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
impactbrussels/AINativeOS impact.brussels The open OS for building an AI-native company in hard-mode sectors. A 15-chapter Handbook, 3 Claude Code, Codex, Gemini CLI, OpenCode 3 2,832 tok
khadinakbarlabs/shopify-app-builder khadinakbar.com Open-source Shopify app development plugin with 32 skills for Claude Code, Codex, Cursor, 3 Gemini CLI 1 294 tok
schmusch/roblox-ai-workflow Multi-tool SSOT skill set for AI-assisted Roblox game development — Claude Code, Gemini CL 3 Claude Code, Codex, Gemini CLI, OpenCode 3 7,065 tok
agentlint/agentlint agentlint.sh The Lighthouse for AI coding agents. Audit any repo for how ready it is for Claude Code, C 3 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,497 tok
theorionic/mcp-acp-bridge A stateful Model Context Protocol (MCP) server that acts as a bridge to interact with Agen 3 Claude Code, Codex 1 —
Karasowl/KodexBar-Suite kodexbar.vercel.app Linux and Windows AI quota monitor for Claude Code, OpenAI Codex, Cursor, Grok, OpenCode G 3 Claude Code, Codex, OpenCode 2 45 tok
oleg494/coding-kit Portable agent-brain kit: superpowers methodology, YAGNI minimalism, cross-chat SQLite FTS 3 Claude Code, Codex, OpenCode 2 635 tok
IoTAiTech/MC-GPT iotaitech.github.io MC-GPT: say the outcome in English or German. Task, Meeting and Multi-Coder for Claude, Co 3 Codex, OpenCode 1 601 tok
rhyme17/ai-study-workflow AI-assisted active recall workflow for university learning, final exam review, course PDFs 3 Claude Code, Codex, Gemini CLI, OpenCode 3 537 tok
thejdubb02/clique useclique.dev Your private clique of CLIs - folder-organised, CLI-agnostic coding sessions in a browser, 3 Claude Code 11 1,384 tok
MeroZemory/suno-multi-mcp Suno AI MCP server (multi-instance fork of sandraschi/suno-mcp) 3 Cursor 1 1,872 tok
The-40-Thieves/alexandria-mcp the40thieves.dev 152-source digital library MCP server. Natural-language search, full-text reading, and cit 3 Claude Code, Codex, OpenCode 12 222 tok
rmednitzer/relay-shell rmednitzer.github.io Model Context Protocol server for full shell and SSH fleet operation, with audit, tiered a 3 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,284 tok
sandraschi/steam-mcp MCP server for Valve's Steam — profile, library, stats, store, Workshop. 14 tools, React d 3 Claude Code, Codex, OpenCode 2 786 tok
VitexSoftware/mcp-server-abraflexi MCP server for AbraFlexi integration using FastMCP and python-abraflexi 3 Codex, OpenCode 1 1,132 tok
esneiderbravo/speclaw npmjs.com Where specs become law. One command turns any repo into a spec-driven, agent-ready project 3 Claude Code, Codex, OpenCode 2 3,377 tok
dathere/fbi-crime-data-mcp FBI Crime Data MCP Server 3 Claude Code 2 1,154 tok
YawLabs/electron-mcp yaw.sh Electron.js MCP server — IPC scaffolding, security auditing, build tooling, and developmen 3 Claude Code 1 1,893 tok
templetwo/sovereign-stack thetempleoftwo.com MCP server for AI memory, governance, and continuity across session-death. A self-verifyin 3 Claude Code 1 7,149 tok
jpantsjoha/pinescript-plugin jpantsjoha.com Pine Script v6 skills and MCP tooling for coding agents — backed by a real validator, not 3 Codex, Gemini CLI, OpenCode 2 627 tok
EventRegistry/newsapi-mcp npmjs.com NewsAPI.ai MCP Server: connects AI assistants to NewsAPI.ai, a news API developed and oper 3 Claude Code 1 1,304 tok
conorbronsdon/yt-analytics-mcp chainofthought.show Curated read-only YouTube Analytics MCP server — owner-side channel, video, and playlist a 3 Claude Code, Codex, OpenCode 2 824 tok
