How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
michael-denyer/memory-mcp Engram-inspired memory MCP server with hot cache and pattern mining 15 Claude Code 1 1,656 tok
thehesiod/psquare-mcp Parent 15 Claude Code, GitHub Copilot 2 8,756 tok
aryaminus/astro astro-api-a2rc.onrender.com Astrology MCP server & Agent Skill — birth charts, transits, synastry across Western, Vedi 15 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,589 tok
JerryLiu369/agent-web-search pypi.org Agent-native multi-provider web search for AI agents (Claude Code, Hermes, DeepSeek Harnes 15 Codex, OpenCode 1 207 tok
LinHao-city/StoryMind linhao-city.github.io 🎬 AI plans your shot list like a director, then generates the film. LLM storyboard planni 15 Claude Code, Codex, GitHub Copilot, OpenCode 81 271 tok
mtxr/claude-switch Switch Claude Code and Claude Desktop accounts without logging out. One command, per-direc 15 Claude Code 1 118 tok
etalab-ia/albert-code Bundle agentic coding souverain : OpenCode + agent-vm + Albert API + skills État + MCP 15 Claude Code, Codex, OpenCode 2 3,679 tok
agno-agi/agentos-docker docs.agno.com AgentOS: Serve agents over API, MCP, and chat interfaces like Slack 15 Claude Code, Codex, OpenCode 10 2,331 tok
LinkedInLearning/playwright-ai-automating-tests-with-mcp-copilot-and-chatgpt-7263000 This is a repo for the LinkedIn Learning course: Playwright and AI: Automating Tests with 15 Claude Code, GitHub Copilot 6 712 tok
shenjingnan/haimen Enter through this door, exit through that door. 15 Claude Code, Codex, OpenCode 7 2,038 tok
vityasyyy/template-skripsi-dike-ugm Template LaTeX untuk Proposal dan Skripsi DIKE UGM. Dilengkapi struktur sesuai pedoman UGM 15 Codex, OpenCode 1 1,892 tok
maliming/Lens lens.maliming.net Search, resume, and understand your AI coding sessions. 15 Claude Code 1 5,458 tok
fruggr/zendesk-mcp-server fruggr.io Bring Zendesk deep into your AI assistant: find answers and draft, update and translate He 15 Claude Code, Codex, OpenCode 11 4,537 tok
michalstrnadel/AgentBar Approve your AI coding agents' permission prompts from the menu bar or a Dynamic Island un 15 Claude Code 1 2,813 tok
tonydzi/sqlite-graph-memory Agent memory for Claude Code, Cursor, Codex: MCP server + Graph RAG over your Obsidian or 15 Codex, OpenCode 1 1,236 tok
jrgilbertson/the-rookery A cross-tool field guide to how I build with AI, with practical workflows and portable ski 15 Codex, OpenCode 1 410 tok
nfsarch33/pdf-mcp-server Local-first CLI + MCP server for everything PDF: form fill, OCR, redaction, signatures, ta 15 Codex, OpenCode 1 624 tok
mrmos/cosmos-mcp npmjs.com Unofficial MCP server for cosmos.so. Search, browse and build visual moodboards with Claud 15 Claude Code 1 770 tok
weileyao2005/cnki-deepsearch CNKI DeepSearch — CNKI deep search MCP tool. Intercepts CNKI's internal REST API to retrie 15 Claude Code 1 838 tok
nicohodt/claude-code-ui-ux-skill nicohodt.github.io The open-source Claude skill for UI/UX design. 84 UI styles, 192 color palettes, 74 font p 15 Claude Code 2 2,188 tok
deploymenttheory/windows-mcp-server A MCP server that bridges AI agents to the Windows desktop. UI Automation, synthetic mouse 15 Claude Code 1 8,429 tok
SolarLLM/human-proofreader-mcp human-proofreader-mcp.toy.x.upstage.ai An MCP server that proofreads Korean manuscripts as if edited by a human editor — Upstage 15 Claude Code, Codex, OpenCode 2 159 tok
Novadiem-Studio/bureau thebureau.dev Multi-agent engineering with cold review, artifact validation and resumable run state. 15 Claude Code, Codex, OpenCode 2 6,409 tok
