your teammates' cursors as they work on the same branch as you. Frontmatter edits sync live across visual and source mode. See Real-time editing.
Comment reactions: React to a comment with an emoji to acknowledge it without replying. Hover over a reaction to see who reacted, and reacting to someone else's comment notifies its author. See Comments.
Selective publish: Select individual changes in the publish menu to publish part of your pending work instead of everything at once.
Media on private pages: Upload images and videos to private pages. Private media is served only to people who can open the page, and it is removed when the page is deleted.
Editor polish: Search results show page titles and reveal the file in the sidebar, the sidebar lists only Markdown pages by default, the share dialog searches recipients by email address, the emoji suggestion menu has better search relevance, and the agent panel stays available in site settings.

Automations

Run scope for manual runs: When you trigger an automation manually, choose whether it reviews changes since a date, the entire site, or a specific pull request. See Run an automation manually.

Analytics

Page filter: Filter your analytics to a specific page with the new page dropdown in the dashboard.

API playground

Optional field toggles: In the playground modal, required fields sort first and optional fields collapse behind an Expand N optional fields control, with a global toggle in the header. Collapsed fields stay findable. Searching the page for a hidden field name expands the section that contains it, and values you entered persist across collapse and expand.
Collapse fields by default: Set expand: false under x-mint: playground on an operation to collapse nested object fields by default. See Collapse playground fields.

Authoring

mint test: Generate tests for the code blocks in your docs from the CLI. Runs are saved so you can revisit past reports. See mint test.
<MDX> improvements: Headings inside <MDX> blocks merge into the page's table of contents, ## Title {#id} anchors work at any indent, and code blocks inside <MDX> behave like code blocks at the page root. See MDX.
Markdown in component titles: Component titles, such as accordion titles, support inline Markdown formatting like code and bold.
Table column widths: HTML tables honor the <colgroup> widths you author.

Referrals

Enterprise referrals: Enterprise organizations can now participate in the referral program.

Bug fixes

Static exports: Static builds bundle your logo files so exported sites no longer reference missing assets.
GitLab subgroups: Repositories in nested GitLab subgroups sync correctly.
Large repositories: Repositories large enough that GitHub truncates their file listing now sync all files.
Assistant citations: Citations that dropped a leading path segment now open the correct page.
Authenticated previews: Preview deployments for docs behind authentication serve your changed files.
Translations: The translation automation writes locale-prefixed internal links, so newly translated pages link within their own language.
OpenAPI cleanup: Deleting an OpenAPI spec removes its generated assets from your site.
Custom fonts: Bold text stays bold when you set a custom body font weight.
Code feedback: The code snippet feedback popover displays above the table of contents panel.
Dismissed banners: Dismissed banners no longer flash on page load.
Editor fixes: Reference-style links and Link components render correctly, HTML tables with colspan or classes round-trip without changes, editing a page no longer reformats untouched content, and branch switching no longer causes redirect loops.

AIHubMix updates — September 4, 2026

2026-09-04T00:00:00+00:00

Image generation requests are more stable Image generation, edits, variations, and gpt-image-2 prediction requests now use Azure rate-limit headers together with distributed in-flight limits. Under high concurrency or upstream 429 responses, AIHubMix can throttle earlier, release capacity, and try available channels more consistently. For by-bill image models, missing upstream usage now falls back to a consistent usage value, keeping rate limits and billing aligned. If the Redis limit component is unavailable, image requests fail conservatively instead of sending unbounded traffic upstream. Media task errors are more consistent Media task failures across /ai/v1 , /call/media , task detail, t

Devin updates — September 4, 2026

2026-09-04T00:00:00+00:00

Lightbox Keyboard Navigation and Mermaid Diagrams Use the arrow keys to move between images in the lightbox carousel, and Mermaid diagrams now join the carousel alongside images. Single Devin PR Comment Devin's PR intro comment and the "Original prompt" details block are now a single comment, with the prompt shown below the intro. Code Scan Multi-Select Findings Select several findings at once to assign them to a single Devin session (one branch/PR) or to bulk-update their status (reviewed or dismissed). Code Scan No-Op Runs When There Are No New Commits Scan-new-commits runs (including scheduled runs in Automations) now skip starting a session when the repository has no new commits since th

AI Content Automation: Video & Blog Case Study

2026-09-03T19:40:53+00:00

Learn how AI content automation transformed onvista's video & blog strategy. x3.4 AI Search Visibility in 3 months. Explore GEO case study

GEO Case Study: What IF Web's Transformation

2026-09-03T12:00:11+00:00

Explore the GEO Case Study and learn how What IF Web integrated AI search into their services for better performance.

GEO Case Study Insights from SORN.AI Strategies

2026-09-03T11:41:38+00:00

Discover how SORN.AI helped PagePilot.ai achieve a 3% citation share using OtterlyAI in this insightful GEO case study.

v4.0.2

2026-09-02T23:28:22+00:00

v4.0.2: Root Access

ClientGroup is now importable from the package root, from fastmcp import ClientGroup, with the same lazy export and install hint as Client, so integrations no longer couple to FastMCP's internal module layout.

Enhancements ✨

Expose ClientGroup from package root by @jlowin in #4987
skills: add release skill with changelog entry helper by @zzstoatzz in #4982

Fixes 🐞

docs: escape <1 in changelog so MDX parses by @zzstoatzz in #4978

Docs 📚

docs: note the 4.0.1 floor for ClientGroup reentrancy by @zzstoatzz in #4980
docs: link the GA announcement and blog from What's New by @zzstoatzz in #4984

Full Changelog: v4.0.1...v4.0.2

v4.0.1

2026-09-02T00:21:04+00:00

v4.0.1: Come Back Any Time

ClientGroup now reference-counts its context the way Client does, so entering a connected group from a nested block or a concurrent task reuses the existing connections instead of raising. Adapters written against Client's reentrancy can hold a ClientGroup the same way.

Fixes 🐞

client: make ClientGroup context reentrant by @zzstoatzz in #4975
ci: fix the published-docs PR step's working base by @zzstoatzz in #4960

Docs 📚

docs: update banner for FastMCP 4 GA by @zzstoatzz in #4958
docs: correct whats-new and upgrade guide for GA by @zzstoatzz in #4961
docs: drop prerelease install framing from installation and SDK migration guides by @zzstoatzz in #4963
docs: refresh sidebar tags and fix audit findings by @zzstoatzz in #4965

Full Changelog: v4.0.0...v4.0.1

Devin updates — September 2, 2026

2026-09-02T00:00:00+00:00

New Sidebar Grouping and Filters The session sidebar can now group sessions by pull request status or by repository, and session filters now include Devin mode. Cleanup Scan Type A new cleanup scan type finds dead code and cleanup opportunities in your repositories. /scan Composer Command You can now start a code scan directly from the composer with the /scan command. Scheduled Scans in Automations Automations now support a code scan agent type, so you can schedule recurring scans or re-scan new commits automatically. Redesigned Findings Tab The scan findings tab has been redesigned for easier triage. Richer Trigger Event Details Automation runs now show richer event details for GitLab, Jira

Porównanie cen GLM-5.3-Flash: OpenRouter, Z.ai i AIHubMix

2026-09-01T11:53:38+00:00

Ceny GLM-5.3-Flash na OpenRouter, Z.ai i AIHubMix, w tym przykłady kosztów związanych z opłatą platformową OpenRouter w wysokości 5,5% oraz kosztami…

Scaling llms.txt

2026-09-01T00:00:00+00:00

Large documentation sites were hitting Mintlify's 100,000-character llms.txt limit and omitting pages. We rebuilt generation as a hierarchy of files so agents can reach every page without loading the entire index.

v4.0.0

2026-08-31T18:23:28+00:00

v4.0.0: Four Real

FastMCP 4 is the FastMCP release for the new MCP: full support for the 2026-07-28 protocol revision and the rewritten Python SDK v2, with per-connection negotiation so old-protocol clients keep working against upgraded servers. Interactive tools, background tasks via the io.modelcontextprotocol/tasks extension, a first-class extension model, identity assertion, dependency injection with call-argument binding, and ClientGroup all land as stable surfaces. Most FastMCP 3 applications upgrade without code changes.

New Features 🎉

Migrate to MCP Python SDK v2 by @jlowin in #4437
Teach fastmcp.Client the modern protocol: mode negotiation, MRTR driver, response cache by @jlowin in #4450
Forward-port Hugging Face auth provider by @jlowin in #4475
Add server-side identity assertion (SEP-990 ID-JAG) by @jlowin in #4483
Add guard-mode multi-round-trip tools (SEP-2322) by @jlowin in #4544
Add FastMCP-native server extension API (SEP-2133) by @jlowin in #4602
Add stateless session state (UserSession / SessionId) by @jlowin in #4604
Add background tasks via the io.modelcontextprotocol/tasks extension (SEP-2663) by @jlowin in #4603

Breaking Changes ⚠️

Emit one SERVER span per request and adopt spec-correct error codes by @jlowin in #4445
Remove 3.x deprecated module shims and dead parameters by @jlowin in #4447
Remove 3.0-deprecated FastMCP server methods by @jlowin in #4451
Remove 3.x deprecated parameters and object-mode decorators by @jlowin in #4453
Migrate to MCP SDK v2.0.0b2 (httpx2) by @jlowin in #4503
Fix typos by @szepeviktor in #4498
Stop proxies from validating backend results or mutating shared transports by @jlowin in #4552
Surface resource, prompt, and proxy errors on the modern protocol by @jlowin in #4579
Negotiate the best mutual protocol era by default by @jlowin in #4572
Remove server-initiated sampling and roots from the server API by @jlowin in #4648
Remove 3.x-era compatibility shims by @jlowin in #4661

Enhancements ✨

Deprecate ctx.sample and add clear errors for push features on 2026 connections by @jlowin in #4448
Add server-level cache hints (SEP-2549) by @jlowin in #4464
Add KeyValueResponseCacheStore for distributed client response caching by @jlowin in #4479
Test lifespan fires once per process over HTTP by @jlowin in #4480
Add telemetry off-switch and mcp.protocol.version span attribute by @jlowin in #4481
Trace client task management requests by @jlowin in #4525
Stabilize upgraded ty checks by @jlowin in #4526
Improve DescopeProvider scope discovery and well-known URL support by @gaokevin1 in #4489
Add examples/ to the ty static-analysis gate by @jlowin in #4466
Expose telemetry attributes on span start by @zzstoatzz in #4487
Fix-issue-4284 : Add Auth0MCPProvider for Auth0 Auth for MCP by @vijaydeepsinha in #4411
Run FastMCP middleware for every inbound message by @jlowin in #4553
Add 'prs welcome' label to waive the PR assignment gate by @jlowin in #4557
Rename martian workflows to marvin by @jlowin in #4558
Bump pinned Claude models to current versions by @jlowin in #4561
Make the unit suite fast: in-process HTTP tests, no real sleeps, parallel Windows CI by @jlowin in #4554
Mirror the frontend's protocol era on a proxy's backend connection by @jlowin in #4573
Drop forked client protocol helpers in favor of the SDK's by @jlowin in #4574
Bring the v4 developer notes up to date with what shipped by @jlowin in #4581
Trim fastmcp.types to FastMCP-unique types by @jlowin in #4584
Let a server answer argument-completion requests by @jlowin in #4582
Add machine-to-machine client authentication by @jlowin in #4583
Expose era-neutral client server metadata by @zzstoatzz in #4599
Support routable transport headers for gateways (SEP-2243) by @jlowin in #4622
Emit scope step-up challenges for incremental authorization (SEP-2350) by @jlowin in #4623
Honor OAuth application_type in DCR (SEP-837) by @jlowin in #4621
Drop stale label-noting instructions from CLAUDE.md by @jlowin in #4654
Add require_roles auth check by @jlowin in #4656
Add valid_scopes parameter to OIDC proxy valid scopes by @Educg550 in #4660
feat: Add telemetry interop mode for FastMCP by @strawgate in #4046
Note that review comment threads should get an acknowledgement by @jlowin in #4678
Soften the review-comment reply guidance by @jlowin in #4683
Resolve review threads on fix, reply on decline by @jlowin in #4685
Move to the stable MCP Python SDK 2.0.0 by @jlowin in #4655
Add comprehensive Codex code review rules by @jlowin in #4710
Give parallel Windows CI more timeout headroom by @zzstoatzz in #4680
add language dropdown to docs sidebar by @znicholasbrown in #4716
Route published docs through pull requests by @jlowin in #4713
Improve HTTP server startup performance by @jlowin in #4729
Avoid loading MCP and CLI stacks during lightweight imports by @jlowin in #4763
Preserve legacy httpx compatibility without importing it by @jlowin in #4766
Clarify review of closed contributor PRs by @jlowin in #4780
Support EdDSA verification in JWTVerifier by @zzstoatzz in #4752
Forward proxy server metadata across protocol eras by @jakekaplan in #4776
feat(renovate): migrate to Renovate, retire Dependabot by @jamiezieziula in #4754
Add Prefect Horizon authentication client and local state by @parkedwards in #4785
Clarify auto-closed PR message by @jlowin in #4820
Support CallArgument and Depends bindings from uncalled-for 0.4.0 by @chrisguidry in #4802
Fix static analysis under newer ty releases by @zzstoatzz in #4831
Cover CallArgument resolution in background tasks by @zzstoatzz in #4833
Scalekit issuer updates backward compatibility by @AkshayParihar33 in #4798
Add Prefect Horizon account commands by @parkedwards in #4786
Cap anthropic dependency to <1 by @craigie-ant in #4864
Remove obsolete Docket memory-server reset fixtures by @TyceHerrman in #4912
add independent client groups by @zzstoatzz in #4904