jclement/obsidian-mcp 3 Claude Code 2 1,607 tok
shayanline/msloop-mcp MCP server for Microsoft Loop. No app registration required, reuses your existing Loop web 3 Codex, OpenCode 1 1,341 tok
MaxWilk/poe2-build-mcp 3 Claude Code 1 2,098 tok
mgalbakri/claude-code-mastery agentcodeacademy.com Agent Code Academy — A free 12-week course from zero coding to AI coding mastery with Clau 3 Claude Code 14 1,029 tok
booleamu/deepseek-mcp-server MCP Server for DeepSeek API - Chat, Reasoner, FIM, File Analysis. Supports both official A 3 Claude Code 1 803 tok
abrahamADSK/maya-mcp MCP server for Autodesk Maya — scene control, modeling, animation, and I/O with RAG search 3 Claude Code 1 8,269 tok
hasindu-madushan/slim-atlas-ai A Model Context Protocol (MCP) server that provides extremely lightweight browser automati 3 Codex, OpenCode 1 3,889 tok
MaoBui2907/vnstock-mcp-server pypi.org An unofficial MCP (Model Context Protocol) server that provides tools to access Vietnam st 3 Cursor 1 —
NetzSicht/amazon_ads_mcp 3 Claude Code, Codex, OpenCode 2 4,739 tok
Nitjsefnie-Harness-Commons/daedalus Browser bridge for agents: drive a real Chrome instance over HTTP, MCP or CLI 3 Claude Code, Codex, OpenCode 3 6,082 tok
ArtiPyHeart/mcp-jumpserver-gui-sucks 3 Codex, OpenCode 1 1,475 tok
t-rhex/obsidian-mcp-server MCP server for Obsidian vaults — direct filesystem access with git sync, wikilinks, and fr 3 Claude Code, Codex, OpenCode 2 839 tok
GWLlosa/elite-dangerous-local-ai-tie-in-mcp Model Context Protocol server for Elite Dangerous integration with Claude Desktop and EDCo 3 Codex, Cursor, OpenCode 2 2,201 tok
kud/mcp-opencode kud.io 🔮 Query any model configured in opencode from Claude — zero API keys, auto-starts the ser 3 Claude Code 1 21 tok
cacaview/wsl-mcp An MCP (Model Context Protocol) terminal management server supporting persistent sessions 3 Claude Code 1 1,842 tok
nukkerman2000/live2d-mcp 3 Codex, OpenCode 1 157 tok
MikeCase/arcane-mcp arcanemcp.splaq.us MCP server for Docker management via the Arcane API 3 Claude Code, Codex, OpenCode 2 2,387 tok
matuspavliscak/agentovka MCP server for Czech datové schránky (ISDS). Lets AI agents read, archive and send message 3 Claude Code 2 —
tvolodi/penpot-mcp 3 Claude Code 1 777 tok
LBurny/pyspy-mcp pyspy-mcp is a Model Context Protocol (MCP) server that brings Python performance profilin 3 Codex, OpenCode 1 1,280 tok
oyekamal/mnemo-agent 🗄️ Mnemo — an AI assistant with a persistent, temporal knowledge-graph memory (Graphiti + 3 Claude Code 6 419 tok
yinbri/cineplex-mcp MCP server that lets Claude search Cineplex Canada showtimes and filter by seat quality (e 3 Claude Code 1 —
MALeitch/live-ketcher-mcp MCP server connecting AI assistants to a live Ketcher structure editor (open-source ChemDr 3 Codex, OpenCode 1 3,063 tok
erikvankempen/bukio-cli agentic.bukio.nl Agent-first double-entry bookkeeping for SMEs — 31 jurisdictions, Peppol BIS 3.0 ready, lo 3 Codex, OpenCode 1 25,056 tok
rookie136/bg-tasks-mcp MCP server for background task management in AI coding agents. Start, monitor, and stop de 3 Codex, OpenCode 1 410 tok
vintik100/bunbrowser Ultra-fast, zero-download Model Context Protocol (MCP) server for browser automation, powe 3 Codex, OpenCode 1 1,008 tok
arr-mcps/qbittorrent-mcp Model Context Protocol for qbittorrent/qBittorrent 3 Codex, OpenCode 1 1,464 tok
adsagents/adsagent-ai-skills adsagent.md AdsAgent hosted MCP for Meta, Google Ads & TikTok — public Chatgpt/Claude/Cursor/Grok skil 3 Codex, OpenCode 1 454 tok