How real projects configure their agents

45,053 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989

All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117

Project Stars Configures Files Always loaded
LaurentHuzard/beat-twin Beat Twin - Bitwig MCP bridge and agentic music production lab 3 Codex, OpenCode 1 403 tok
LtMarx/SABnzbd-MCP 3 Claude Code 1 292 tok
Lezheng2333/PDFeverything 📖 High-performance PDF reader with vector-grade rendering | 🪄 PDF Swiss Army Knife — mer 3 Claude Code 1 8,444 tok
gyh20062008-commits/re-ios MCP server for iOS reverse engineering: static analysis, Frida dynamic hooks, FairPlay dec 3 Claude Code 1 988 tok
heyderekj/revisemy revisemy.com Mark feedback for your agent — human-in-the-loop design review over Laravel MCP 3 Claude Code, Codex 7 238 tok
simon-ami/zen-devtools-mcp Unofficial MCP server for Zen Browser DevTools, enabling AI assistants to inspect and cont 3 Claude Code, Codex, OpenCode 2 294 tok
Kaushalendra-Marcus/evident evident.kaushalendra.me Extract trusted, structured data from any website using MCP, REST, or Python. 3 Claude Code 1 2,351 tok
caldeirav/mcp-mrtr-devops-demo Stateless Human-in-the-Loop AI DevOps Agent Demo using MCP SEP-2322 (MRTR), LangGraph, age 3 Claude Code, Cursor 19 —
I-No-oNe/baileys-agent-kit LLM-first WhatsApp automation with Baileys, MCP, CLI, GitHub Actions, and secure QR pairin 3 Claude Code, Codex, OpenCode 2 374 tok
dosbox-automation/dosbox-mcp pypi.org MCP server for driving dosbox-automation from Claude Code and other AI tools. 3 Claude Code 1 —
simba87/iiko-server-mcp MCP server exposing iikoServer REST API as 42+ LLM-callable tools over stdio 3 Codex, OpenCode 1 1,178 tok
Archolith/menhir archolith.dev Provenance, governed context, and code-impact analysis for coding agents. 3 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 1,057 tok
rjenks/pf2e-mcp An MCP server for building Pathfinder 2nd Edition Remastered characters together with an A 3 Claude Code, Codex, OpenCode 3 2,352 tok
h666zhang/vscode-cube-mcp pypi.org MCP server that wraps STM32CubeMX CLI — let AI agents load .ioc, configure pins/peripheral 3 Codex, OpenCode 1 1,606 tok
ygq-future/openai-vision-mcp-server An Model Context Protocol (MCP) stdio server for bounded, high-precision image analysis us 3 Codex, OpenCode 1 850 tok
LUKAWI/super-plumber Super Plumber — workflow topology manager: CLI + MCP server + Web UI, pure YAML file stora 3 Claude Code, Codex 10 —
wellkilo/RepoPilot wellkilo.github.io Auditable repository maintenance AgentTeam with evidence-backed pull requests, automated c 3 Codex, OpenCode 1 727 tok
ivantichy/loxone-mcp-proxy Headless, self-healing local MCP proxy for the Loxone Miniserver native MCP Server - stabl 3 Claude Code 1 818 tok
naplesblue/grokbridge Local MCP bridge for Codex and Claude Code: delegate code, reviews, web/X research, Grok 4 3 Codex, OpenCode 1 532 tok
shekarsiri/moo-tasks Local-first MCP task manager & real-time Web UI for AI coding agents (Claude Code, Cursor, 3 Claude Code, Codex, Cursor, OpenCode, Windsurf 4 1,946 tok
Supa-Media/context context.lc Free your context. Share your context. One MCP endpoint for every AI client, backed by a m 3 Claude Code 8 6,087 tok
real-limitless/ansible-flow-mcp real-limitless.github.io MCP server exposing Ansible modules to AI agents (search → schema → check → execute). Side 3 Claude Code, Codex, OpenCode 2 4,638 tok
GoogleCloudPlatform/mcp-grpc-transport-py 3 Codex, OpenCode 1 369 tok
stephaneberle9/authsome-mcp-proxy A Model Context Protocol (MCP) proxy that adds an OAuth/OIDC frontend to upstream MCPs tha 3 Claude Code 1 502 tok