Security 🔒

Drive the FastMCP lifespan through the SDK session manager by @jlowin in #4446
Route skill file access through SDK path-security primitives by @jlowin in #4449
Screen templated resource parameters for path traversal by default by @jlowin in #4482
[codex] Add OAuthProxy RFC 9207 issuer responses by @jlowin in #4438
Apply app visibility where no host can by @jlowin in #4692
Encrypt task context snapshots at rest by @chrisguidry in #4772
Add audience pinning to GoogleTokenVerifier by @zzstoatzz in #4827
Bump cryptography to 50.0.0 by @zzstoatzz in #4836
Scope Marvin App token to each job's declared permissions by @zzstoatzz in #4834
Exclude Cookie from forwarded HTTP headers by @zzstoatzz in #4843
Bump cryptography to 50.0.0 in the testing_demo example by @zzstoatzz in #4844
Bound CIMD cache growth by @jlowin in #4852
client: deprecate inferring stdio transports from str, prefer Path by @zzstoatzz in #4941

Fixes 🐞

Capture SharedContext for task-enabled Docket servers by @jlowin in #4443
Fix stale mcp.types imports in examples by @jlowin in #4452
Forward-port HTTP host guard compatibility by @jlowin in #4474
Fix Azure scope fallback by @zzstoatzz in #4469
fix(server): omit ScalarElicitationType wrapper title from elicitation schemas by @syf2211 in #4502
Skip unsupported JWKS keys instead of failing the whole key set (#4515) by @earfman in #4517
Don't mutate the caller's schema in compress_schema by @winklemad in #4492
Forward upstream instructions through create_proxy by @verdie-g in #4512
Serialize deep object query parameters by @jlowin in #4523
Reject positional-only tool parameters by @jlowin in #4524
Clarify PR-reopen flow and fix label-race that broke auto-reopen by @jlowin in #4518
Clean up disconnected task sessions by @jlowin in #4519
Handle expired OAuth client registrations by @jlowin in #4520
Fix OAuth request annotation after httpx2 migration by @jlowin in #4534
Fix docs banner contrast by @jlowin in #4522
Preserve component metadata in response cache by @jlowin in #4521
Clean up task sessions on connection exit by @jlowin in #4535
Include scopes in auth challenges by @jlowin in #4527
Make examples/ actually trigger the ty gate by @jlowin in #4541
Add subject field to AccessToken initialization by @piaudonn in #4267
Restore Mintlify's fixed banner positioning by @jlowin in #4542
Fix #4292: SSRF guard breaks OAuth/JWKS fetches behind a corporate HTTP proxy by @endofcake in #4412
Preserve telemetry attributes when a sampler does not forward them by @jlowin in #4539
Speed up the unit test suite, and fix the task-notification race it surfaced by @jlowin in #4550
Fix label triage applying no labels, and make blocked tool calls fail by @jlowin in #4555
Fix AI workflow allowlists being destroyed by tokenization by @jlowin in #4560
Make transformed tool required order deterministic by @Kludex in #4564
Stop gather() from creating coroutines it may never schedule by @jlowin in #4559
Restore upgraded dependency checks by @zzstoatzz in #4576
Fix skill frontmatter parsing with UTF-8 BOM by @hxaxd in #4533
Fix File helper extension handling by @VectorPeak in #4531
Fix percent-encoded skill file names unreadable in resources mode by @jlowin in #4590
Fix flaky stdio crash-recovery tests by @jlowin in #4594
Bridge camelCase ToolAnnotations reads by @zzstoatzz in #4597
Preserve raw CallToolResult tool returns by @LarryHu0217 in #4587
Advertise only supported token endpoint auth methods in OAuthProxy metadata by @jlowin in #4608
Fix OAuth proxy override typing by @zzstoatzz in #4612
Pin burner-redis below the Windows-crashing 0.1.7 release by @jlowin in #4618
fix : canonical mime type mapping from formats to remove inconsistency #4627 by @Aman071106 in #4628
fix: accept callable roots handlers by @ShuyingZhang in #4639
Pass the MCP conformance suite's draft and pending scenarios by @jlowin in #4650
Use issuer_url for OAuth issuer identity by @jlowin in #4652
Fix the ty failure blocking upgrade checks on main by @jlowin in #4657
Bind CIMD assertion audience to the advertised token endpoint by @jlowin in #4659
Record effective scopes on the OAuth transaction by @jlowin in #4670
Copy schemas iteratively so deep nesting still compresses by @jlowin in #4671
Fix OpenAPI allOf reference fields by @hxaxd in #4653
Flatten OpenAPI discriminator subtypes into request bodies by @jlowin in #4677
Let maintenance releases publish without fastmcp-tasks by @jlowin in #4676
Read CLI-scanned MCP config files as UTF-8 explicitly by @jlowin in #4690
Late-bind app tool names so UIs survive composition by @jlowin in #4682
Always emit a tool title, derived from name when unset by @jlowin in #4694
Fix self-referential connection error causes by @jakekaplan in #4720
Write downloaded skill text as UTF-8 by @zzstoatzz in #4715
Fix CodeMode tool error propagation by @YAO-001 in #4704
Forward enable_cimd to Auth0, AWS Cognito and OCI providers by @StykMartin in #4719
fix: preserve valid servers during CLI discovery by @ShuyingZhang in #4714
Preserve string-compatible prompt arguments by @jlowin in #4730
Canonicalize response cache arguments by @jlowin in #4753
Serve empty list results from the response cache by @LHMQ878 in #4738
Don't cache error results in ResponseCachingMiddleware by @SaiMouli3 in #4705
Declare run-claude extra allowed tools input by @zzstoatzz in #4740
Sanitize forwarded request metadata where the proxy copies it by @jakekaplan in #4770
fix(context): move elicit overload docs inside the stubs so mypy sees the chain by @yonatangross in #4774
Delegate typed tool output serialization to Pydantic by @jlowin in #4771
Serialize the event store's stream list read-modify-write by @SaiMouli3 in #4758
Fix partial parameter hints on Python 3.14 by @zzstoatzz in #4796
fix(openapi): extract parameter-level example and examples by @doneman536 in #4793
Keep earlier consent CSRF tokens valid within a transaction by @trevhud in #4818
Fix StatefulProxyClient reconnection after session failure by @jlowin in #4829
Fix instructions in MCP inspect output by @zzstoatzz in #4873
fix: support Unicode tokens in BM25 search by @zzstoatzz in #4889
fix: support modern protocol in multi-server clients by @zzstoatzz in #4893
fix(ci): satisfy latest ty control-flow checks by @zzstoatzz in #4928
fix(middleware): align response limits with output schemas by @zzstoatzz in #4931
Accept any issuer scoped to the Descope project by @gaokevin1 in #4909
Fix response cache partitioning for versioned components by @CoralGarden52 in #4948

Docs 📚

Docs: forward-port v3.4.4 changelog entries by @jlowin in #4476
Document icon theme support by @jlowin in #4537
Add missing 4.0.0 version badge to Path Security docs by @jlowin in #4540
Align server component docs by @strawgate in #4260
Align CLI, deployment, and config docs by @strawgate in #4259
Align client, Apps, and integration docs by @strawgate in #4261
Fix stale MRTR/elicitation framing in client and upgrade docs by @jlowin in #4551
docs: quote pip extras install examples by @RachGranville in #4568
Document Windows CI parallelism and the subprocess_heavy marker by @jlowin in #4575
Document v3->v4 removals and add upgrade-reality tests by @jlowin in #4585
Archive v3 docs and publish v4 as the primary version by @jlowin in #4613
Document targeted v4 prerelease installation by @zzstoatzz in #4598
Fix stale Mac/Windows-vs-Linux OAuth key/storage docs by @jlowin in #4617
v4 docs quality pass: stale task/era claims, broken links, polish by @jlowin in #4619
whats-new: add the argument completion capability by @jlowin in #4620
docs: fix ProxyProvider docstring example calling nonexistent with_namespace() by @andrew-stelmach-fleet in #4633
Unpublish v4 development notes; prep docs for beta 1 by @jlowin in #4644
Expand the FAQ for the v4 transition by @jlowin in #4649
Document the issuer_url identity change for upgraders by @jlowin in #4658
Cover require_roles in the v4 highlights by @jlowin in #4666
Fix FAQ: sampling/roots/elicitation legacy-mode advice, SessionProvider registration by @jlowin in #4672
Audit v4 docs: fix missing version badges, fill whats-new gaps by @jlowin in #4668
Docs: add v3.4.5 changelog entries to main by @jlowin in #4674
Split the SDK upgrade guides by SDK version by @jlowin in #4684
Add v4.0.0b1 changelog and updates entries by @jlowin in #4681
Use mcp.types directly instead of aliasing to mcp_types in docs by @jlowin in #4696
Rewrite the v4 What's New page and document server extensions by @jlowin in #4698
Improve the v4 docs by @jlowin in #4707
Rewrite the FastMCP docs welcome page by @jlowin in #4709
docs: clarify external OAuth consent mode by @jlowin in #4746
Docs: mirror v3.4.6 changelog entries by @jlowin in #4764
Document MCP protocol support and conformance by @jlowin in #4781
Docs language dropdown by @znicholasbrown in #4801
Docs: mirror v3.4.7 release notes by @jlowin in #4811
docs: prepare FastMCP 4 beta 3 by @jlowin in #4840
docs: add FastMCP 4 beta 3 release entries by @jlowin in #4841
docs: fix idempotent tool hint wording by @Theater-ahyeon in #4875
docs: prepare FastMCP 4 beta 4 by @zzstoatzz in #4914
docs: fix beta 4 changelog MDX by @zzstoatzz in #4916
docs: prepare FastMCP 4 beta 5 by @zzstoatzz in #4934
docs: cover list_tools and restore client modules in the SDK reference by @zzstoatzz in #4936
docs: transport inference trust contract; trim SDK session-group comparison by @zzstoatzz in #4940

Dependencies 📦

chore(deps): bump mcp from 1.26.0 to 1.27.2 in /examples/testing_demo in the uv group across 1 directory by @dependabot[bot] in #4514
chore(deps): bump actions/setup-node from 6 to 7 by @dependabot[bot] in #4546
Bump actions/upload-artifact from 4 to 7 by @dependabot[bot] in #4640
Bump actions/setup-python from 6 to 7 by @dependabot[bot] in #4641
chore(deps): bump mcp from 1.27.2 to 1.28.1 in /examples/testing_demo in the uv group across 1 directory by @dependabot[bot] in #4614

Other Changes 🦾

Test: HTTP lifespan fires once per process across sessions by @jlowin in #4470
Fix static analysis with latest ty by @zzstoatzz in #4739
Quote run-claude allowed tools argument by @zzstoatzz in #4741
chore(deps): Update j178/prek-action action to v3 by @prefect-renovate[bot] in #4808
chore(deps): Update dependency node to v24 by @prefect-renovate[bot] in #4807
chore(deps): Update astral-sh/setup-uv action to v9 by @prefect-renovate[bot] in #4806
Fix proxy forwarding of MCP transport headers by @jakekaplan in #4853
Add FastMCP security report review skill by @zzstoatzz in #4859

New Contributors

@syf2211 made their first contribution in #4502
@earfman made their first contribution in #4517
@winklemad made their first contribution in #4492
@verdie-g made their first contribution in #4512
@vijaydeepsinha made their first contribution in #4411
@piaudonn made their first contribution in #4267
@szepeviktor made their first contribution in #4498
@endofcake made their first contribution in #4412
@Kludex made their first contribution in #4564
@RachGranville made their first contribution in #4568
@hxaxd made their first contribution in #4533
@VectorPeak made their first contribution in #4531
@LarryHu0217 made their first contribution in #4587
@andrew-stelmach-fleet made their first contribution in #4633
@Aman071106 made their first contribution in #4628
@ShuyingZhang made their first contribution in #4639
@Educg550 made their first contribution in #4660
@znicholasbrown made their first contribution in #4716
@YAO-001 made their first contribution in #4704
@StykMartin made their first contribution in #4719
@LHMQ878 made their first contribution in #4738
@SaiMouli3 made their first contribution in #4705
@yonatangross made their first contribution in #4774
@jamiezieziula made their first contribution in #4754
@parkedwards made their first contribution in #4785
@trevhud made their first contribution in #4818
@prefect-renovate[bot] made their first contribution in #4808
@craigie-ant made their first contribution in #4864
@Theater-ahyeon made their first contribution in #4875
@TyceHerrman made their first contribution in #4912
@CoralGarden52 made their first contribution in #4948

Full Changelog: v3.4.7...v4.0.0

Is GEO Replacing SEO? What 12 Months of Experiments Actually Say

2026-08-31T14:53:08+00:00

Is GEO Replacing SEO? What 12 Months of Experiments Actually Say

Announcing Instant Rollbacks

2026-08-31T00:00:00+00:00

Instant rollbacks are now live for Mintlify Enterprise customers. You can roll back to a known good deployment in seconds, without waiting on a full rebuild.

v4.0.0b5

2026-08-28T20:04:04+00:00

v4.0.0b5: Group Effourt

FastMCP 4 beta 5 introduces ClientGroup — one managed client per server, each negotiating its own protocol era independently, with collision-checked tool namespacing and call routing and no proxy in the middle — and aligns middleware response limits with output schemas.