kaelig/state-of-ai-in-design-systems state-of-ai-in-design-systems.netlify.app A field survey of how 20 open-source design systems make themselves AI-friendly: MCP serve 15 Claude Code, Codex, OpenCode 10 5,437 tok
tonydzi/second-brain-starter-kit A second brain for Claude Code and Codex that keeps receipts, following Karpathy's LLM Wik 15 Codex, OpenCode 1 1,103 tok
JTCHE/houdini-mcp Connect AI agents to SideFX Houdini, with full documentation and screenshot support. 15 Claude Code, Codex, OpenCode 2 502 tok
tao3k/xiuxian-artisan-workshop WIP-designed to bridge the gap between human intent and machine execution. 15 Claude Code, Codex, Gemini CLI, OpenCode 5 6,814 tok
stellar-experimental/stellar-raven raven.stellar.org Stellar MCP server for AI agents: one authenticated gateway to official docs, live ecosyst 15 Claude Code, Codex, OpenCode 10 2,536 tok
marek-burza/shrubbery 15 Claude Code, Codex, OpenCode 13 4 tok
brayandiazc/project-starter-template-es-ai Plantilla lista para IA para iniciar cualquier proyecto: base de documentación profesional 15 Claude Code, Codex, OpenCode 29 2,051 tok
totalhack/zillion-web Zillion Web: A Demo UI and Web API for Zillion 15 GitHub Copilot 1 103 tok
tae0y/python-project-template Project template for Claude Python Vibecoding workflow 15 Claude Code 3 —
cp-yu/md2word A skill for converting Markdown to Word under template constraints. Supports sorting and M 15 Claude Code, Codex 1 —
craigk5n/gtimer k5n.us GTimer is a GTK application for timing how you spend your time among various projects and 15 Claude Code, Codex, Gemini CLI, OpenCode 3 3,343 tok
shubhamakshit/pwdlv3 The ULTIMATE PWDL DOWNLOADER 15 Gemini CLI 1 1,392 tok
hltcoe/routir hltcoe.github.io Fast and simple server to host state-of-the-art retrieval models 15 Claude Code 1 4,146 tok
sidprasad/spytial Spytial: Lightweight Diagrams for Structured Python Data 15 GitHub Copilot 1 1,940 tok
prolific-oss/cli 🔬 A CLI for managing and automating workflows on the Prolific platform 15 Claude Code, Codex, GitHub Copilot, OpenCode 6 3,704 tok
vchelaru/FlatRedBall2 15 Claude Code 26 4,778 tok
ne0rrmatrix/EpubReader ne0rrmatrix.github.io 15 Claude Code, GitHub Copilot 4 2,970 tok
rajnandan1/ken rajnandan.com Thompson-mode systems discipline for AI agents. Think first, build bottom-up, brute force 15 Codex, GitHub Copilot, Kiro, OpenCode 3 2,350 tok
zsviczian/ea-script-template A template project for creating Obsidian ExcalidrawAutomate scripts 15 Claude Code, Codex, GitHub Copilot, OpenCode 3 117 tok
stevessr/bug-v3 microsoftedge.microsoft.com An emoji plugin with many bugs, mainly tested on Linux. It should work with most Discourse 15 Claude Code, Codex, OpenCode 38 6,081 tok
cockpit-dev/cockpit In-app runtime primitives for AI-driven development workflows. 15 Codex, Kiro 2 248 tok
iammrduncan/fxbot fxbot.sh AI assistants that do real work, built your way, on your own machine. Any model, hosted 15 Claude Code, Codex, OpenCode 6 2,500 tok
lacymorrow/paperclip-hub cliphub.fyi Plugin hub and marketplace for Paperclip — discover connectors, automations, and extension 15 Claude Code, Cursor 3 4,357 tok
abicheck/abicheck abicheck.github.io API/ABI checker: castxml-based header dumper + Python checker + LLVM/GCC support 14 Claude Code, Codex, GitHub Copilot, OpenCode 15 5,667 tok
sintaxasn/Fluence.Wpf fluencewpf.com Fluence.Wpf is a modern theming and control library based on WinUI 3, but for WPF on .NET 14 Claude Code, Codex, GitHub Copilot, OpenCode 12 2,958 tok
abrahao-dev/podium-app Infinite spatial canvas for terminal windows running AI coding agents. Wire agents togethe 14 Claude Code 1 1,249 tok
contextgo/contextgo 14 Claude Code, Codex, OpenCode 11 3,168 tok