dvgamerr-app/gokub-mcp dvgamerr.app 🚀 Model Context Protocol (MCP) server for Bitkub Cryptocurrency Exchange API - Connect Cl 3 Claude Code, Codex, OpenCode 2 1,403 tok
skialpine/hunter-hydrowise-mcp MCP to allow AI to manage a Hunter Hydrowise 3 Claude Code 12 13,305 tok
blen-labs/fedreg-mcp-server Ask your AI assistant real questions about U.S. federal regulations — and get answers grou 3 Claude Code 1 3,728 tok
XORwell/mcp-server-qlever A Model Context Protocol (MCP) server for the QLever SPARQL engine. Connect any MCP-compat 3 Claude Code 1 534 tok
dinglebear-ai/rytdl npmjs.com Rust MCP server and CLI for yt-dlp media search/downloads, metadata tagging, transfer queu 3 Claude Code, Codex, Gemini CLI, OpenCode 4 3,620 tok
IFTTT/ifttt-plugins ifttt.com Official IFTTT plugins for AI clients — automate hundreds of services from your agent via 3 Codex, OpenCode 1 1,071 tok
Fortytwoo/codex-tencent-connectors Codex plugin for WeCom, QQ Mail, and Tencent Docs 3 Codex, OpenCode 1 874 tok
cyanheads/openaq-mcp-server npmjs.com Find air-quality monitoring stations, read latest sensor values, and pull historical pollu 3 Claude Code, Codex, OpenCode 2 14,896 tok
davidlandais/ovh-api-mcp modelcontextprotocol.io MCP server for the OVH API — explore and execute any OVH endpoint from Claude, Cursor, or 3 Claude Code 1 738 tok
nabheet/vscode-mcp-server VS Code MCP server for AI agents (opencode, Claude, Cursor) — debug, edit, and control VS 3 Codex, OpenCode 1 1,147 tok
serengon/mikrotik-mcp-server MCP server for MikroTik RouterOS v7 via native REST API — built with FastMCP + httpx for C 3 Claude Code 1 697 tok
blakazulu/mcp-image-server 3 Claude Code 1 529 tok
wallieinformal201/pentest-mcp-server Integrate penetration testing tools and payloads into your workflow through the Model Cont 3 Claude Code, Codex, OpenCode 2 9,962 tok
comparedge/pricing-api comparedge.com Free REST API and MCP server for verified SaaS, AI, and LLM pricing across 490+ tools. Ope 3 Codex, OpenCode 1 544 tok
m2ai-mcp-servers/mcp-christensen Clayton Christensen persona agent - Strategic advisory through disruption theory and jobs- 3 Claude Code 1 770 tok
mariorojasmz/apolo-cad CAD paramétrico 3D agente-nativo para maquinaria industrial (transportadores). Python + bu 3 Claude Code 1 7,545 tok
gabrielrojasnyc/anatomy-of-a-knowledge-base Runnable teaching implementation of the Cerebras knowledge-base architecture: one embeddin 3 Claude Code, Codex, OpenCode 2 1,176 tok
Mitscherlich/skills 3 Claude Code, Codex, OpenCode 2 1,850 tok
zhuhongyin/global-ecom-skills I help you find hot, profitable products thats sell well overseas——no high barriers to ent 3 Claude Code, Codex 5 —
cyanheads/ris-austria-mcp-server npmjs.com Search Austrian consolidated federal & state law, court decisions, and the authentic Bunde 3 Claude Code, Codex, OpenCode 2 15,968 tok
cyanheads/treasury-fiscaldata-mcp-server npmjs.com Query US Treasury national debt, interest rates, exchange rates, and 80+ fiscal datasets v 3 Claude Code, Codex, OpenCode 2 14,978 tok
cyanheads/who-gho-mcp-server npmjs.com Query WHO Global Health Observatory data — 3,059 indicators across 194 member states with 3 Claude Code, Codex, OpenCode 2 16,430 tok
mcfredrick/tenkai Tenkai — autonomous daily AI development news blog 3 Claude Code 1 1,376 tok
Y4rd13/cyber-engine-tweak-mcp MCP server bridging Claude Code with Cyber Engine Tweaks in Cyberpunk 2077 — real-time Lua 3 Claude Code 1 851 tok
indrasvat/shux shux.pages.dev A modern take on tmux 3 Claude Code, Codex, OpenCode 11 6,164 tok
forgeopslabs/appstore-mcp MCP server (Rust, rmcp) exposing the Apple App Store Connect API — apps, in-app purchases, 3 Codex, OpenCode 1 817 tok