AGENTS.md examples from real projects

cocoindex-ioAGENTS.md

cocoindex

cocoindex-io/cocoindex/AGENTS.md

status` to confirm the root is this repo. We register no MCP server on purpose — an `ccc mcp` mode exists, but the CLI costs no context until invoked and behaves

BeehiveInnovationsReads credentialsAGENTS.md

zen-mcp-server

BeehiveInnovations/zen-mcp-server/AGENTS.md

requirements-dev.txt` Also read CLAUDE.md and CLAUDE.local.md if available. ## Project Structure & Module Organization PAL MCP Server centers on `server.py`, which exposes MCP entrypoints and coordinates multi-model workflows. Feature-specific tools

rerun-ioAGENTS.md

rerun

rerun-io/rerun/AGENTS.md

output once the notification arrives. ### Driving a running egui UI (for agents) Two MCP servers let an agent see and click a running UI instead of guessing from code: - `rerun

CloudflareReads credentialsAGENTS.md

cloudflare-os

cloudflare/cloudflare-os/AGENTS.md

reads are billed | | `packages/gatekeeper-microsoft/AGENTS.md` | Microsoft 365: SharePoint, Outlook, Calendar | | `packages/gatekeeper-websearch/AGENTS.md` | Web Search | | `packages/mcp-shared/AGENTS.md` | MCP / MCP Server Portal gatekeepers | | `packages/observability/AGENTS.md` | server logging, issue reporting, metrics | | `packages/error-reporting/AGENTS.md` | frontend error reporting | | `scripts/release/AGENTS.md

CloudflareAGENTS.md

cloudflare-os / mcp-shared

cloudflare/cloudflare-os/packages/mcp-shared/AGENTS.md

portal` (one admin-configured portal). Not a Worker; a library both import, holding the MCP client, the OAuth chain, the account DO base, the resource-URL scope grammar

MoonshotAIAGENTS.md

kimi-cli

MoonshotAI/kimi-cli/AGENTS.md

software engineering workflows. It supports an interactive shell UI, ACP server mode for IDE integrations, and MCP tool loading. ## Tech stack - Python 3.12+ (tooling configured for 3.14) - CLI framework: Typer

MoonshotAIAGENTS.md

kimi-cli / tests_e2e

MoonshotAI/kimi-cli/tests_e2e/AGENTS.md

runs the flow until `END`. - W-36 MCP: use a Python fastmcp test server, load via `--mcp-config-file`, verify tool works. **Resilience and Errors** - W-37 Invalid JSON: malformed

apereoAGENTS.md

cas

apereo/cas/AGENTS.md

local branch | | [`cas-interrupt-notifications`](.claude/skills/cas-interrupt-notifications/SKILL.md) | `support/cas-server-support-interrupt*` | | [`cas-ldap`](.claude/skills/cas-ldap/SKILL.md) | LDAP modules | | [`cas-mcp-server`](.claude/skills/cas-mcp-server/SKILL.md) | `support/cas-server-support-mcp` | | [`cas-oauth-oidc-authentication`](.claude/skills/cas-oauth-oidc-authentication/SKILL.md) | OAuth/OIDC/UMA client authentication, access-token-protected endpoints, `OAuth20UserProfile

Model Context ProtocolReads credentialsAGENTS.md

inspector

modelcontextprotocol/inspector/AGENTS.md

Inspector V2 This is an application for inspecting MCP servers. It has four client surfaces — Web, TUI, one-shot CLI, and the experimental connection CLI (`mcpdo`) — over a shared `core

tambo-aiAGENTS.md

tambo

tambo-ai/tambo/docs/AGENTS.md

authentication/** (8 pages including index) - Auth.js, Auth0, Clerk, Supabase, Neon, WorkOS, Better Auth - connect-mcp-servers - Single page (not in subfolder) - **self-hosting/** (9 pages including index) - quickstart, environment-variables

