How real projects configure their agents

31,993 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.

Building agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
e2its/myrmion-graphrag Servidor MCP que expone una base GraphRAG local (LightRAG + Ollama) a Claude Code en VS Co 0 Claude Code 3 1,198 tok
luislopezsanchez/n8n-mcp-server Servidor MCP para n8n — fork de czlonkowski/n8n-mcp optimizado para producción con Docker 0 Claude Code 9 2,581 tok
tlaakso07/linear-mcp Production-grade MCP server for Linear. 0 Claude Code 1 327 tok
The-Endurance-Group/commonality-mcp MCP-native Commonality — sales intelligence as a Claude connector 0 Claude Code 1 2,185 tok
paztek/twinkly-mcp A MCP Server to give control of your Twinkly lights to your AI Agents 0 Claude Code 1 5,998 tok
Claire-s-Monster/pixi-task A secure MCP server providing controlled access to pixi tasks and commands, eliminating ag 0 Claude Code 5 3,494 tok
edudutra/mcp-tableau Servidor [Model Context Protocol](https://modelcontextprotocol.io) construído com [FastMCP 0 Claude Code, Codex, OpenCode 22 1,580 tok
Nhuajia/RAG_MCP 0 Claude Code, Codex 9 —
rubencodex86/molonion-graphql-mcp MCP server for moloniON - Software de faturação 0 Claude Code 1 2,832 tok
C9Boom7/recycling-helper-mcp MCP server that provides guidance on properly sorting and disposing of confusing household 0 Claude Code, Codex, OpenCode 2 653 tok
Syamsuddin/MikroCLAW Agent MCP AI untuk Mikrotik 0 Claude Code 12 —
jorsenc/image-gen-mcp MCP Server for Image Generation using Pollinations.ai 0 Claude Code 2 1,066 tok
i2mint/enlace_connector Deploy Python functions as authenticated MCP connectors on an enlace platform 0 Claude Code 1 —
itayshmool/images-mcp Images MCP Server - Generate and edit images via Google Gemini 0 Claude Code 1 —
florianbuetow/low-latency-tts-api-server-mcp Local text-to-speech CLI and API server powered by the tiny tts kokoro model via tts.cpp, 0 Claude Code, Codex, OpenCode 2 1,030 tok
bb4rjfl/saju-concierge Saju Concierge — Korean fortune-telling MCP server (사주 운세). Agentic Player 10. 0 Claude Code 5 2,444 tok
helloNice/ssh-mcp-jumpserver 0 Claude Code, Codex, OpenCode 2 1,457 tok
kkk2jp/atodeyomu-mcp 0 Claude Code 1 —
coldzero94/cold-frame Local-first memory for AI agents — one SQLite file you own, offline, no API key. Claude Co 0 Claude Code 3 6,909 tok
khuongtt/codeparse-mcp 0 Claude Code, GitHub Copilot 3 4,114 tok
Grinv/mcp-server-template Template for building TypeScript MCP servers (stdio, .mcpb packaging, CI). Reusable carcas 0 Claude Code, Codex, OpenCode 2 1,301 tok
astragenie/astramem-local Local-first memory daemon for AI coding agents — SQLite + sqlite-vec + FTS5 + Ollama/Azure 0 Claude Code, Codex, OpenCode 9 4,240 tok
miguel-escribano/openair-3-mcp-server-oss Open-source MCP server for the openair R package — CSV/Excel ingest, AURN/EU import, publi 0 Claude Code 1 1,023 tok
praxeo/openrouter-MCP 0 Claude Code 1 563 tok
hobsojam/mechanical-turk Human-operator console that AI agents connect to via MCP 0 Claude Code 3 618 tok
andysom25/codegraph Local-first code intelligence library, CLI, and MCP server — builds a SQLite knowledge gra 0 Claude Code 3 8,434 tok
brickshubkuwait/roster-cli-mcp Query your team's work from the terminal or Claude 0 Claude Code 1 505 tok
DennisKonrad/dndbeyond-mcp 0 Claude Code 1 898 tok
vaxosv/FirabasePostMCP 0 Claude Code, Codex, OpenCode 2 1,353 tok
Rexpeto/Venezuela-fakenew verificavenezuela.com Servidor MCP para detectar, verificar y analizar Fake News y desinformación en el contexto 0 Claude Code 6 —
johnjanthony/Switchboard Human-in-the-loop input gateway for AI agents: pause mid-task and answer from your phone. 0 Claude Code 1 7,188 tok
fengredrum/x2md Convert .docx files to Markdown with MCP server 0 Claude Code 1 852 tok
ojimpo/otp-mcp MCP server exposing a self-hosted OpenTripPlanner instance for accurate Kanto rail/subway 0 Claude Code 1 2,328 tok
judas-priest/vecmory MCP server for AI agent contextual memory with graph-based knowledge storage 0 Claude Code 1 601 tok
vsl8/ansible-mcp-server Lets Build the Great way to work Ansible with AI 0 Claude Code, Codex, GitHub Copilot 3 3,425 tok
leanhduy-iuh/notebooklm-mcp-fork 0 Claude Code, Codex, Gemini CLI, OpenCode 3 7,036 tok
codewithabdulrahman/youtube-mcp 0 Claude Code 2 1,730 tok
forthy/effect-qa-mcp 0 Claude Code, Codex, OpenCode 34 1,246 tok
22syn/telegram-user-mcp MCP server that connects as a real Telegram user (MTProto) — read/search messages, list ch 0 Claude Code 1 648 tok
leolobato/bambu-gateway-mcp MCP server for Bambu Gateway to slice for and print on Bambulab 3D printers 0 Claude Code 1 1,034 tok
dataAnalysis2023/keel-core Motor de extensión cognitiva personal — local first, MCP ready, keel SOS 0 Claude Code 1 636 tok
foursecondfivefour/aether-linux-mcp-server AETHER_02 — Full-spectrum Linux MCP Server on Rust. 12 tools, 99.9% system management cove 0 Claude Code, Codex, GitHub Copilot 2 212 tok
debaditya-mohankudo/splunk-intelligence On-device Splunk investigation stack — deterministic Polars detectors exposed as MCP tools 0 Claude Code 1 582 tok
lijunjie469/MODULAR-RAG-MCP-SERVER 0 Claude Code, Codex 11 434 tok
dddpaul/okf-mcp-server 0 Claude Code 4 2,089 tok
ikerrrrrrrrrrr/vid-agent-mcp MCP server for video understanding -- transcribe Bilibili videos, search, and analyze loca 0 Claude Code 1 302 tok
kiuru/openclaw-mcp-tools My OpenClaw MCP tools 0 Claude Code, Codex 2 —
vickhunter/cursor_mcpserver_buildnight 0 Claude Code 1 —
AceDataCloud/WebExtratorMCP MCP server for web extraction and rendering via Ace Data Cloud. 0 Claude Code 1 356 tok
LembaGang/chirindo Chirindo — a fail-closed cryptographic gate for the MCP tool-call boundary. The watchtower 0 Claude Code 1 276 tok