How real projects configure their agents

43,853 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 agents7,784Claude Code6,676Data and AI3,658Backend and APIs3,500Languages3,392Git and workflow3,252Planning3,233Code review2,768Testing2,420Memory and context2,364Writing and docs2,341DevOps and cloud2,330Research2,286Frontend2,271Security2,055Project management1,754

All Claude Code32,000 Codex23,558 OpenCode22,502 GitHub Copilot3,568 Gemini CLI1,915 Cursor1,737 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
plugin-federation/units-static High-quality static unit conversion MCP server (good-MCP dogfood for Plugin Federation) 0 Codex, OpenCode 1 298 tok
randyaswin/editor-mcp 0 Claude Code, Codex 1 —
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
Citlyze/citlyze-mcp citlyze.com Connect AI assistants to Citlyze: MCP server, Gemini CLI extension, and Claude Desktop ext 0 Gemini CLI 1 289 tok
coco-ari/runbook-bridge Local Agent operations workbench: connect to SSH, MySQL, and Redis by project and environm 0 Claude Code, Codex, OpenCode 3 1,454 tok
pathofleastresistor/polr-mcp-workout 0 Claude Code 1 —
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
markus-michalski/wikijs-plugin Claude Code plugin for Wiki.js integration — MCP server + docs-wiki skill 0 Claude Code 1 445 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
Cynthiaflora/mcp 0 Claude Code 2 —
user-ic/vscode_mcp 0 GitHub Copilot 1 333 tok
danielsuri/garmin-unofficial-mcp 0 Claude Code 1 2,374 tok
daniel-ddtech/diorama tryadlicio.com Reproducible demo videos for Chrome extensions, recorded from a YAML beat sheet. Agent-ope 0 Claude Code 1 —
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
ragubaran/project-advisors-mcp Analyze software architecture, security, REST API, MCP, compliance, and dependencies. 0 Claude Code, Codex 1 —
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 1 589 tok
ShashankEd/demo-mcp-server This is a very small Model Context Protocol (MCP) example. 0 Claude Code, Codex, GitHub Copilot 3 166 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
elias-ramzi/ClaudeCyclingMCP Author a structured cycling workout once; render it for MyWhoosh (.zwo) and Garmin Connect 0 Claude Code 3 1,150 tok
kjoonha/nvim-ui-mcp nvim-ui-mcp lets AI agents **see, interact with, and verify the actual Neovim UI** through 0 Claude Code 1 1,487 tok
vanamthrishul/ovb3-bridge MCP server + CLI for driving Oracle Visual Builder Studio / VBCS app development from Clau 0 Claude Code 18 —
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
GSA-TTS/mcp-server-usgs-nationalmap MCP Server for the USGS National Map APIs 0 Claude Code, Codex 2 —
bj-taduran/sendashield Self-hosted MCP server that filters sensitive content out of mail/calendar before it reach 0 Claude Code 1 2,805 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
jmcneil86043/file-conversion Library, CLI, and MCP server for converting between everyday file formats (CSV/Excel/Markd 0 Claude Code 1 463 tok
soewal19/eracore-revit-mcp MCP Server for Autodesk Revit — BIM automation via LLM assistants 0 Claude Code, Codex, OpenCode 2 4,708 tok
henriv/ehr-mcp 0 Claude Code 1 1,513 tok
martin3000/mcp-server-unifi MCP server that gives AI models read/write access to a UniFi Network Controller (UniFi OS) 0 Claude Code 1 3,525 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
shawnro/qbo-mcp shawnro.github.io MCP server for QuickBooks Online - query, create, and edit accounting data with Claude 0 Claude Code 2 2,712 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