No other project uses it yet

tambo-aiAGENTS.md

tambo / react-sdk

tambo-ai/tambo/react-sdk/AGENTS.md

return rich content including images, audio, or mixed media. This is particularly useful for MCP tools that already return content in the proper format. ### Key Hook System - **`useTambo()`** - Primary hook

No other project uses it yet

TencentCloudAGENTS.md

Octop

TencentCloud/Octop/AGENTS.md

agents/`, `api/routers/workspace*.py` | | `infra/connectors/` | Connector catalog, OAuth, MCP gateway, credential crypto | `api/routers/connectors.py`, `internal_mcp.py`, `agents/manager.py` (MCP assembly) | | `infra/control/` | Host control surfaces: `browser/`, `desktop/`, `mobile/` | `api/routers/browser/`, `desktop/`, `mobile/` | | `infra/cron/` | Cron jobs, triggers

No other project uses it yet

MicrosoftAGENTS.md

fluentui-system-icons

microsoft/fluentui-system-icons/AGENTS.md

affected`) instead of using the underlying tooling directly - You have access to the Nx MCP server and its tools, use them to help the user - When answering questions about

go-vgoAGENTS.md

robotgo

go-vgo/robotgo/AGENTS.md

build linux ├── pub/ # pure-Go shared config/helpers: KeySleep, MouseSleep, DisplayID, MilliSleep, Sleep, SetDelay ├── mcp/ # MCP server package (mcp.go, a bare `package mcp` stub) ├── cuse/ # computer/, browser/, gui/ — empty placeholder dirs

GoogleReads credentialsAGENTS.md

adk-recipes / genmedia-for-commerce

google/adk-recipes/core/python/genmedia-for-commerce/AGENTS.md

only tools for the panel and background jobs the panel polls. - `infra/gemini_enterprise.py` registers an MCP server on Cloud Run (` /mcp`) in a Gemini Enterprise app; change `DISPLAY_NAME` and `STUDIO

GoogleReads credentialsAGENTS.md

adk-recipes / long-horizon-harness

google/adk-recipes/core/python/long-horizon-harness/AGENTS.md

gateways (Telegram/Discord/Slack/WhatsApp/Signal), sandbox backends other than the managed Sandboxes backend + local fallback, browser/computer-use/image-gen/video-gen/TTS/voice tools, MCP server, TUI, ACP. ## Project Layout ``` lha/ ├── horizon/ # importable Python package (`import horizon`); outer repo

polarsourceAGENTS.md

polar / server

polarsource/polar/server/AGENTS.md

PostgreSQL, Redis, and S3 storage. ## Quick Commands ```bash uv run task api # Start API server (http://127.0.0.1:8000) uv run task worker # Start background worker uv run task test

electric-sqlReads credentialsAGENTS.md

electric

electric-sql/electric/AGENTS.md

OPENAI_API_KEY`): ```sh ./scripts/dev.sh build # install + build typescript-client, agents-runtime, # agents-mcp, agents-server, agents ./scripts/dev.sh start # docker + 5 dev processes; Ctrl-C stops everything ./scripts/dev.sh start --with

alvinunrealAGENTS.md

oh-my-opencode-slim

alvinunreal/oh-my-opencode-slim/AGENTS.md

entry point │ ├── config/ # Constants, schemas, MCP defaults │ ├── hooks/ # OpenCode lifecycle hooks │ ├── mcp/ # MCP server definitions │ ├── multiplexer/ # Tmux/Zellij pane integration for child sessions │ ├── skills/ # Skill definitions (included in package publish) │ ├── tools

hyperdxioReads credentialsAGENTS.md

hyperdx

hyperdxio/hyperdx/AGENTS.md

packages/api` - Express backend (Node.js 22+, MongoDB for metadata, ClickHouse for telemetry). Also hosts the **MCP server**, **External API v2**, and **OpAMP server** as sub-applications. - `packages/common-utils` - Shared TypeScript utilities

No other project uses it yet