How real projects configure their agents

22,256 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 agents7,642Claude Code6,648Data and AI3,676Backend and APIs3,504Languages3,399Planning3,222Git and workflow3,208Code review2,742Testing2,379Memory and context2,369Writing and docs2,323DevOps and cloud2,311Research2,290Frontend2,261Security2,025Productivity1,719

All Claude Code31,996 Codex23,310 OpenCode22,256 GitHub Copilot3,557 Gemini CLI1,917 Cursor1,739 Windsurf141 Kiro81

Project Stars Configures Files Always loaded
cedricarlos07/meta-ads-mcp 0 Claude Code, Codex, OpenCode 3 4,558 tok
mmadfox/swag2mcp swag2mcp.io MCP server that gives LLM agents superpowers to explore and call any OpenAPI/Swagger/Postm 0 Claude Code, Codex, OpenCode 6 1,431 tok
pakkio/mcp-unity 0 Claude Code, Codex, OpenCode 3 4,806 tok
raphaelmdcoelho/copilot-mcp MCP Playground 0 Codex, OpenCode 1 542 tok
hua-hua3321/shardnest Open-source self-custodial wallet infrastructure: key generation, Shamir SSS 2-of-3 shardi 0 Codex, OpenCode 1 1,819 tok
oscarantxo-web/intervals-mcp-server 0 Codex, OpenCode 1 292 tok
guipmilek/bundled-notes-mcp MCP open-source e não oficial para bundles, notas, tarefas, Kanban e arquivos do Bundled N 0 Codex, OpenCode 1 770 tok
teleportxr/teleport-mcp An MCP for the Teleport Metaverse Browser Client 0 Codex, OpenCode 1 523 tok
Radics/context-forge Portable, evidence-backed shared context and structured handoffs for AI agents 0 Codex, OpenCode 1 311 tok
hardened-steel/ForgeMCP ForgeMCP is an MCP server that provides AI assistants with deep, structured integration fo 0 Codex, OpenCode 1 466 tok
ImAvgErix/ExoControl Realtime Windows eyes and hands for any AI agent (MCP + CLI + Python). Compact. Leased. Ho 0 Codex, OpenCode 1 1,124 tok
Malkovsky/compiler-explorer-mcp MCP for assembly exploration based on godbolt.org or equivalent server. 0 Codex, OpenCode 1 529 tok
andbmarques/wiki-ultra-mcp 0 Codex, OpenCode 1 4,931 tok
Orlando-Villanueva/ynab-budget-mcp npmjs.com A local MCP server for AI-assisted YNAB budget understanding with guarded assignment previ 0 Codex, OpenCode 1 560 tok
letsagents/aseprite-mcp An MCP server that exposes Aseprite to AI clients — 76 tools for pixel art, animation & sp 0 Claude Code, Codex, OpenCode 2 3,226 tok
arr-mcps/komga-mcp Model Context Protocol for gotson/komga 0 Codex, OpenCode 1 1,221 tok
plugin-federation/units-static High-quality static unit conversion MCP server (good-MCP dogfood for Plugin Federation) 0 Codex, OpenCode 1 298 tok
vinihcrosa/gitlab-mcp npmjs.com Servidor MCP para GitLab CE self-hosted — navegue merge requests e faça review inline sem 0 Codex, OpenCode 1 5,411 tok
edk4971/Ratatoskr-mcp A high-performance MCP server capable of retrieving Wikipedia articles from local multi-st 0 Codex, OpenCode 1 1,113 tok
newbdez33/freee-mcp Safety-first local freee attendance MCP server and CLI for Codex and Claude Code 0 Codex, OpenCode 1 64 tok
zarcherlot/q3ds-solidworks-mcp Repository-native SolidWorks semantic MCP, drawing planning, execution service, and Codex 0 Codex, OpenCode 6 483 tok
plugin-federation/nexus-mcp TypeScript MCP server for Plugin Federation Nexus (GitHub SSO / Actions OIDC, no static Ne 0 Codex, OpenCode 1 314 tok
Inarus/provgraf W3C PROV knowledge graph on plain Postgres with automatic staleness propagation — a verifi 0 Codex, OpenCode 1 887 tok
