How real projects configure their agents

22,198 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
draekien-industries/membank Memory for your LLM 2 Claude Code, Codex, OpenCode 7 2,057 tok
luizhbesper/react-native-mcp luizhbesper.github.io MCP server for React Native development — unified device control, Metro/Hermes runtime bri 2 Claude Code, Codex, OpenCode 2 732 tok
crowterliam/2d6mcp jupiter.industries AI GM Assistant — system-agnostic 2d6 TTRPG rules engine, dice roller, Discord bot, and MC 2 Claude Code, Codex, OpenCode, Windsurf 7 7,687 tok
omelet-ai/tms-dev-mcp MCP server for developing TMS(Transportation Management Systems) using Omelet & iNavi's AP 2 Claude Code, Codex, OpenCode 2 3,070 tok
astrobleem/mame-mcp 2 Codex, OpenCode 1 291 tok
emreycolakoglu/taskforge Full-stack task tracker: NestJS REST + MCP Server + Kanban SPA. Agents and humans collabor 2 Claude Code, Codex, OpenCode 2 5,864 tok
human-turn/t-invest-mcp 2 Claude Code, Codex, OpenCode 2 1,862 tok
moeuu/tradingview-mcp Local-first MCP server for market analysis, charts, and optional TradingView browser workf 2 Codex, OpenCode 1 78 tok
ArtiPyHeart/mcp-ebook-read 2 Codex, OpenCode 1 1,699 tok
Bollard-db/Bollard bollard-beta.vercel.app Safe, stateful database access layer for AI editors and MCP clients (Cursor, VS Code, Clau 2 Claude Code, Codex, OpenCode 2 391 tok
borysttk/auth-vault-template 🧩 Template auth-vault — MCP credential management server, clean version to fork and adapt 2 Codex, OpenCode 1 3,420 tok
wishsoul/sf-symbol-mcp 2 Codex, OpenCode 1 160 tok
kkaminsk/NotebookLM-MCP Building another MCP. 2 Claude Code, Codex, OpenCode 5 286 tok
N283T/chimerax-mcp-plus 2 Codex, OpenCode 1 302 tok
qrak/telegram-commandcode commandcode.ai MCP server for Telegram integration with Command Code — send messages, files, and photos f 2 Codex, OpenCode 1 1,850 tok
rohanvinaik/ModelAtlas Google for open-source AI models — search by what you mean, not by keywords 2 Claude Code, Codex, OpenCode 8 2,282 tok
hardyjosh/raindex-mcp 2 Codex, OpenCode 1 625 tok
sinmb79/KCSC-MCP KCSC-MCP — uses documents on construction standards (such as specifications) provided by t 2 Codex, OpenCode 1 1,422 tok
Cloud-Temple/mcp-tools Serveur MCP — Bibliothèque centrale d'outils exécutables pour agents IA Cloud Temple 2 Claude Code, Codex, OpenCode 2 279 tok
osloer-industries/homeexchange-mcp Unofficial local MCP server for HomeExchange — search homes, manage conversations, and mor 2 Codex, OpenCode 1 306 tok
flyinglimao/mcp-server-memos npmjs.com MCP server for Memos - a privacy-focused note-taking application 2 Codex, OpenCode 1 1,274 tok
elephant-xyz/elephant-mcp elephant-mcp-two.vercel.app 2 Codex, Cursor, OpenCode 2 1,807 tok
getlien/lien lien.dev Local-first semantic code search for AI coding assistants. Indexes your codebase with loca 2 Claude Code, Codex, GitHub Copilot, OpenCode 9 7,645 tok
Wenri/siyuan-mcp OAuth authentication proxy for MCP servers using Cloudflare Access 2 Codex, OpenCode 1 6,918 tok
dirien/pulumi-events MCP server for managing events on Meetup.com via AI assistants 2 Claude Code, Codex, Gemini CLI, OpenCode 4 2,549 tok
technicallypete/outreacher Boilerplate AI MCP+SaaS LLM foundation with use-case as an AI-powered lead management CRM 2 Claude Code, Codex, OpenCode 2 3,434 tok