Enhancements ✨

Remove obsolete Docket memory-server reset fixtures by @TyceHerrman in #4912
add independent client groups by @zzstoatzz in #4904

Fixes 🐞

fix(ci): satisfy latest ty control-flow checks by @zzstoatzz in #4928
fix(middleware): align response limits with output schemas by @zzstoatzz in #4931

Docs 📚

docs: fix beta 4 changelog MDX by @zzstoatzz in #4916

New Contributors

@TyceHerrman made their first contribution in #4912

Full Changelog: v4.0.0b4...v4.0.0b5

Referral program, custom component styles, and more

2026-08-28T18:52:07+00:00

Referral program

Refer a team to Mintlify from the Referrals page in your dashboard. When someone you refer starts a Pro plan, both of your organizations receive 50,000 credits. You can earn referral credits for up to three referrals. Available on Pro plans.

Authoring

<MDX> component: Wrap content in <MDX> to render Markdown formatting inside JSX expressions, such as conditional content. See MDX.
Custom styles on components: Built-in components now accept a className prop, and dynamic Tailwind utilities work inside it.

Editor and collaboration

Private page search: Editor search now includes your private pages, and you can open results directly from the search palette. See Private pages.
Agent replies to mentions: Mention @mintlify in a comment, suggestion, or reply and the editor agent answers in the same thread, including on private pages. See Ask the Mintlify agent.
Clickable agent questions: When the editor agent asks a clarifying question, click an option to answer instead of typing.
SVG attachments: Attach SVG files to editor agent messages. See Attach files.
Faster branching: Creating a branch in the editor switches you to it instantly and the editor now guides you through branch protection rules.
Editor polish: Math expressions update their rendered preview live as you type, the component properties panel has a refreshed design and autosaves your changes, and opening an editor link that belongs to another of your organizations prompts you to switch instead of showing an error.

Automations

Redesigned automation runs: The runs tab shows a grouped feed of each run's results, including pull requests, modified pages, and failures, with status filters and a review-needed indicator. See Manage automations.

Analytics

mint analytics: View traffic stats, search queries, feedback, and assistant conversations from the CLI. See mint analytics.

Docs and agents

Discoverable llms.txt indexes: The root llms.txt now links to the per-section indexes under /_llms, and optional links are indexed by navigation scope. See llms.txt.
Index MCP rate limit: The daily rate limit for the Mintlify Index MCP server is raised to 5,000 requests. See Index MCP reference.
Publishing permissions for AI apps: Changing whether your MCP server pushes directly to your deploy branch now requires an admin role. Editors see the setting as read-only.

Bug fixes

Safari media: Images and videos now load correctly in Safari.
Accordions: HTML tables inside accordions render instead of being dropped.
Code groups: Expandable code blocks inside a CodeGroup no longer grow past their collapsed height.
iOS zoom: Focusing search and assistant inputs on iOS no longer zooms the page.
Favicons: Favicon URLs resolve correctly on deployments with a custom base path.
API playground: Enum array items render their values instead of type labels.
llms.txt languages: Language-specific llms.txt routes are scoped to their language, the default language is prioritized, and llms-full.txt headings and links are normalized.
mint format: CLI formatting now matches the editor's output, so formatting a file no longer produces spurious diffs.
Editor fixes: Removing a page icon persists, focus returns to the page after toolbar dropdown picks, and deleting the page you have open redirects instead of showing a stale view.
Assistant widget: The widget refreshes its configuration before it expires, so long-lived pages keep a working assistant.

Devin updates — August 28, 2026

2026-08-28T00:00:00+00:00

Multi-Select Tag Filters The session sidebar now supports multi-select metadata tag filters with per-tag counts, plus a machine-type filter. Split Editor Groups in the Session Workspace The session workspace editor now supports VS Code-style split editor groups. Code Scan History The scan detail page has a scan history sheet, and redesigned history rows show each run's profile and cost. Code Scan Validation Severities Code scan profiles can now configure which finding severities require validation, with a threshold meter in the profile editor. New MCP Marketplace Servers Gmail, Google Calendar, Gamma, and Supabase MCP servers are now available in the marketplace, and marketplace entries now

ChatGPT cut Reddit citations by at least 73% in August 2026. Here is what replaced it.

2026-08-27T14:30:26+00:00

ChatGPT Reddit citations fell at least 73% in August 2026, across 16 brand reports. The engine cited more overall. Here is what replaced them.

Agent Zero v2.11: Context Doctor, Vision Sidecars, & Faster Streaming

2026-08-27T14:30:15+00:00

v2.11 adds Context Doctor, vision sidecars and a context usage indicator, makes streaming and WebUI synchronization faster, improves memory and embeddings, and defaults LiteLLM providers to Chat Completions.

v4.0.0b4

2026-08-26T23:01:45+00:00

v4.0.0b4: Calm Befour the Storm

FastMCP 4 beta 4 improves modern multi-server clients and adds Prefect Horizon account commands, while tightening proxy and CIMD security boundaries and fixing Unicode search and inspect output.

Enhancements ✨

Add Prefect Horizon account commands by @parkedwards in #4786
Cap anthropic dependency to <1 by @craigie-ant in #4864

Security 🔒

Scope Marvin App token to each job's declared permissions by @zzstoatzz in #4834
Exclude Cookie from forwarded HTTP headers by @zzstoatzz in #4843
Bump cryptography to 50.0.0 in the testing_demo example by @zzstoatzz in #4844
Bound CIMD cache growth by @jlowin in #4852

Fixes 🐞

Fix instructions in MCP inspect output by @zzstoatzz in #4873
fix: support Unicode tokens in BM25 search by @zzstoatzz in #4889
fix: support modern protocol in multi-server clients by @zzstoatzz in #4893

Docs 📚

docs: fix idempotent tool hint wording by @Theater-ahyeon in #4875
docs: prepare FastMCP 4 beta 4 by @zzstoatzz in #4914

Other Changes 🦾

chore(deps): Update j178/prek-action action to v3 by @prefect-renovate[bot] in #4808
chore(deps): Update dependency node to v24 by @prefect-renovate[bot] in #4807
chore(deps): Update astral-sh/setup-uv action to v9 by @prefect-renovate[bot] in #4806
Fix proxy forwarding of MCP transport headers by @jakekaplan in #4853
Add FastMCP security report review skill by @zzstoatzz in #4859

New Contributors

@prefect-renovate[bot] made their first contribution in #4808
@craigie-ant made their first contribution in #4864
@Theater-ahyeon made their first contribution in #4875

Full Changelog: v4.0.0b3...v4.0.0b4

Devin updates — August 26, 2026

2026-08-26T00:00:00+00:00

Queued Message Improvements Queued messages are now delivered while Devin is in a long-running wait, and pressing Cmd/Ctrl+Enter while editing a queued message sends it immediately. Waiting Activity Status Sessions now show a dedicated "Waiting" activity status while Devin is intentionally sleeping in a wait. Undo for Folder Moves Moving sessions between folders now shows an undo toast, and Cmd/Ctrl+Z triggers the newest toast's Undo action. Accessibility Improvements Reduced-motion users now get static/text equivalents for animated elements, and high-contrast support has been improved. Redesigned GitHub Link Badges Devin's GitHub link badges (PRs, branches, commits) have a refreshed design.

DeepSeek Harness: Mem0 as a Native Cordis Plugin

2026-08-24T00:00:00+00:00

DeepSeek Harness plugin

The New MCP Roadmap

2026-08-22T09:00:00+00:00

An update on the Model Context Protocol roadmap and focus areas for upcoming specification releases.

v3.8.20

2026-08-22T05:18:52+00:00

v3.8.20

Architektura agenta AI: Routing modeli i odkrywanie narzędzi

2026-08-22T04:35:59+00:00

Dowiedz się, dlaczego produkcyjne agenty AI potrzebują dwóch integracji: AIHubMix do routingu modeli w czasie rzeczywistym oraz Monid do odkrywania narzędzi…

Editor branches, Slack-triggered automations, bulk member invites, and more

2026-08-21T23:21:09+00:00

Editor and collaboration

Editor branches: When you create a branch, the editor now creates a draft pull request and autosaves changes to Git. You can rename or delete branches, discard autosaved changes, and move pending changes to a new branch. The branch menu is ordered by recent activity, uses per-user branch names, and shows cleaner Draft <date> names for automatically generated branches. See Branching and publishing.
Pull requests open as drafts by default: The editor now opens new pull requests in draft state so you can share a preview URL without signaling that the change is ready to merge. Change this on the editor settings page.
GitLab merge requests: Merge requests opened in GitLab now sync into editor branches, matching the existing GitHub behavior.
Streamlined editor navigation: The editor has a new breadcrumbs row, consolidated page and share controls, sticky sidebar section headers, and a dedicated bottom bar for settings and Ask agent. Site settings open as editor pages instead of a modal. Mobile navigation now uses a simplified top bar and panel-based sidebar for smaller screens.
Page access and comments: Request edit access to a private or protected page from the editor and review requests in an approval modal. Comment cards now show profile pictures, and @mentions link to the mentioned user.
Duplicate private pages: Duplicate a private page from the editor to start a new draft from existing content.
Live preview improvements: Run multiple local previews at once. Navigation changes now propagate to open previews, the agent panel docks on the left, and the preview remains visible during onboarding follow-up turns.

Automations and integrations

Slack message trigger: Enterprise customers can run custom automations from new messages in selected Slack channels. The agent evaluates each message and takes action only when warranted. See Trigger an automation from an integration.
Redesigned automations page: The automations list has a new layout, and each automation card shows its run count and who created it. See Manage automations.

Docs and delivery

Custom SDK reference pages: Use sdk frontmatter to generate documentation for a single SDK symbol while adding your own examples or guidance above it. You can also configure SDK generation for a navigation group. See Customize a page for a single symbol.
GraphQL input types: Input type pages are now generated and served on GraphQL API reference sites. See GraphQL setup.
nocopy code blocks: Add the nocopy flag to a fenced code block to hide its copy button. For plain-text content such as ASCII diagrams, use a bare nocopy fence. See Hide copy button.
Result snippets: Optionally show a one-line content preview beneath each search result, with matching terms highlighted. Enable Result snippets from your dashboard search settings; the setting is off by default. See Result snippets.
Scoped llms.txt indexes: Grouped llms.txt indexes are now served per URL segment at /_llms/<segment>.md, so agents can pull one section of your docs instead of the full index.
Assistant widget analytics: Analytics events now include the embedding page's current pathname by default and follow client-side navigation. Set analytics.capturePathname to false to opt out. See assistant analytics config.
Bulk member invites: Invite up to 250 teammates at once, then review the list and assign a role to each invitee before sending. Pro and Enterprise plans can upload a CSV of email addresses. See Add members to your organization.
Universal Search API keys: Universal Search API keys are out of early access. Any organization can now create and manage them from dashboard settings.
Analytics in self-hosted deployments: The dashboard analytics tab is now available on self-hosted deployments.

