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
ncsound919/VibeServe ncsound919.github.io **VibeServe** is the first full-stack, fully-integrated AI development platform. It unifie 1 Claude Code, OpenCode 6
JustinGuese/AgentBureau-402-embodiment-as-a-service agentbureau.de AgentBureau provides the legal and physical infrastructure for AI agents to operate within 1 Codex, OpenCode 1 1,864 tok
jaykim429/report-mcp MCP that creates reports 1 Claude Code, Codex, OpenCode 2 1,170 tok
GeekMai90/ticktick-mcp-cli Agent-friendly CLI and MCP server for TickTick and Dida365 1 Codex, OpenCode 1 242 tok
ParkviewLab/ebony-enriching an mcp lab notebook 1 Claude Code, Codex, OpenCode 2 1,004 tok
rmednitzer/relay-shell rmednitzer.github.io Model Context Protocol server for full shell and SSH fleet operation, with audit, tiered a 1 Claude Code, Codex, OpenCode 3 2,206 tok
kip-d/omnifocus-mcp OmniFocus automation via Model Context Protocol (MCP) 1 Claude Code, Codex, OpenCode 8 5,260 tok
CrackenReleased/boarderless.app_MCP Agentic connection and control for boarderless.app 1 Claude Code, Codex, OpenCode 2 1,074 tok
Mumega-com/inkwell inkwell.dev Agent-first content publishing engine. Config-driven, MCP-native, forkable. 1 Codex, OpenCode 1 422 tok
pxsloot/gitea-mcp-server Gitea MCP Server – A Model Context Protocol implementation for Gitea. Provides tools and r 1 Codex, OpenCode 1 319 tok
originalrashmi/rc-engine-product-framework rc-engine.vercel.app RC Engine — A complete AI-native product development pipeline. 31 MCP tools across 4 domai 1 Claude Code, Codex, OpenCode 41 5,187 tok
that-lucas/tts-mcp Give voice — for free — to Claude Code, OpenCode, Codex, and any other MPC tool 1 Codex, OpenCode 1 1,109 tok
sandraschi/steam-mcp MCP server for Valve's Steam — profile, library, stats, store, Workshop. 14 tools, React d 1 Claude Code, Codex, OpenCode 2 786 tok
Rentalot-ai/rentalot-mcp rentalot.ai MCP server exposing the Rentalot REST API (65 tools) for AI assistants — property manageme 1 Claude Code, Codex, OpenCode 2 1,562 tok
nami2111/junobuild-mcp MCP server for Juno (junobuild) - manage satellites, hosting, functions, snapshots and mor 1 Codex, OpenCode 1 2,046 tok
wongo/my-minimax-mcp MCP server wrapping MiniMax AI as autonomous code executor for Claude Code 1 Codex, OpenCode 1 551 tok
lesleslie/neo4j-mcp MCP server for neo4j-mcp 1 Claude Code, Codex, OpenCode 2 1,406 tok
VovaVindar/telegram-mcp Telegram MCP server for AI agents. Auto-categorize channels into folders, clean up inactiv 1 Claude Code, Codex, OpenCode 2 1,578 tok
abl030/pfsense-mcp MCP server for the pfSense REST API v2 — 677 tools for AI-driven firewall management 1 Claude Code, Codex, OpenCode 2 2,909 tok
OzBlumenfeld/mcp_server 1 Codex, OpenCode 1 3,830 tok
0x0L/ipykernel-mcp An MCP server that manages an IPython kernel 1 Claude Code, Codex, OpenCode 2 1,274 tok
jmpijll/unraid-code-mode-mcp Code-mode MCP server for the Unraid 7.2+ GraphQL API. Two tools (search + execute) with Qu 1 Claude Code, Codex, OpenCode 2 951 tok
bradsjm/nl2sql-mcp A natural language to SQL Model Context Protocol server 1 Codex, OpenCode 1 1,344 tok
InvariantHoldings/agda-mcp-server MCP server for interactive Agda proof development (type-checking, goals, refinement, proof 1 Codex, OpenCode 1 1,796 tok