nexus-xyz/nexus-exchange-mcp MCP server for the Nexus Exchange API — read market data and place trades from an AI agent 2 Codex, OpenCode 1 684 tok
kubachour/mobile-growth-mcp npmjs.com An MCP based on specific mobile growth knowledge, mainly for Claude code to make growth ma 2 Claude Code, Codex, OpenCode 2 2,956 tok
hlavacm/solocrawl SoloCrawl is a local MCP/CLI tool for personal developer workflows. It is safe by default 2 Claude Code, Codex, Cursor, OpenCode 3 2,100 tok
honzapav/portuni portuni.com Portuni is a shared map of how your organization works – its processes, projects, areas, a 2 Claude Code, Codex, OpenCode 2 40,352 tok
tillkolter/guck-mcp 2 Codex, OpenCode 1 66 tok
Wulnut/lark_agent feishu project api mcp and agent. 2 Claude Code, Codex, OpenCode 12 3,387 tok
jshsakura/mfa-servicenow-mcp jshsakura.github.io A lean, developer-focused MCP for ServiceNow — explore flows, portals, and tables from you 2 Claude Code, OpenCode 2 6,621 tok
chokukil/timesfm-mcp MCP server for local GPU TimesFM forecasting 2 Codex, OpenCode 1 150 tok
ilyautov/moysklad-mcp-ru moysklad-mcp-ru.aifrontier.tech MCP server for MoySklad (JSON API 1.2): inventory, products, orders, documents, reports, a 2 Codex, Gemini CLI, OpenCode 2 1,231 tok
suapapa/openscad-wasm-mcp suapapa.github.io An OpenSCAD MCP server that runs with OpenSCAD-WASM 2 Codex, OpenCode 1 1,428 tok
LaurentHuzard/beat-twin Beat Twin - Bitwig MCP bridge and agentic music production lab 2 Codex, OpenCode 1 403 tok
abdul-hamid-achik/codemap codemap.tools Local-first code intelligence: a code graph + semantic search for agents and people (CLI + 2 Codex, OpenCode 1 11,776 tok
EnragedAntelope/comfy-draftsman Local-first MCP server that drafts ComfyUI workflows a human can actually read - organized 2 Claude Code, Codex, OpenCode 2 2,155 tok
asim-altayb/trello-mcp MCP server for Trello with per-project board profiles 2 Codex, OpenCode 1 470 tok
qd313/decky-plugin-studio VS Code / Cursor extension for Decky plugin development — live QAM preview, MCP tools for 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,212 tok
velias/mcp-client-credentials-auth A local stdio MCP server that authenticates to remote OAuth-protected MCP servers using th 2 Codex, OpenCode 1 5,079 tok
konseki-official/konseki-mcp konseki.io Official MCP server for Konseki, providing AI agents and tools with direct access to the K 2 Codex, OpenCode 1 573 tok
workspace-json/codex-mcp workspacejson.dev Publication authority for @workspacejson/codex-mcp and the preserved OpenAI Build Week sub 2 Codex, OpenCode 1 304 tok
eric134422/db-fahrplan-mcp 2 Codex, OpenCode 1 456 tok
john-ops-lab/EasySourceFlow Local-first content understanding and summarization service for AI agents, with MCP, Web U 2 Codex, OpenCode 1 827 tok
SarutobiSasuke8/obsidian-github-mcp Permissioned MCP gateway for AI agent proposals to Obsidian vaults stored on GitHub 2 Codex, OpenCode 1 160 tok
densuke/fuga-memory Long-term memory MCP server for Claude Code and other LLMs 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,720 tok
TheFractalyst/LightWeightChartsMCP fractalyst.dev TradingView Lightweight Charts MCP server - 6 tools for docs lookup, JS/TS code validation 2 Codex, OpenCode 1 642 tok
I-No-oNe/baileys-agent-kit LLM-first WhatsApp automation with Baileys, MCP, CLI, GitHub Actions, and secure QR pairin 2 Claude Code, Codex, OpenCode 2 374 tok