Bug fixes

API playground: OpenAPI 3.1 examples and enum values now appear in generated response samples, and Markdown lists in the endpoint modal no longer render double bullets.
Search anchors: JSX headings with custom IDs now create the correct search sections and anchors.
Inline styles: Inline CSS in a quoted style attribute now renders correctly on your site, in the CLI, and in the editor.
Editor components: Copying and pasting inside a Step no longer creates nested steps, tabs no longer jump when clicked, and settings sidebar search has been restored.
Editor deep links: Opening an editor link while signed out now returns you to that page after login instead of the dashboard home page.
Anchor icons: Anchor link icons remain white when hovering over a dark background.
Assistant widget loading: The widget stays interactive while it's loading.
Docs MCP: Unknown tool calls now return a JSON-RPC error instead of failing silently, and MCP tool schemas use the 2020-12 JSON Schema dialect.

Budowanie Gospodarki Agentów: AIHubMix i FluxA ogłaszają strategiczną współpracę

2026-08-21T11:56:21+00:00

W AIHubMix wierzymy, że następna faza sztucznej inteligencji będzie definiowana nie tylko przez to, co modele mogą zrozumieć, ale także przez to, co agenci…

AI News Licensing Deals (2026) Study | 20M+ URLs Analyzed

2026-08-21T04:20:11+00:00

AI news licensing deals (2026), measured 91 deals joined to 129.3M AI citations: OpenAI licensees get 48% more on ChatGPT. Read all findings

Devin updates — August 21, 2026

2026-08-21T00:00:00+00:00

Redesigned Session Page Header The session page header is more compact, with tags and session hierarchy built in. Redesigned Sessions Sidebar The sessions sidebar has been redesigned with customizable nav tabs, grouping, richer filtering, and a cleaner session list. Refreshed Chat Visual Design The chat interface has a refreshed visual design. Nested Sub-Devin Sessions Sub-Devin sessions are now shown as a nested tree in the sidebar. Hideable Sidebar The sidebar can be fully hidden and peeked on hover. Session Subscribers Follow and view others' sessions, with subscriber-based sidebar organization and filtering. Inline Session Rename Shortcut Press Cmd/Ctrl+Option+R on a session page to rena

Powiedz swojemu agentowi jedno zdanie, uzyskaj 500+ modeli

2026-08-20T11:24:04+00:00

Dostęp czytelny dla agentów na bramie AIHubMix AI: agents.md, llms.txt dla 850+ modeli, umiejętność agenta, MCP i głębokie linki do Claude Code, Codex…

Agent Zero v2.10: Interactive Browser, Durable Subordinates, & Composer Context

2026-08-19T12:30:34+00:00

v2.10 introduces an interactive shared Browser runtime, durable subordinate lifecycles, scoped composer context and drafts, Responses streaming fixes, and a built-in ACP bridge.

Cennik API GPT-5.6 Sol: 50% zniżki na AIHubMix i OpenRouter

2026-08-19T10:03:48+00:00

GPT-5.6 Sol jest obecnie dostępny z 50% zniżką na AIHubMix i OpenRouter, ale OpenRouter dolicza 5,5% opłaty za korzystanie z platformy. Porównaj rzeczywisty…

Devin updates — August 19, 2026

2026-08-19T00:00:00+00:00

Model Degradation Notifications In Ultra sessions, Devin now notifies you when the lead action model degrades or recovers. Lightbox Improvements Image lightboxes now show filename captions, an image counter, and clickable prev/next arrows; review comment images open in a lightbox on click. Attachment Preview Actions Attachment previews now offer both copy link and copy content. Faster PR Tab PR diff files are now virtualized, speeding up session switching with the PR tab open. CI Failure Shortcuts Worklog "CI failed" rows now open the PR review tab with checks expanded. Preview Tab Renamed to Browser The session preview tab is now labeled "Browser". Slack Mute Moves the Session to the Webapp

Agent Zero v3: A Sneak Peek Inside the Sandbox

2026-08-17T11:57:41+00:00

Agent Zero's third major iteration is moving agent-run code and heavyweight tools into isolated, disposable gVisor sandboxes.

Bitbucket Cloud support, embed a GitHub repo in your docs, and more

2026-08-14T21:17:15+00:00

Bitbucket Cloud support

Bitbucket Cloud is now supported as a Git provider for Enterprise plans. See Bitbucket Cloud support for more information.

Editor and collaboration

Redesigned version history: The version history in the editor now shows a date-grouped timeline.
Editor autocommits: Turn on autocommits in the editor settings to commit your work as you type.
Editor branch creation: Branch creation is faster and you can bring or stash pending changes when branching. You can also edit a branch's pull request title from the editor.
Private pages: Private pages have their own version history, agent annotations, and notification emails. Move a private page to a workspace folder to publish it to your site.
Personal and shared sections: The editor sidebar has Personal and Shared sections so private drafts and shared content are easier to separate.
Editor comments: Long comment bodies clamp to six lines with a Show more control, and the comment card scrolls, keyboard shortcuts, and edit input have been polished.
Batch member invites: Invite multiple teammates to your organization at once from the dashboard.
Collaborators in branches: The branches dropdown shows collaborators on each branch, avatars dedupe across Git and editor identities, and pull request authors are included in the contributors list. External pushes to editor branches sync into the editor in real time.

Docs and delivery

GitHub component: Embed a public GitHub repository card with a live description, star count, and fork count on any page. See GitHub for usage and variants.
Language-preference routing: Redirect visitors from the root of your site to the language that matches their browser's Accept-Language header. Enable Auto-route to preferred language on the Add-ons page. See Navigation for details.
lastUpdatedDate frontmatter: The last-modified footer now prefers a lastUpdatedDate value in a page's frontmatter over the Git commit date.
Search relevance: Verbatim identifier matches are promoted in search results, and identifier tokens are preserved across chunk splits.
Translation reliability: Full-site translation triggers are fixed, and the translation timeout is raised to accommodate larger sites.
API playground endpoint menu: Refined layout and spacing, correct column sizing for OPTIONS, and typing in the endpoint search is fixed.

Agent integrations

Stripe and expanded Notion integrations: Connect Stripe as a read-only integration, and use additional Notion read tools in Slack and automations.
Zendesk integration: Connect Zendesk so the agent can use context from your support workspace.

Bug fixes

Mermaid diagrams: Multiple Mermaid diagrams on the same page no longer conflict during initialization.
Assistant history: Clarifying questions from the assistant now render in dashboard conversation history and in analytics exports.
Reject editor suggestions: The reject button for suggestions now appears inline.
Multi-repo variables: Variables now resolve correctly in multi-repo deployment configurations.
GitLab webhooks: Push events from the GitLab OAuth webhook endpoint are handled correctly.
Broken-links CLI: mint broken-links now resolves paths with non-ASCII characters.
Snippet validation: mint validate warns when a snippet uses a default import against a file that has no default export.
Markdown task lists: Task list items in Markdown are styled correctly.
Focus outlines: Interactive focus outlines are aligned consistently across the site.
Dropdown switcher: Switching between dropdowns now routes to the matching page in the target dropdown instead of the dropdown root.
Anchors with base paths: Author-written anchors resolve correctly on deployments that use a custom base path.
Editor nav bar: Long titles in the editor top bar truncate cleanly instead of overflowing.
GitHub settings visibility: GitHub app settings are hidden on deployments connected to other Git providers.
PDF attachments: Uploaded PDF attachments no longer render inside a live embed.

v3.4.7

2026-08-14T17:51:05+00:00

v3.4.7: Know Your Audience

FastMCP 3.4.7 fixes CIMD private_key_jwt authentication on bare-origin OAuth proxy deployments by validating client assertions against the exact token endpoint advertised in OAuth metadata.

Security 🔒

Backport CIMD assertion audience fix to v3 by @jlowin in #4799

Docs 📚

Docs: add v3.4.7 changelog entries by @jlowin in #4810

Full Changelog: v3.4.6...v3.4.7

v3.4.6

2026-08-14T17:51:05+00:00

v3.4.6: Trust, but Proxy

FastMCP 3.4.6 backports trusted-proxy support for SSRF-protected OAuth metadata and JWKS fetches. Deployments can now route these requests through a mandated corporate proxy while preserving custom CA certificates; FastMCP refuses the fetch when no proxy is configured instead of risking an unprotected direct request.

Fixes 🐞

Backport #4412 to 3.x: support trusted SSRF proxies by @jlowin in #4755

Docs 📚

Docs: add v3.4.6 changelog entries by @jlowin in #4761

Full Changelog: v3.4.5...v3.4.6

v3.7.25

2026-08-14T06:53:16+00:00

v3.7.25

Kimi Code: Mem0 Joins the Editor Plugin Family

2026-08-13T00:00:00+00:00

Kimi Code plugin

Agent Zero v2.9: Agent Editor, Scoped Policies, & Security Hardening

2026-08-12T13:58:33+00:00

v2.9 introduces the Agent Editor, project-scoped profiles and tool policies, safer profile lifecycles, Time Travel retention, built-in plugin upgrades, and important security and reliability fixes.

Your agent can sign up for Mintlify fully on its own

2026-08-12T00:00:00+00:00

Mintlify's mint signup command creates an account from the CLI so coding agents can set up docs without a browser. Every step from signup to deploy works from the terminal.

v3.7.16

2026-08-11T01:29:25+00:00

v3.7.16

Work in Progress: Spynel — One Conversation, Many Agents at Work

2026-08-09T15:27:04+00:00

Jan Tomášek previews Spynel, a new orchestration layer that turns established AI coding harnesses into one durable, review-driven workflow from desk or phone.

Private pages, faster live previews, deeper analytics, and more

2026-08-07T20:28:14+00:00

New features

Mintlify Index: Mintlify Index gives coding agents one retrieval layer for publisher-maintained technical documentation and the broader web.
mint index setup: Connect to the Mintlify Index from the CLI.
Pylon, LaunchDarkly, and PostHog integration: Connect Pylon, LaunchDarkly, and PostHog as read-only integrations so the agent can use context from those tools in Slack and automations.
Private pages: Private pages are now available in the editor. Create pages only you can see, nest them in folders, and promote them to your workspace when they're ready to be published.
User journey analytics (beta): Analytics shows the routes visitors take through your site, actions they take, and their search and chat behavior.

Improvements

Faster live previews: Live previews load much faster on first open, new pages and docs.json changes appear sooner, and CSS and theme edits now update in real time.
Live preview in the editor: Live previews open in an editor pane instead of a new tab, and site settings and the editor agent are available while you preview.
Authenticated live previews: Preview drafts of pages behind authentication from the editor live preview.
OpenAPI 3.1 file uploads: The API playground now recognizes OpenAPI 3.1 files uploaded to FileInput fields, and file inputs support drag-and-drop. See OpenAPI setup for more information.
Markdown mode: Use the / menu in Markdown mode, copy content as Markdown, and pasted Markdown in visual mode formats automatically.
Assistant analytics: The assistant analytics view has more context and filtering than the previous version.
Editor comments redesign: Comments in the editor have a refreshed layout, and updated keyboard shortcuts.
Suggesting mode pill: A new pill in the editor top bar makes it clearer which authoring mode you're in.
Duplicate page: Duplicating a page now works on new pages as well as existing ones, and copies the page's frontmatter.
Agent-authored edits: The editor renders comments and suggestions created by the agent inline.
CLI validation errors: mint dev and mint validate now explain what went wrong when your configuration is invalid.
Git gate redesign: The Git connection gate in the dashboard has a refreshed design.

Bug fixes

Long headings: Long unbroken tokens in headings no longer overflow their container.
Pagination titles: Pagination title truncation now works consistently across all themes.
Sitemaps: Sitemap URLs no longer double up the custom base path.
API playground accessibility: The endpoint copy control is now accessible to screen readers, and dropdown item corner radii are consistent.
Focus outlines: Focus outlines no longer clip at container edges, and navbar dropdown outlines only appear on keyboard focus.
Sidebar items: Plain sidebar items now render at full width.
Preview handshakes: Preview auth handshakes redirect back to the exact host you started from, including the mount path, so deep links resolve correctly.
Integration logos: OneDrive now shows its real logo.
MDX comments: Inline MDX comments are stripped from the .md route served to agents.
Static export links: Compile-time .html link mode now resolves versioned and trailing-slash slugs correctly.

