AGENTS.md examples from real projects

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

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

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

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

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

OpenByteIncReads credentialsAGENTS.md

QuantDinger

OpenByteInc/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

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

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

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

debeziumAGENTS.md

debezium

debezium/debezium/AGENTS.md

analyze the codebase, DO NOT set up build environments, DO NOT run scripts, or MCP, or skills, DO NOT look things up online, DO NOT make code changes, UNTIL

No other project uses it yet

formbricksReads credentialsAGENTS.md

formbricks

formbricks/formbricks/AGENTS.md

into `useState` or Jotai. The existing server actions wrap service calls and return `{ data }` or `{ error }` consistently; keep that contract when changing them. - MCP tools (`apps/web/modules/mcp`) are thin adapters over

openreplayAGENTS.md

openreplay / mcp_app

openreplay/openreplay/mcp_app/AGENTS.md

OpenReplay MCP App — Agent Guide Reference: https://modelcontextprotocol.github.io/ext-apps/api/documents/Patterns.html --- ## Project Structure ``` server.ts MCP server entry point (stdio transport) lib/ tools.ts All tool registrations (UI + internal) api.ts OpenReplay REST API client

VercelAGENTS.md

portless

vercel-labs/portless/AGENTS.md

change to a CLI command, flag, output, or environment variable must update the MCP tools in `packages/portless/src/mcp.ts` in the same change. `mcp.test.ts` reads `portless --help` and each tool command

No other project uses it yet

AutomatticReads credentialsAGENTS.md

wp-calypso

Automattic/wp-calypso/AGENTS.md

rendering primitives built with WordPress components. Agents Manager consumes it; conversation handling and MCP transport stay in consumers. - **Agenttic** (`packages/agenttic-client`, `packages/agenttic-ui`) — AI agent chat client library and UI components. Also

nearaiReads credentialsAGENTS.md

ironclaw

nearai/ironclaw/AGENTS.md

execution. - Sandboxed extension execution belongs in WASM or a runtime lane; external server integrations belong behind MCP and the network boundary. - Discovery is side-effect-free. Installation, credential binding, activation

nearaiAGENTS.md

ironclaw / tests

nearai/ironclaw/tests/AGENTS.md

before durable storage without retaining inline media/blob base64 | `mcp.rs` | | User-registered and bundled hosted MCP servers register, authenticate, project active, restore, and invoke | `hosted_mcp_registration.rs` | | Web search/fetch runs the real