AGENTS.md examples from real projects

mesheryReads credentialsAGENTS.md

meshery

meshery/meshery/AGENTS.md

navigate, snapshot, click, fill forms, run JS, inspect console/network) in place of raw Playwright/chrome-devtools MCP for ad hoc tasks. - Run `quota-axi` to check local agent-provider quota windows before

No other project uses it yet

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

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

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

pestphpReads credentialsAGENTS.md

pest

pestphp/pest/AGENTS.md

continue the work. When the project holds `boost.json`, write each rule with the MCP tool `record-rule` of Laravel Boost instead of a file in `.hod/rules/`. That tool writes

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

LangChainAGENTS.md

open-swe

langchain-ai/open-swe/AGENTS.md

composing generic capabilities such as plugins, automations, skills, or external MCP servers. First check whether existing capabilities, with small generic additions if needed, can deliver the feature. - Before changing

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

No other project uses it yet

GoogleReads credentialsAGENTS.md

adk-recipes / adk-voice-agent

google/adk-recipes/core/python/adk-voice-agent/AGENTS.md

docs/architecture.md#thread-lifecycle) | | 7 | **One MCP gateway with server-held tokens.** Harnesses see one MCP server. The gateway proxies [`.mcp.json`](.mcp.json) servers as ` __ `, attaching the user's token

GoogleAGENTS.md

adk-recipes / home

google/adk-recipes/core/python/adk-voice-agent/sandbox/home/AGENTS.md

Talking to the user Progress, card, and Drive tools live on the `voice_agent` MCP server. - **Report findings, not activity.** Call `update_user` with one short spoken sentence when

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