LOL #18 - Agentic AI Summit at Berkeley, and Pi Joins the Bench

2026-08-07T00:00:00+00:00

This week at LobeHub: we sponsored Agentic AI Summit 2026 at UC Berkeley and ran a booth in the MLK Building, and Pi joins Codex, Claude Code, Amp, and OpenCode as a coding agent you can connect and drive from LobeHub.

Introducing Mintlify Index

2026-08-06T00:00:00+00:00

Mintlify Index aggregates the docs of 9000 Mintlify-powered documentation sites into a natural language retrieval layer for coding agents.

Agent Zero v2.8: Faster WebUI, Chat Controls, & Extensible Bundles

2026-08-01T15:50:00+00:00

v2.8 adds live stop controls, faster cached WebUI loading, extension manifests, chat naming and pinning plugins, lazy message rendering, and stronger native Responses handling.

No More Python Dependency Pain

2026-08-01T10:45:00+00:00

Depfix lets ordinary Python imports pin versions, run conflicting packages side by side, and install on demand—without another virtualenv fight.

v3.6.27

2026-08-01T06:26:19+00:00

v3.6.27

Introducing the widget, updated analytics, and more

2026-07-31T17:39:10+00:00

Mintlify widget

Embed the assistant on any site or web app to give your users the same AI-powered chat experience trained on your content. See the widget documentation for more information. The widget can surface contact forms and hand off to your support team.

New features

mint signup: Create a Mintlify account directly from the CLI. See Quickstart for more information.
Actions for images: Copy and download buttons now appear on images. See Images and embeds for more information.
Impressions analytics: A new Impressions section in analytics shows CTA click-through rates with a chart and ranked table, so you can see which pages drive engagement.
window.mintlify.user for custom JS: Authenticated user info is now exposed to custom scripts via window.mintlify.user, with a mintlify:user event dispatched when it resolves.
HTTP syntax highlighting: Use ```http code blocks for request/response snippets. See Code blocks.
Custom base path from the dashboard: Configure a custom base path through the same flow used for custom domains.

Improvements

Editor-first dashboard: The editor is now the homepage of the Mintlify dashboard. Other pages, like activity, analytics, products, and settings, now open in a modal on top of it, and every page keeps its own URL.
Redesigned editor: New navigation tree, top bar, and page design. Create files in Home and structure your navigation in Publishing.
Organization-level credits: Credits are now shared at the organization level instead of per deployment, so every deployment on a plan draws from one shared balance. See Credit pricing for more information.
Editor performance: Navigation validation, page lookups, and tab switches in the editor are now linear instead of quadratic, so large sites open and edit faster.
Personalization moved to add-ons: Personalization settings are now available under add-ons in the dashboard and can be configured on deployments that use a custom base path.
Truncated pagination titles: Long titles in next/previous footer links truncate so they no longer overflow.
Long filename handling: Uploaded files with names over 255 characters now truncate.

Bug fixes

API playground: JSON request bodies now preserve explicit null values.
Hidden pages in previews: Hidden pages are correctly excluded from navigation in preview deployments.
Relative page links: Links to .md and .mdx files now resolve to the correct page URL, and explicit index links collapse to the parent path.
OpenAPI in multi-repo sites: Pages generated from x-mint.href now sit under the declaring spec's mount path, so href pages resolve correctly in multi-repo deployments.
Hidden OpenAPI endpoints: Explicit hidden endpoint pages listed in docs.json now resolve to their own slug instead of borrowing a sibling page's slug.
Search in preview deployments: Preview deployments inherit search settings from production.
Search analytics: Search phrase aggregation is now case-insensitive, so the same query typed with different casing groups together.
View analytics: Markdown view requests are now counted as agent traffic, never human, improving accuracy of traffic categories.
Editor notification emails: @mention and reply notifications link to the correct editor URL for the comment.
Tabs: Anchor links to tabs now scroll to the tab section.
Organization invites: Signing up from an organization invite now shows accepting the invite as the primary action, instead of creating a default organization first.

LOL #17 - ChatGPT as a Provider, Kimi K3 Fast, and Three Models on One Brief

2026-07-31T00:00:00+00:00

This week at LobeHub: connect your ChatGPT subscription as a provider with no API key, Kimi K3 gets a low-latency variant, and three frontier models build the same game so you can watch where they diverge.

Workflow Automation: Mem0 Memory in n8n and Zapier

2026-07-30T00:00:00+00:00

n8n and Zapier integrations

v3.6.21

2026-07-29T23:17:53+00:00

v3.6.21

v3.6.22

2026-07-29T23:17:53+00:00

v3.6.22

The state of docs traffic: a 2026 midyear report

2026-07-29T00:00:00+00:00

Agents now account for 66% of measured web-traffic across docs powered by Mintlify, with July logging over 213 million agent web requests and 105 million human page loads as the month comes to a close.

The 2026-07-28 Specification

2026-07-28T09:00:00+00:00

The 2026-07-28 Model Context Protocol specification is out, bringing a stateless protocol core, Multi Round-Trip Requests, header-based routing, cacheable list results, authorization hardening, a formal extensions framework, and updated Tier 1 SDKs.

LTM Partners with Cognition To Reduce Cyber Risk in Financial Services

2026-07-28T00:00:00+00:00

LTM has partnered with Cognition to deploy Devin, the AI software engineer, across its global client base and cybersecurity practice serving over 260 clients, including 26 of the Fortune 500 and the top 5 global banks.

Agent Zero v2.7: Reliable Responses, Cerebras, & Browser Proxies

2026-07-27T14:08:22+00:00

v2.7 makes response handling more dependable, adds Cerebras and project-scoped Browser proxies, verifies remote Linux computer-use targets, and fixes prompt, parallel-call, and Codex OAuth behavior.

The Official Ruby SDK for MCP Reaches 1.0

2026-07-27T09:00:00+00:00

The official Ruby SDK for the Model Context Protocol has reached version 1.0 with a stable public API and a 100% conformance pass rate. The SDK now meets every Tier 2 requirement of the MCP SDK tiering system, and development toward Tier 1 continues.

Grill Me vs. Superpowers: Use the Smallest Workflow That Controls the Risk

2026-07-26T00:00:00+00:00

A source-based comparison of Matt Pocock's Grill Me and obra's Superpowers: what each workflow actually controls, when a more capable model changes the trade-off, and when combining them creates more process than value.

Frontend Design vs. Impeccable vs. UI/UX Pro Max: Which Design Skill Fits the Job?

2026-07-26T00:00:00+00:00

A repository-level comparison of Anthropic's frontend-design, Impeccable, and UI/UX Pro Max, including where each wins, what their issue trackers reveal, and how GPT-5.6 changes the best default.

Who's Calling? MCP Hosts Are an Identity Blind Spot (And the Spec Knows It)

2026-07-25T12:21:52+00:00

MCP solved client-to-server auth with OAuth 2.1, but the host itself has no identity of its own. WSO2's Ayesha Dissanayaka breaks down the Four A's framework and OAuth On-Behalf-Of tokens for securing AI agent hosts in production.

GraphQL and SDK references, analytics streaming, agent integrations, and more

2026-07-24T20:22:53+00:00

GraphQL and SDK references

GraphQL API reference pages: Generate reference pages from a GraphQL SDL schema, with linked types and example queries, mutations, and responses. See GraphQL setup.
SDK reference generation: Build SDK reference pages directly from the output of TypeDoc, DocFX, Javadoc, Sphinx, or phpDocumentor. See SDK reference setup.

Editor and collaboration

Review flow: Request review on a draft, leave feedback, and approve or request changes before publishing. Reviews now support non-deploy branches.
More ways to collaborate: Start comment threads on an entire page, mention yourself to leave a reminder, and use keyboard shortcuts Option + C or Option + S to comment on or suggest changes to selected text.
Faster, more available editing: The editor renders without waiting for the Git file tree and people without GitHub write access can use the editor.

Automations, integrations, and Slack

Shared and personal integrations: Give the Slack agent and automations read-only context from shared tools, or connect a personal account for the agent to use when you chat with it. See integrations.
Integration triggers: On Enterprise plans, trigger automations from third-party events such as a support ticket update.
Slack agent reads PR activity: The Slack agent now reads PR comments, reviews, and CI checks, and follows up in the thread after reverting a change based on feedback.

Analytics and data streaming

Analytics data warehouse streaming: On Enterprise plans, stream analytics events to Amazon S3 in near real time, with controls for which event categories and deployments to include. See analytics streaming.
Audit log streaming: On Enterprise plans, stream audit events to Amazon S3 or Datadog for security monitoring and long-term retention. See audit logs.
Automation analytics dashboard: A new analytics view for automations with metrics on pull requests and credit use.

Sites, deployments, and performance

Smaller navigation payloads: Pages now load only the navigation data they need, improving performance most noticeably for large sites with multiple products, versions, or languages.
Better previews: Preview deployments now serve search results. GitHub PR preview links open directly on the page you changed.
Deployment setup: Use mint add-domain to configure a custom domain from the CLI.
mint signup: Create a Mintlify account from the terminal, including agent-driven CLI workflows. See CLI commands.
Publishing controls: Share a changelog filtered to a specific tag, and ignore .mintlify during deploys by default except for skills and specs.
Simpler file trees: Write FileTree components as nested Markdown lists to document folder structures with less markup.

Bug fixes

Search reliability: Search preserves domain path casing, limits fuzzy fallback to near-typo matches, recovers stuck indexing jobs, retries transient uploads, and correctly tags pages listed across multiple products or versions.
Editor fidelity: The editor preserves task lists, table escapes, LaTeX, callout types, video sources, image titles, inline code containing pipes, and block content nested in Columns.
Authenticated sites: Search refreshes expired end-user JWTs, missing pages return genuine 404 responses, and password-auth settings render read-only when the feature is not entitled.
Previews, links, exports, and domains: Preview builds surface branch deletion clearly, internal .md links respect basePath, PDF exports render in light mode, and subpath domain setup preserves its pending state while DNS is provisioning.
Themes and dashboard routing: Center page mode works correctly in the luma and sequoia themes. The maple API side panel stays below tabs navigation. Duplicate page names no longer collide. Product redirects preserve authentication paths.

July 22, 2026

2026-07-24T14:10:48+00:00

Elicitation is Stabilized

The Elicitation RFD has moved to Completed, and structured form and URL-mode user interactions are now stabilized in ACP.

Agents can request structured non-sensitive input or direct users to secure out-of-band flows, while Clients explicitly advertise the modes they support.

Read the full announcement.

Agent Zero v2.6: Resumable Compaction, Durable Shells, & Browser Reliability

2026-07-23T18:22:57+00:00

v2.6 consolidates goals, keeps compacted chats resumable and secret-safe, makes shell and task lifecycles more dependable, and hardens Browser, connector, response, extension, and WebUI behavior.

Welcoming The Interaction Company

2026-07-23T00:00:00+00:00

Today, we’re welcoming The Interaction Company of California, the makers of Poke, to Cognition.

Cognition Signs MOU with U.S. Department of Energy to Join The Genesis Mission

2026-07-22T00:00:00+00:00

Cognition has signed a memorandum of understanding with the U.S. Department of Energy to join the Genesis Mission, a national initiative described as "America's Manhattan Project for AI."

Graph Engineering: The Complete Guide

2026-07-21T00:00:00+00:00

Graph engineering is the discipline of wiring multiple AI agents — each running its own loop — into a programmable organization: nodes, edges, and shared state. Where the term came from, how it relates to loop engineering, the named patterns, and when you actually need a graph.

June 1, 2026

2026-07-20T20:49:45+00:00

Additional Workspace Roots are Stabilized

The Additional Workspace Roots RFD has moved to Completed and additionalDirectories is stabilized for session lifecycle requests.

Clients can declare absolute additional workspace roots while cwd remains the primary working directory.

Read the full announcement.

June 5, 2026

2026-07-20T20:49:45+00:00

Message IDs are Stabilized

The Message ID RFD has moved to Completed and optional Agent-generated messageId fields are stabilized in ACP v1.

Message IDs let clients group streamed chunks into individual messages and detect when a new message begins.

Read the full announcement.

June 24, 2026

2026-07-20T20:49:45+00:00

Model Config Category is Stabilized

The Model Config Option Category RFD has moved to Completed and the model_config category is stabilized.

Agents can classify model-related parameters such as context size or speed and quality trade-offs so clients can present them alongside the main model selector.

Read the full announcement.

June 25, 2026

2026-07-20T20:49:45+00:00

Rust and TypeScript SDKs Reach 1.0

The Rust SDK based on SACP RFD has moved to Completed after both the Rust and TypeScript ACP SDKs reached version 1.0.0.