coco-ari/runbook-bridge A local SSH session bridge that lets AI agents follow runbooks without receiving server cr 0 Claude Code, Codex, OpenCode 3 1,454 tok
Mateo-404/gavriel-mcp MCP Server (Model Context Protocol) for Gavriel 0 Codex, OpenCode 1 3,011 tok
arr-mcps/dashbrr-mcp Model Context Protocol for autobrr/dashbrr 0 Codex, OpenCode 1 1,318 tok
CoolTea001/cool-test-mcp Cool Test MCP — automated testing MCP server: convert test cases into a fixed JSON templat 0 Codex, OpenCode 1 352 tok
IH8E/express-cli CLI client for the corporate messenger eXpress. Supports E2E encryption, sending messages, 0 Codex, OpenCode 1 5,648 tok
dsaewkfiush03-debug/game-dev-resource-mcp License-aware game development resource discovery for AI coding agents via MCP. 0 Codex, OpenCode 1 1,404 tok
shahrulestar/hijri-calendar hijri.shahrulestar.com A remote MCP server for the Malaysian Islamic (Hijri) calendar. 0 Codex, OpenCode 1 74 tok
bitcoinaustria/pretix-agent-mcp MCP server that lets AI agents run a self-hosted pretix instance — without the API credent 0 Claude Code, Codex, OpenCode 3 1,788 tok
tomiabe/polish tomiabe.github.io Self-hosted UI review for code, copy, and rendered screens. Get weighted 0-100 findings fo 0 Codex, OpenCode 1 335 tok
EthanDM/tmdb-mcp Local, read-only TMDB MCP server for Codex with movie, TV, and people discovery, advanced 0 Codex, OpenCode 1 182 tok
EthanDM/strava-mcp Local read-only Strava MCP server for Codex with OAuth token refresh, bounded activity ana 0 Codex, OpenCode 1 115 tok
EthanDM/youtube-mcp Local YouTube MCP server for Codex with API-key research tools, local PKCE auth, owned-pla 0 Codex, OpenCode 1 560 tok
bartest5/alpacahq_alpaca-mcp-server 0 Codex, OpenCode 1 1,528 tok
abelvalle/zar-jobs-ai-connector MCP-powered, read-only job connector for Codex and AI assistants 0 Codex, OpenCode 1 172 tok
arr-mcps/radarr-mcp Model Context Protocol for Radarr/Radarr 0 Codex, OpenCode 1 1,427 tok
trankhanh040147/chatgpt-mcp Cursor ↔ ChatGPT MCP handoff 0 Claude Code, Codex, Cursor, OpenCode 10 1,566 tok
arr-mcps/sonarr-mcp Model Context Protocol for Sonarr/Sonarr 0 Codex, OpenCode 1 1,418 tok
SomeNewKid/CaesarCipher A Foundry prompt agent which uses an MCP tool to encode a message using a Caesar shift. 0 Codex, OpenCode 1 233 tok
arr-mcps/prowlarr-mcp Model Context Protocol for Prowlarr/Prowlarr 0 Codex, OpenCode 1 1,257 tok
arr-mcps/seerr-mcp Model Context Protocol for seerr-team/seerr 0 Codex, OpenCode 1 1,714 tok
soewal19/eracore-revit-mcp MCP Server for Autodesk Revit — BIM automation via LLM assistants 0 Claude Code, Codex, OpenCode 2 4,708 tok
Ardaka/cursor-mcp-qa-agent A local MCP server, Cursor Agent rules, and safe reusable QA workflows in TypeScript. 0 Codex, OpenCode 1 140 tok
arr-mcps/lidarr-mcp Model Context Protocol for Lidarr/Lidarr 0 Codex, OpenCode 1 1,633 tok
briandconnelly/moonbridge Connect your coding agent with Kimi for fresh perspectives, rigorous reviews, and delegate 0 Claude Code, Codex, OpenCode 6 3,036 tok
arr-mcps/autobrr-mcp Model Context Protocol for autobrr/autobrr 0 Codex, OpenCode 1 1,539 tok
brightredchilli/terraform-docs Terraform docs search and mcp tool 0 Codex, OpenCode 1 772 tok
Jeric-X/wd_tagger_mcp 0 Codex, OpenCode 1 15 tok