zygou-31/immich-mcp 1 Codex, OpenCode 1 897 tok
mhaviv/pr-narrator-mcp npmjs.com AI-powered MCP server that generates consistent commit messages and PR descriptions from y 1 Codex, GitHub Copilot, OpenCode 5 6,984 tok
ManpreetShuann/bitbucket-server-mcp pypi.org An mcp for bitbucket enterprise edition server 1 Codex, OpenCode 1 1,561 tok
BigKAA/qmcp 1 Codex, OpenCode 1 2,529 tok
riccardovietri/thermal-mcp-server 1 Claude Code, Codex, OpenCode 2 2,319 tok
esneiderbravo/speclaw A self-contained suite that turns any repo into a spec-driven, agent-ready codebase for AI 1 Claude Code, Codex, OpenCode 3 4,956 tok
punt-labs/langlearn-tts A text-to-speech Claude Extension enabling Claude to teach you foreign languages more effe 1 Claude Code, Codex, OpenCode 9 2,889 tok
siddiquesahabaj/CoordMCP 1 Codex, OpenCode 1 2,707 tok
commune-dev/commune-mcp commune.email Email & SMS for Claude Desktop, Cursor, and Windsurf. 13 tools: create inboxes, send email 1 Codex, OpenCode 1 860 tok
otolab/search-docs Local document search system - provides vector search functionality for Markdown documents 1 Claude Code, Codex, OpenCode 2 2,517 tok
dpup/meshcore-mcp Model Context Protocol (MCP) server exposing a MeshCore node — and the mesh reachable thro 1 Claude Code, Codex, OpenCode 2 3,316 tok
laruss/grok-imagine-mcp-extension MCP server + chrome extension to get images from grok imagine 1 Claude Code, Codex, OpenCode 2 2,654 tok
GTarkin/zeughaus_mcp 1 Claude Code, Codex, OpenCode 2 473 tok
galatanovidiu/mcp-adapter-implementation-example 1 Codex, OpenCode 1 2,271 tok
Sharmaz/phoenixd-mcp-server Connect a phoenixd bitcoin lightning wallet to your LLM using Model Context Protocol. 1 Codex, OpenCode 1 719 tok
Fascinax/Inspectra Hybrid code audit system powered by deterministic MCP tools and conditional hotspot explor 1 Claude Code, Codex, GitHub Copilot, OpenCode 17 5,418 tok
michelgrolet/people-memory-mcp reseau-grolet.vercel.app A private people graph that gives your AI agent durable memory 1 Codex, OpenCode 1 114 tok
gaato/kbbi-mcp simple MCP server for querying KBBI (Indonesian dictionary) 1 Codex, GitHub Copilot, OpenCode 2 531 tok
hieutv-dng/jira-mcp-server MCP Server for Jira integration with Claude AI - list issues, log work, update, create 1 Claude Code, Codex, OpenCode 2 1,204 tok
jtsang4/better-qdrant-mcp A Model Context Protocol (MCP) server that provides tools to store and retrieve informatio 1 Claude Code, Codex, OpenCode 2 1,206 tok
redhat-community-ai-tools/dci-mcp-server 1 Claude Code, Codex, Cursor, OpenCode 3 4,923 tok
LynkByte/ensemble Comprehensive system design for improving the Ensemble multi-agent orchestration system an 1 Claude Code, Codex, OpenCode 2 1,001 tok
RECTOR-LABS/markitdown-mcp-server MCP server for Microsoft Markitdown - Convert documents (PDF, DOCX, PPTX, images) to clean 1 Claude Code, Codex, OpenCode 2 6,372 tok
dreamiurg/mountaineers-mcp npmjs.com MCP server for The Mountaineers (mountaineers.org) — search activities, courses, trip repo 1 Codex, OpenCode 1 333 tok
GRAMMAC1/error2fix Token-efficient failure diagnosis for CLI and AI coding agents. 1 Claude Code, Codex, OpenCode 3 737 tok
moxus/intervals-icu-mcp-ts MCP Server for intervals.icu 1 Claude Code, Codex, OpenCode 2 1,239 tok