The releases provide stable foundations for building ACP clients, agents, and protocol adapters in both ecosystems.

Read the full announcement.

June 29, 2026

2026-07-20T20:49:45+00:00

Request Cancellation is Stabilized

The Request Cancellation RFD has moved to Completed and the $/cancel_request notification is stabilized.

Either side can now request cancellation of an outstanding JSON-RPC request by ID without relying on method-specific cancellation.

Read the full announcement.

July 6, 2026

2026-07-20T20:49:45+00:00

Boolean Config Options are Stabilized

The Boolean Config Option Type RFD has moved to Completed and boolean session configuration options are stabilized.

Agents can now expose native on/off controls, while v1 clients explicitly opt in through the session.configOptions.boolean capability.

Read the full announcement.

July 20, 2026

2026-07-20T20:20:36+00:00

ACP v2 is Available in Draft

The ACP v2 protocol documentation and schema are now published in Draft form.

Read the full announcement.

Welcoming TierZero to Cognition

2026-07-20T00:00:00+00:00

Anhang and Yun have gone deep on everything that keeps software running once it ships, and we are excited to bring their work on automations into Devin.

v3.5.17

2026-07-19T23:38:56+00:00

v3.5.17

Custom or General Purpose Harness? Wrong Question.

2026-07-19T12:18:09.789000+00:00

Why the real AI agent harness choice is not custom versus general-purpose, but closed versus composable, transparent, and safely supervised.

LOL #16 - Kimi K3, Grok 4.5, and a Terminal in the Lab

2026-07-17T00:00:00+00:00

This week at LobeHub: Kimi K3 and Grok 4.5 land in the model picker, a built-in terminal arrives as a Lab experiment you can enable today, and a pro tip turns one sentence into a production-ready motion video.

Kimi K3 Hands-On Guide: New Parameters & API Support Matrix

2026-07-17T00:00:00+00:00

July 2026 Kimi K3 guide: reasoning_effort max, thinking history, dynamic tool loading, structured output, auto caching, partial prefix, and vision inputs.

Page improvements, new analytics dashboard, and more

2026-07-16T23:27:27+00:00

Page improvements

Related pages: Display related pages to help readers discover additional relevant content.
Per-page contextual menus: Configure the contextual menu per page in frontmatter to override the site-wide options.
Mermaid fullscreen mode: Readers can expand Mermaid diagrams into a fullscreen view for easier inspection of complex charts.
Improved scrolling: Code blocks, API playgrounds, tables, sidebar navigation, and the table of contents now share a smoother cross-platform scrolling experience with larger touch targets.

Editor improvements

Drafts: Work on unpublished changes without creating a branch or using any Git commands. See Drafts for more information.
Lock the deploy branch: The editor now prompts you to lock your deploy branch if it detects branch protections.
Faster editor agent with better undo/redo: Agent updates now stream in instantly, navigation is faster, and content and navigation-tree changes are undoable and redoable.
Collapsible heading state persists per user: Your expanded and collapsed section preferences carry across editor sessions.
Visibility component in the editor: The visual editor now supports the Visibility component so you can author separate content for humans and AI agents without leaving the editor.
Hidden pages CTA: A new banner in the editor calls out pages hidden from navigation so you can identify and manage them.

Sites and dashboard

Faster deployment queues: Preview deployments can now run more builds concurrently to reduce queue times.
Resend member invitations: Resend outstanding invitations to new organization members from the dashboard.
Better signup feedback: Signup now reports subdomain availability and suggests an available subdomain when your first choice is taken.
Skipped deployment statuses: The dashboard now shows when a deployment update was skipped instead of leaving its status unclear.
Trailing-slash SEO config: New seo.trailingSlash option in docs.json enforces consistent trailing-slash URLs across your site.

Automations and Slack agent

Agent configuration moved into Automations: Agent settings are now on the Automations page.
Continue automation PRs from Slack threads: The Slack agent can pick up an automation PR conversation directly from workflow notification threads.
Respect repo conventions: Agent PRs now honor your repo's PR template and AGENTS.md file.
Slack connect success modal: The agent settings page shows a confirmation modal after you connect Slack.
Respect .mintignore on push deploys: Push deployments now respect your .mintignore file, matching preview and CI behavior.

Analytics

New Analytics dashboard: A redesigned analytics experience. Consolidated overview and traffic sections, a unified CSV export menu, synced date-range selectors, and a new feedback section.

Bug fixes

Fixed OAuth redirect URIs on preview deployments so authenticated docs sign-in works on .mintlify.site preview hosts.
Fixed an MDX caching issue so that after a parse failure, subsequent edits recover cleanly.
MCP server "copy primary URL" button now shows a confirmation toast.
AsyncAPI playground correctly sends header-based auth as the Sec-WebSocket-Protocol subprotocol.
Rankings page views in analytics aggregate human and agent traffic, and zero-result delta colors reflect the correct direction.
Reduced assistant errors while a response is streaming.
Assistant chat history now preserves response text when a response ends with a tool call.
Mermaid diagram actions now show on hover as expected.
Version switcher is scoped to the versions available in the current dropdown.
Navigation-level public: false settings are now respected in authentication metadata.
Long chat-history messages are truncated instead of horizontally scrolling.
Static assets and favicons now send X-Robots-Tag: noindex to keep them out of search results.
BreadcrumbList JSON-LD no longer emits empty list items.

One Year of Building Together

2026-07-14T00:00:00+00:00

One year ago, Cognition and Windsurf came together over the craziest 72 hours of our lives. Here’s what we’ve built together since.

Making Fable Cheaper Than Opus

2026-07-13T00:00:00+00:00

Fable 5 costs twice as much per token as Opus 4.8. But when we ran both models on FrontierCode 1.1 using our new Fusion architecture, Fable cost less — and scored higher. This post explains why, and what that means for pricing agentic work.

TypeScript OSS SDK: 26 New Providers, Reranking, and Zero-Dependency Imports

2026-07-13T00:00:00+00:00

TypeScript provider expansion

How to give Claude Code a code knowledge graph (2026 guide)

2026-07-13T00:00:00+00:00

Install one CLI, run two commands, and Claude Code gains a persistent, on-device graph of your codebase, queryable over MCP, rebuildable with /graphify.

How to give Cursor a code knowledge graph (2026 guide)

2026-07-13T00:00:00+00:00

Four commands take Cursor from grep-and-read loops to querying a persistent, on-device knowledge graph of your codebase. The full setup, start to finish.

Best codebase-context tools for AI coding assistants (2026)

2026-07-12T00:00:00+00:00

Graph-based mapping, embedding pipelines, plain grep, and hosted platforms: an honest comparison of the four ways to give an AI assistant codebase context, and where each actually fits.

How to give GitHub Copilot codebase context that persists

2026-07-12T00:00:00+00:00

Copilot's agent mode can call MCP tools, which means it can query an on-device knowledge graph of your repo instead of rediscovering the architecture every chat.

What is a code knowledge graph? (And why it beats grep for AI agents)

2026-07-11T00:00:00+00:00

A forty-word definition, what typed edges buy you over string search, where grep still wins, and how AI agents use a graph to answer multi-hop questions.

How to give Claude Code codebase memory

2026-07-10T00:00:00+00:00

Claude Code re-explores your repo from scratch every session. Here's how to give it a persistent, on-device knowledge graph it can query instead, in about two minutes.

How an OAuth Phish Hijacked Our X Account

2026-07-10T00:00:00+00:00

We break down the OAuth phishing attack that hijacked our X account, how it worked, and what we did next.

The 4 Types of Loops in Claude Code (and When to Use Each)

2026-07-10T00:00:00+00:00

Claude Code has four built-in ways to run a loop: turn-based, goal-based (/goal), time-based (/loop and /schedule), and proactive routines. Here's what each one is for, based on the Claude Code team's own framework.

The Ralph Loop, Explained: An Autonomous AI Coding Technique

2026-07-10T00:00:00+00:00

The Ralph loop (aka the Ralph Wiggum technique) restarts a coding agent from a clean context every iteration, reading its progress from a state file on disk. Here's how it works and how to run one.

Loop Engineering: The Complete Guide

2026-07-10T00:00:00+00:00

Loop engineering is the discipline of designing the system that prompts, verifies, retries, and stops an AI coding agent — not just the prompt itself. The definitions, the anatomy of a loop, the named techniques, and where to start.

GPT-5.6 Is Live: Prompt Caching Billing Changes Explained

2026-07-10T00:00:00+00:00

July 2026: GPT-5.6 gpt-5.6-sol / terra / luna on AIHubMix: 1.05M context, 1.25x cache writes, prompt_cache_key, explicit breakpoints, vs Claude caching.

How to give Cursor codebase memory with an on-device graph

2026-07-09T00:00:00+00:00

A step-by-step guide to connecting Cursor to an on-device code knowledge graph via MCP, so it can query your architecture instead of re-discovering it every session.

Measuring the Trustworthiness of Open-Source-Derived Models

2026-07-08T00:00:00+00:00

We built an evaluation suite to assess model trustworthiness. Our results indicate that models developed from open-source models can be trusted, provided that sufficient thought and care is put into their development.

SWE-1.7: Frontier Intelligence at a Fraction of the Cost

2026-07-08T00:00:00+00:00

Today, we’re launching SWE-1.7, the most capable model we’ve trained so far. It reaches frontier-level intelligence at a much lower cost, advancing the cost-performance Pareto curve.

Code knowledge graph vs RAG: why structure beats similarity

2026-07-07T00:00:00+00:00

RAG retrieves text that resembles your question; a graph follows relationships that answer it. Where each approach wins, and why code is the worst case for similarity search.

FrontierCode 1.1

2026-07-07T00:00:00+00:00

FrontierCode 1.1 refines our methodology to distinguish legitimate internet use from unfair use.

What is a code knowledge graph?

2026-07-03T00:00:00+00:00

A plain-English introduction to code knowledge graphs: nodes, typed edges, how one gets built from a real repo, and why AI coding assistants query them instead of grepping.

LOL #15 - Fable 5 Is Back, GLM-5.2 Fast, and v2.2.9 Quality-of-Life

2026-07-03T00:00:00+00:00

This week at LobeHub: Anthropic's Fable 5 is back and ready to use in LobeHub, GLM-5.2 Fast arrives with a side-by-side you have to see, and v2.2.9 lands a round of quality-of-life updates across the platform.

Skills vs MCP vs Hooks: Choosing the Right Harness Component - Claude Skills Hub | Claude Skills Hub

2026-07-03T00:00:00+00:00

Skills vs MCP vs hooks compared — what each harness component does, when to use which, and how they compose. A decision guide for agent builders: knowledge goes in skills, external access goes through MCP, guarantees go in hooks.

The Operator Loop Stack: Five Layers of Production Agent Loops - Claude Skills Hub | Claude Skills Hub

2026-07-03T00:00:00+00:00

A deep dive into the operator loop stack — harness, loop contract, state layer, checker, and human checkpoint. How each layer answers one failure mode of autonomous AI agents, with concrete Claude Code implementations for every layer.

Harness Engineering vs Prompt Engineering: Why the Industry Moved On - Claude Skills Hub | Claude Skills Hub

2026-07-03T00:00:00+00:00

Harness engineering vs prompt engineering explained — why Agent = Model + Harness replaced clever prompts, what a harness contains (skills, hooks, MCP, sub-agents, permissions), and how to migrate from prompting to harness building in 2026.

Build Your First Autonomous Loop with Claude Code Skills (Practical Guide) - Claude Skills Hub | Claude Skills Hub

2026-07-03T00:00:00+00:00

A practical loop engineering walkthrough: turn Claude Code from a chat tool into a self-verifying autonomous loop using skills, hooks, task lists, and checkers. Includes the loop contract, state files, verification layers, and human checkpoints.

Your AI Chatbot Just Exposed Your CEO's Salary to an Intern

2026-07-02T03:43:13+00:00

An HR chatbot leaks the CEO's salary to an intern, no jailbreak required. WSO2's Sahan Dilshan and Hasini Samarathunga break down why agent-only and user-only tokens both fail, and how on-behalf-of (OBO) delegation fixes the confused deputy problem in MCP.

Introducing Graphify: a knowledge graph for your codebase, inside your coding assistant

2026-07-01T00:00:00+00:00

One command, /graphify ., maps your repo into a knowledge graph your AI assistant queries instead of grepping. Open source, on-device, works in 17 assistants.

