AGENTS.md examples from real projects

grokabilityReads credentialsAGENTS.md

snipe-it

grokability/snipe-it/AGENTS.md

rather than explaining obvious details. === boost rules === # Laravel Boost ## Tools - Laravel Boost is an MCP server with tools designed specifically for this application. Prefer Boost tools over manual alternatives like

No other project uses it yet

livekitPipes a download into a shellAGENTS.md

agents

livekit/agents/AGENTS.md

when working with this project. LiveKit offers both a CLI (`lk docs`) and an MCP server for browsing and searching its documentation. ### LiveKit CLI Install or update the CLI: - **macOS

No other project uses it yet

yusufkaraaslanReads credentialsAGENTS.md

Skill_Seekers

yusufkaraaslan/Skill_Seekers/AGENTS.md

OpenRouter, Together AI, Fireworks AI, Markdown, LangChain, LlamaIndex, Haystack, Weaviate, ChromaDB, FAISS, Qdrant, Pinecone - **MCP Server:** FastMCP-based Model Context Protocol server for AI assistant integration ## Setup ```bash # REQUIRED before

palmier-ioAGENTS.md

palmier-pro

palmier-io/palmier-pro/AGENTS.md

internal Swift methods. Use connected MCP tools directly when available, or run the MCP server and use a temporary script or client to exercise it. - MCP tests must verify

bytebaseAGENTS.md

bytebase

bytebase/bytebase/AGENTS.md

runs every READ method without asking (`apiCallNeedsConfirmation` in `frontend/src/modules/agent/logic/tools/apiMethodClass.ts`), so a READ method that MCP narrows per request needs an exception there. ## Forked engine packages Some engines have their

MicrosoftAGENTS.md

agent-framework / ag-ui

microsoft/agent-framework/python/packages/ag-ui/AGENTS.md

history()`** - Converts persisted Agent Framework messages to bounded AG-UI Host history while retaining MCP widget payloads and model replay metadata - **`AGUIEventConverter`** - Converts between Agent Framework and AG-UI events

No other project uses it yet

MicrosoftReads credentialsAGENTS.md

agent-framework / core

microsoft/agent-framework/python/packages/core/AGENTS.md

configured MCP tools' async contexts, then release them along with lazily connected MCP tools. `async with agent` delegates to these methods; a partially failed `open()` closes resources already entered. - Providers

No other project uses it yet

MicrosoftAGENTS.md

agent-framework / declarative

microsoft/agent-framework/python/packages/declarative/AGENTS.md

checks both series because response caching and default-header integration use its internals. ## MCP Handler Lifetimes `DefaultMCPToolHandler` creates a fresh tool/session for every invocation, including `tools/list`, with or without

No other project uses it yet

MicrosoftAGENTS.md

agent-framework / gemini

microsoft/agent-framework/python/packages/gemini/AGENTS.md

mapping - **`get_file_search_tool()`** - Retrieval from Gemini file search stores - **`get_mcp_tool()`** - Model Context Protocol server integration ## Usage ```python from agent_framework import Content, Message from agent_framework.gemini import

No other project uses it yet

MicrosoftAGENTS.md

agent-framework / hosting-mcp

microsoft/agent-framework/python/packages/hosting-mcp/AGENTS.md

result)` converts an Agent Framework response or message to MCP `ContentBlock` values. ## Boundary This package does not provide a server, routes, transport lifecycle, authentication, authorization, session-key policy, concurrency policy

No other project uses it yet

MicrosoftReads credentialsAGENTS.md

agent-framework / openai

microsoft/agent-framework/python/packages/openai/AGENTS.md

process and must not be serialized as MCP items. An approval is hosted when its function call carries a `server_label` in `function_call.additional_properties`; approvals without that metadata are local

No other project uses it yet

carla-simulatorAGENTS.md

carla

carla-simulator/carla/AGENTS.md

wrong one fails slowly. Ask the user, then record the answer. ### Optional: MCP server [`Util/AgenticTools/`](Util/AgenticTools/) serves the same skills over MCP (`list_skills`, `read_skill`, `check_prerequisites`, `get_config

No other project uses it yet

GoogleAGENTS.md

ax

google/ax/AGENTS.md

Control API internal/workspace git clone / inline files / skills dir (MCP is spec-only; agents read it via the metadata server) internal/{tunnel,guest,metadata} k8s port-forward, in-sandbox guest

No other project uses it yet

nanobrowserReads credentialsAGENTS.md

nanobrowser

nanobrowser/nanobrowser/AGENTS.md

Nothing outside the extension can drive the layer or the agent.** There is no MCP for now. - **The conversation is compacted automatically before the context window fills**, and every message

BasedHardwareReads credentialsAGENTS.md

omi / backend

BasedHardware/omi/backend/AGENTS.md

MCP_OAUTH_PUBLIC_*` can expose a no-secret PKCE public client. Also set `MCP_AUTHORIZATION_SERVER_URL`, optional `MCP_RESOURCE_URL`, and token TTL env vars. - **llm-gateway** (`llm_gateway/main.py

mozilla-firefoxAGENTS.md

firefox

mozilla-firefox/firefox/AGENTS.md

Firefox work - Some tools useful for Firefox work are available in the `moz` MCP server - Firefox is a very large repository, and it isn't efficient to search with usual

brokermr810Reads credentialsAGENTS.md

QuantDinger

brokermr810/QuantDinger/AGENTS.md

Repository map - `backend_api_python/`: Flask API, services, trading runtime, migrations, and backend tests. - `mcp_server/`: the tenant-scoped MCP client/server package backed by QuantDinger APIs. - `docs/`: product, architecture, deployment

doocsAGENTS.md

md

doocs/md/AGENTS.md

中执行命令 pnpm mcp # 在 @md/mcp-server 中执行命令（render_markdown 等 MCP 工具） pnpm mcp dev # MCP Server 监听模式 ``` `@md/mcp-server` 通过 stdio 暴露 `render_markdown`、`list_themes`、`list_colors` 等工具，配置见 [packages/mcp-server/README.md

tester-armyReads credentialsAGENTS.md

e2e

tester-army/e2e/AGENTS.md

src/agent/` the agent (the `act` executor socket plus the judgment methods), `src/mcp/` the `e2e mcp` server (a live session that rides the `act` socket with a queue executor so every

darktable-orgAGENTS.md

darktable

darktable-org/darktable/AGENTS.md

when GTK3 has the Wayland backend gui/gtk.c calls into libwayland-client directly to detect server-side decoration support, but gtk+-3.0.pc does not list wayland-client. The symbols were