Why MCP Servers Need Execution Sandboxing (And Why Your Current Stack Isn't Enough)

2026-06-30T17:01:47+00:00

Three real MCP breaches: "GitHub" , "CVE-2025-6514" , "Microsoft Research" - share the same root cause: no hard execution boundary. This blog breaks down why IAM and Docker fall short for agentic workloads, and how WebAssembly + WASI's three core primitives (linear memory isolation, fuel counting, WASI pre-opens) solve the problem that your current security stack can't.

Beta SDKs for the 2026-07-28 MCP Spec Release Candidate Are Here

2026-06-29T09:00:00+00:00

Beta releases of the Python, TypeScript, Go, and C# SDKs are now available with support for the 2026-07-28 MCP specification release candidate. Here is what changes for your server, how to migrate, and how to test before the spec goes final on July 28.

SDK Memory Expiration: Expiring Memories Across Python and TypeScript

2026-06-27T00:00:00+00:00

SDK memory expiration

LOL #14 - AWS Summit, a New Mobile Look, and GLM-5.2 Takes Off

2026-06-26T00:00:00+00:00

This week at LobeHub: our founders took the stage at AWS Summit China 2026, the mobile app got a fresh new look built for the thumb and the glance, and GLM-5.2, the model we shipped just last week, became one of the most reached-for models on the platform.

Mem0 Plugin: Shared Memory for Claude Code, Cursor, Codex, and Antigravity

2026-06-25T00:00:00+00:00

Mem0 Plugin v0.2.11

LOL #13 - GLM-5.2, a Glossary, and a CLI for Agents

2026-06-22T00:00:00+00:00

This week at LobeHub: GLM-5.2 delivers frontier capability at up to 10× lower cost, audio attachments let models that support audio listen, a new top-level Glossary brings order to agent-era jargon, and we sharpen the pitch on a CLI built for agents: no dashboard, no human in the loop.

OpenCode Plugin: Native SDK Memory Tools for OpenCode

2026-06-22T00:00:00+00:00

OpenCode Plugin v0.2.0

Enterprise-Managed Authorization: Zero-touch OAuth for MCP

2026-06-18T17:00:00+00:00

The Enterprise-Managed Authorization extension to the Model Context Protocol is now stable, enabling organizations to centrally provision MCP server access through their identity provider so users get connected servers on first login without per-app OAuth.

Pi Agent Plugin: Persistent Memory for Pi Agent

2026-06-12T00:00:00+00:00

Pi Agent Plugin v0.1.2

LOL #12 - A New Font and 5K on X

2026-06-11T00:00:00+00:00

This week at LobeHub: the landing site and app move from Harmony Sans to Geist, Workspaces enter internal testing for Team & Enterprise, and we crossed 5,000 followers on X.

Vercel AI SDK Provider: Memory-Augmented Generation for AI SDK v6

2026-06-10T00:00:00+00:00

Vercel AI SDK Provider v3.0.0

ChatGPT Referral Traffic Increased ~60% Per Site: What I Found Across Three Analytics Sources

2026-06-08T14:59:21+00:00

ChatGPT referral traffic rose ~60% per site in May 2026. Here is what I found across three analytics sources, and why brand mentions becoming links caused it.

LOL #11 - Drag-Drop Skills, iMessage Beta, and a Home for Coding

2026-06-05T00:00:00+00:00

Two weeks at LobeHub: platform agents go beta with drag-and-drop skills, iMessage joins the IM gateway, lobehub.com/coding gets a dedicated home, Qwen 3.7 Plus lands, and we welcome a new teammate.

Do LLMs Read llms.txt? The Data from Adobe AEM Says Almost Never

2026-06-01T12:58:28+00:00

Verifiable LLMs are just 1.1% of llms.txt traffic, but Googlebot now tops the list. See the 4,685-domain data and decide if the file is worth it.

Claude Opus 4.7 New Parameters Guide

2026-06-01T00:00:00+00:00

AiHubMix is a comprehensive AI model API routing service, providing unified access to OpenAI, Claude, Gemini, Deepseek, Qwen, and more. Effortlessly integrate LLMs, multimodal AI, and developer tools with a single, standardized API.

Global Acceleration Network: 75% Lower Latency, 99.99% Availability

2026-06-01T00:00:00+00:00

AIHubMix built its own global edge nodes and intelligent traffic scheduling, cutting response latency by 75%, reducing connection stability fluctuations by 60%, and reaching 99.99% service availability. Multi-region probes run real-time health checks every minute with millisecond-level automatic failover, making AI application calls faster and more stable.

OpenAI Compatible Interface Upgrade: Deep Support for Claude

2026-06-01T00:00:00+00:00

AIHubMix has upgraded its OpenAI-compatible interface with deep Claude adaptation: multi-turn interleaved thinking with no extra parameters, automatic prompt cache hits, and support for enabling Anthropic beta features, so Claude delivers its full native capabilities under the OpenAI protocol.

May 21, 2026

2026-05-22T12:26:10+00:00

Logout Method is Stabilized

The Logout Method RFD has moved to Completed and the logout method is stabilized.

This gives clients a standard way to end an authenticated state and let users authenticate again without restarting the ACP connection.

Read the full announcement.

The 2026-07-28 MCP Specification Release Candidate

2026-05-21T09:00:00+00:00

The release candidate for the next Model Context Protocol (MCP) specification is now available: a stateless protocol core, the Extensions framework, Tasks, MCP Apps, authorization hardening, and a formal deprecation policy.

Temporal Reasoning: Time-Aware Retrieval for Platform v3

2026-05-13T00:00:00+00:00

Temporal Reasoning for Mem0 Platform v3

Agentic Long-Term Memory and Meeting Prep

2026-05-01T00:00:00+00:00

The agentic era begins — multiturn agentic LongTerm Memory, Meeting Prep, Reflection Mode, and Google Calendar.

Lightport: Open-Sourcing Glama's AI Gateway

2026-04-27T19:47:28+00:00

A lightweight, open-source AI gateway that makes 80+ LLM providers OpenAI-compatible.

April 23, 2026

2026-04-23T12:25:26+00:00

Session Close is Stabilized

The Session Close RFD has moved to Completed and the session/close method is stabilized.

This gives clients a way to tell agents to cancel in-flight work for a session and free the resources tied to it without tearing down the whole ACP process.

Read the full announcement.

The Zettelkasten Method in Obsidian: A Practical Setup Guide

2026-04-09T07:42:48+00:00

Learn how to set up a working Zettelkasten in Obsidian: note types, vault structure, MOCs, and how AI handles the maintenance that kills most systems.

Expanding the MCP Maintainer Team

2026-04-08T00:00:00+00:00

Updates to the Model Context Protocol (MCP) governance team: a new Lead Maintainer and an addition to the Core Maintainer group as the open-source project continues to grow.

Tool Definition Quality Score (TDQS)

2026-04-03T19:30:54+00:00

97% of #MCP tool descriptions have quality defects. We are developing Tool Description Quality Score (TDQS) framework to fix it.

gateway.glama.ai

2026-04-02T00:00:00+00:00

[Improvement] Glama Gateway has been moved from https://glama.ai/api/gateway/openai/v1 to just https://gateway.glama.ai/v1 This gives us: Drop-in SDK compatibility — Works out of the box with OpenAI, LangChain, LiteLLM, etc. One line: base_url="https://gateway.glama.ai/v1" . Independent scaling — Gateway traffic

How to Set Up OpenClaw With Your Pieces Long-Term Memory

2026-03-27T00:00:00+00:00

A stepbystep guide to setting up OpenClaw with Pieces LongTerm Memory so your AI agent has full context of your work from day one.

The Hackers Who Tracked My Sleep Cycle

2026-03-26T15:58:43+00:00

How a series of overnight attacks revealed a card testing vulnerability – and the countermeasures that actually worked.

How to Bulk Rename Obsidian Files Without Breaking Every Link

2026-03-23T14:02:39+00:00

Learn how to bulk rename Obsidian files without breaking wikilinks. Compare the Bulk Rename plugin, VS Code workarounds, and AI-powered renaming.

Open Source Has a Bot Problem

2026-03-19T15:46:00+00:00

How a hidden prompt injection in CONTRIBUTING.md revealed that 40% of pull requests to a popular GitHub repository were generated by AI bots

Obsidian Find and Replace Across All Files: How to Make it Work

2026-03-19T07:01:13+00:00

Learn how to find and replace text across all files in your Obsidian vault using built-in tools, plugins, VS Code, and Desktop Commander AI.

New web search tools

2026-03-17T00:00:00+00:00

[Improvement] We just just refactored how the integrated web search tools work. You will see significantly faster response times and more accurate results

Improved text streaming performance

2026-03-17T00:00:00+00:00

[Improvement] Responses now stream at a more consistent pace with smoother text rendering for better readability

Tool Annotations as Risk Vocabulary: What Hints Can and Can't Do

2026-03-16T00:00:00+00:00

MCP tool annotations were introduced nearly a year ago as a way for servers to describe the behavior of their tools — whether they’re read-only, destructive, idempotent, or reach outside their local environment. Since then, the community has filed five independent Specification Enhancement Proposals (SEPs) proposing new annotations, driven in part by a sharper collective understanding of where risk actually lives in agentic workflows. This post recaps where tool annotations are today, what they can and can’t realistically do, and offers a framework for evaluating new proposals.

How to make a release?

2026-03-15T01:29:29+00:00

A Glama release is not a GitHub release. It is a containerized build of your MCP server that Glama uses to run security checks and to let users deploy the server

Reasoning Capabilities

2026-03-15T00:00:00+00:00

[Improvement] Glama now supports model reasoning capabilities. Additionally, we have standardized every model reasoning capabilities into 3 levels effort: low, medium, and high

Projects & Memory

2026-03-14T00:00:00+00:00

[Improvement] We just added projects with per project documents, memories, and MCP configuration

Understanding MCP Extensions

2026-03-11T00:00:00+00:00

A practical guide to MCP extensions: how they layer new capabilities on top of the core protocol, and patterns the community is already using.

The Best Claude Skills From Top Tech Companies: OpenAI, Vercel, HuggingFace, and Microsoft

2026-03-10T00:00:00+00:00

Discover the best Claude Skills created by top tech companies including OpenAI, Vercel, HuggingFace, and Microsoft. These official company skills bring production-grade workflows to Claude Code.

Claude Skills for Cloud-Native Infrastructure: Service Mesh, IaC & Observability

2026-03-10T00:00:00+00:00

Learn how Claude Skills transform cloud-native infrastructure work: configure service meshes with Istio and Linkerd, build reusable Terraform modules, and implement full-stack observability — all with AI guidance.

Claude Skills for Code Quality: Reviews, Testing & Security

2026-03-10T00:00:00+00:00

How to use Claude Skills to automate code reviews, testing, and security audits. Practical guide with real examples for review-pr, webapp-testing, and code-auditor skills.

Claude Skills for Creative Design: From Generative Art to Production UI

2026-03-10T00:00:00+00:00

Learn how Claude Skills transform visual design workflows — from algorithmic generative art to branded UI, animated GIFs, and professional-grade frontend interfaces.

Claude Skills for Data Scientists: Essential Tools for Analysis Workflows

2026-03-10T00:00:00+00:00

Discover the best Claude Skills for data scientists in 2026. From CSV analysis and interactive dashboards to D3.js visualizations and scientific research workflows, these skills accelerate every stage of analysis.

The 2026 MCP Roadmap

2026-03-09T09:00:00+00:00

The updated Model Context Protocol roadmap for 2026: transport scalability, agent communication, governance maturation, and enterprise readiness, plus guidance on SEP prioritization and how to get involved.

Notion MCP Server: How to Give Your AI Full Access to Your Workspace

2026-03-04T07:12:23+00:00

Set up Notion MCP to give Claude, ChatGPT, or Cursor direct access to your Notion workspace. Covers hosted and open-source options, 17 tools, and troubleshoo...

The Personal Management System Guide: What Works, What Fails, and How to Build Your Own

2026-03-02T08:49:26+00:00

Build a personal management system that works across all your files and tools using AI-powered local file access — no app switching required.

Scheduled Summaries and a rebuilt local LLM engine

2026-03-01T00:00:00+00:00

The frictionremoval release — Scheduled Summaries, Modality Focus, a rebuilt local LLM engine, and expanded BYOK.

14 Best Obsidian Plugins in 2026: Must-Haves, Nice-to-Haves, and Power Tools

2026-02-23T16:02:19+00:00

Discover the 14 best Obsidian plugins in 2026 for beginners to power users. Clear verdicts, use-cases, and tips for each plugin.

Knowledge Management System: Why Most Fail and What Actually Works

2026-02-18T12:15:50+00:00

Most knowledge management systems fail because they demand constant upkeep. Learn how AI-native local tools like Desktop Commander turn your existing files i...

How to Write GEO Prompts for Reliable LLM Insights

2026-02-17T14:15:17+00:00

Learn about LLM prompts and how they can transform your approach to SEO, aligning with real user inquiries and behaviors.

How Do LLMs Choose Citations? The Selection Process

2026-02-16T07:16:44+00:00

Understand how llm citations help bridge the knowledge gap in large language models and enhance generated content.

I’m biased, but here’s my comparison of Desktop Commander vs Cowork

2026-02-13T08:28:26+00:00

An honest comparison of Desktop Commander and Claude Cowork from someone on the DC team. See where each tool excels — terminal access, file editing, deployme...

Bing AI Performance Report: GEO Impact Analysis

2026-02-11T19:00:26+00:00

Bing AI Performance Report: GEO Impact Analysis

New Sidebar

2026-02-11T00:00:00+00:00

[Improvement] The number of features available has grown substantially over the last few months. As a result, we've evolved the sidebar to only show the most used features. To see the rest, click 'More'

Markdown to PDF: An Approach to Sharing Your Documents

2026-02-09T11:45:40+00:00

Convert Markdown to styled PDF with custom formatting, headers, and code blocks. Compare CLI tools, VS Code extensions, and AI-powered conversion methods.

Best MCP Servers for Knowledge Bases in 2026

2026-02-06T09:33:13+00:00

Compare the best MCP servers for building AI-powered knowledge bases in 2026. From Notion and Obsidian to vector search and knowledge graphs.

What Is LLM Crawling and Why Does It Matter?

2026-02-05T12:00:00+00:00

What Is LLM Crawling and Why Does It Matter?

Obsidian Markdown Cheatsheet: Every Syntax You Actually Need

2026-02-03T09:04:40+00:00

Complete Obsidian Markdown cheatsheet with formatting, links, callouts, embeds, and tables. Copy-paste examples for all the syntax you'll use daily.

Audio capture for Long-Term Memory

2026-02-01T00:00:00+00:00

The biggest capture and integration release yet — LTM Audio, custom templates, and a 39tool MCP server.

Time Breakdown for billable hours

2026-01-27T00:00:00+00:00

The professional productivity release — Time Breakdown, Timeline Search, and model management.

Redis vs ioredis vs valkey-glide

2026-01-26T09:31:13+00:00

redis with RESP3 slightly edges out ioredis in most benchmarks. For typical web app workloads, the differences are negligible–pick based on API preference.

Quickstart: Publish an MCP Server to the MCP Registry

2026-01-24T11:42:11+00:00

This tutorial will show you how to publish an MCP server written in TypeScript to the MCP Registry using the official mcp-publisher CLI tool.

Code Execution

2026-01-24T00:00:00+00:00

[Improvement] Our built-in MCP server has gained the ability to execute code

What Is the Difference Between AI Mentions and Citations?

2026-01-23T20:00:00+00:00

What Is the Difference Between AI Mentions and Citations?

What Is AI Visibility Score and How Do You Measure It

2026-01-23T19:00:00+00:00

What Is AI Visibility Score and How Do You Measure It

How to Map Prompts to Personas for Better LLM Visibility

2026-01-23T18:00:00+00:00

How to Map Prompts to Personas for Better LLM Visibility

What Is AI Brand Monitoring and Why Does It Matter

2026-01-23T17:00:00+00:00

What Is AI Brand Monitoring and Why Does It Matter

New model: glm-4.7-flash

2026-01-22T00:00:00+00:00

[Improvement] glm-4.7-flash

Optimized Image Processing

2026-01-22T00:00:00+00:00

[Improvement] You can now upload more images in a single conversation without performance issues

MCP deployment and connection profile usage analytics

2026-01-19T00:00:00+00:00

[Improvement] We just added the ability to view MCP server usage over different time spans, like the last 24 hours or the last 7 days. It also includes a breakdown of tool usage over the same time period

A new Home Base and single-click summaries

2025-12-23T00:00:00+00:00

The foundation release — a new Home Base, personalization, and singleclick summaries.

A comprehensive review of the best AI Memory systems

2025-12-15T00:00:00+00:00

Indepth 2025 review of the best AI memory systems for developers. Compare architectures, features, use cases, and performance

Not a standup tool: the AI memory that makes standups great

2025-12-12T00:00:00+00:00

Ditch standup bots. Use Pieces, an ondevice artificial memory that captures your work to generate accurate, detailed standup reports with a simple prompt.

Building a daily productivity app with Pieces — Part 4: polish & production ready

2025-12-09T00:00:00+00:00

Build a daily productivity app with Pieces in Part 4 of the series: polish the UX, tighten performance, fix edge cases, and make your app productionready with deployment best practices.

Building a daily productivity app with Pieces - Part 3: bringing it all together with Flutter UI

2025-12-04T00:00:00+00:00

Part 3: Flutter UI to bring your Pieces daily productivity app together.

Building a daily productivity app with Pieces — Part 2: Adding AI Intelligence with Gemini

2025-12-04T00:00:00+00:00

Build a daily productivity app with Pieces (Part 2) by adding AI intelligence with Google Gemini, covering architecture, prompts, integrations, and practical tips to ship smarter workflows.

Building daily stand-up generator using Pieces API — Part 1: The SDK overview

2025-12-01T00:00:00+00:00

Learn how to build a daily standup generator using the Pieces API. This first part of the series covers the SDK overview, key capabilities, and how developers can streamline workflow automation with Pieces.

How we stopped watching our engineers struggle through stand-ups

2025-11-27T00:00:00+00:00

Tired of awkward standup meetings where great engineers sound like they did nothing? I automated our team's standups with AI and got 3 people promoted. Here's exactly how we changed standups and made real work visible to managers.

Top 3 ways to improve your work performance (that I wish I’d learned sooner)

2025-11-25T00:00:00+00:00

Discover the top 3 ways to improve work performance, based on real experience, not just theory. Learn how to gain clarity through context tracking, reduce mental load by automating reporting, and turn daily updates into actionable personal insights.

We fixed every other meeting problem. Why not stand-ups?

2025-11-21T00:00:00+00:00

Most teams hate standup meetings but keep doing them anyway. We used AI to capture our work automatically and skip the meeting entirely. Here's how it works.

Version 1.142.8

2025-10-30T00:00:00+00:00

Version 1.142.8

Version 1.143.0-next.1

2025-10-30T00:00:00+00:00

Try 2.0 next. starting V2

Version 1.143.0-next.2

2025-10-30T00:00:00+00:00

2.0 next init.

Version 1.142.6

2025-10-28T00:00:00+00:00

Version 1.142.6

Version 1.142.7

2025-10-28T00:00:00+00:00

Update i18n.

Version 1.142.3

2025-10-27T00:00:00+00:00

Adjust modal setting form styles for improved layout and responsiveness, Unzip file when uploading in knowledge base \LOB-500].

Version 1.142.4

2025-10-27T00:00:00+00:00

Pre render ModelSwitchPanel, The error details of the connectivity check lead to a layout problem.

Version 1.142.5

2025-10-27T00:00:00+00:00

Add MiniMax-M2 model.

Version 1.142.1

2025-10-26T00:00:00+00:00

Update i18n.

Version 1.142.2

2025-10-26T00:00:00+00:00

Improve provider modal height when creating custom provider.

Flat Capital invests in Pieces

2025-08-12T17:20:55+00:00

Flat Capital invests in Pieces

Nano-Models power LTM-2.5

2025-04-17T00:00:00+00:00

Nano-Models power LTM-2.5

Connect Long-Term Memory to your AI tools

2025-04-15T00:00:00+00:00

You can now connect your Pieces LongTerm Memory to your favorite AI tools—like GitHub Copilot, Cursor, Block (codename Goose), and more.

AI-Native Standard MCP Suddenly Goes Viral!

2025-03-10T00:00:00+00:00

Developers are debating whether MCP is a genuine breakthrough or just another buzzword — here's what's fueling the hype, and what LangChain's founders think.

LTM-2 and the Workstream Activity timeline

2025-03-04T00:00:00+00:00

Now, instead of juggling multiple chats or searching through scattered notes, you can rely on one unified, comprehensive snapshot of your workflow. Store up to nine months of detailed workflow history with LTM2, including code, references, and even side conversations—kept securely ondevice. Workstream Activity, dedicated view in the Pieces Desktop App that chronologically lists all your recent events in structured rollups, is now live. Better access control

Model Context Protocol (MCP): The Ultimate Bridge Between AI Models and the Real World

2025-03-01T00:00:00+00:00

How MCP's client-server architecture lets Claude and other models plug into tools, databases, and APIs safely — plus a hands-on look at building your first MCP server.

Model Context Protocol (MCP): The AI Interface Revolution Like CUDA

2025-02-20T00:00:00+00:00

Is MCP just another integration standard, or the durable moat that makes an agent ecosystem defensible? A look at why developers are comparing it to CUDA.

Model Context Protocol (MCP): The Future Standard for AI Tool Integration

2025-02-15T00:00:00+00:00

MCP standardizes how AI models talk to tools, APIs, and services — why it matters, how it is being used today, and where the ecosystem still needs to mature.

More local models, including Qwen Coder and Phi-4

2025-01-23T00:00:00+00:00

More local models, including Qwen Coder and Phi-4

The Best MCP Servers in 2026: A Curated List for Real Work

2024-11-21T00:00:00+00:00

A vetted, opinionated list of the best MCP servers you can add to Claude Code, Claude Desktop, Cursor, and other MCP clients today, grouped by what they're actually good for.

What Is an MCP Gateway? Architecture, Benefits, and When You Need One

2024-07-31T00:00:00+00:00

An MCP gateway sits between your AI clients and every MCP server you run, turning a sprawl of point-to-point connections into one governed, auditable endpoint.

A2A vs MCP: How the Two Agent Protocols Fit Together

2024-04-16T00:00:00+00:00

A2A vs MCP is often framed as a rivalry, but A2A handles agent-to-agent communication while MCP connects a single agent to its tools and data — most production systems end up using both.

Claude Marketing Skills: How to Put Claude to Work on Real Marketing Tasks

2024-04-02T00:00:00+00:00

Claude marketing skills turn a general-purpose chatbot into a repeatable operator for brand voice, campaign briefs, SEO checklists, and social repurposing — here's what's official and how to build the rest.

Claude Skills 101: From Zero to Your First Custom Skill

2024-03-20T00:00:00+00:00

A comprehensive guide to understanding and creating your first custom Claude Skill.

Getting Started with MCP: A Developer's First Steps

2024-02-24T00:00:00+00:00

A comprehensive guide for developers to get started with the Model Context Protocol (MCP), including setting up the environment and building a simple server.

June 2026 Release Spotlight: ~20 New Models

2023-11-18T00:00:00+00:00

In June 2026 AIHubMix added ~20 new models (claude-fable-5 [Retired], glm-5.2, minimax-m3, qwen3.7-plus, kimi-k2.7-code, Kling video and more) and shipped the LLM Router, any-model Responses protocol, Mapping & Fallback, the AIHubMix CLI and Skill, and a backup domain.

The 2026-07-28 MCP Specification: A Stateless, Extensible Future

2023-11-09T00:00:00+00:00

A deep dive into the largest MCP protocol revision since launch: a stateless core, multi round-trip requests, an official extensions framework, and hardened authorization.

MCP Security Best Practices: A Practical Guide for 2026

2023-08-26T00:00:00+00:00

A senior engineer's guide to MCP security best practices, covering prompt injection, tool poisoning, confused deputy attacks, and OAuth 2.1 hardening for anyone building or deploying Model Context Protocol servers.

CLI vs MCP: Should Your Agent Call Tools or Run Commands?

2023-07-27T00:00:00+00:00

The CLI vs MCP debate asks whether coding agents should shell out to command-line tools directly or go through MCP's structured tool-calling protocol.

Mem0 Research: LoCoMo, LongMemEval & BEAM Benchmarks

2023-07-25T00:00:00+00:00

Mem0 scores 92.5 on LoCoMo and 94.4 on LongMemEval, achieving high accuracy at 3-4x lower token cost than full-context memory systems.

MCP vs RAG: What's the Difference and When to Use Each

2023-07-17T00:00:00+00:00

MCP vs RAG is a false choice for most teams — one is a protocol for connecting AI apps to tools and data, the other is a technique for injecting retrieved knowledge into a prompt, and understanding the difference will save you weeks of architecture rework.

Free AI Models on AIHubMix

2023-04-19T00:00:00+00:00

Free AI Models: The Ultimate Guide to Building with Zero-Cost AI in 2026 on AIHubMix