How real projects configure their agents

32,566 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 agents8,593Claude Code6,906Git and workflow3,640Data and AI3,579Backend and APIs3,563Languages3,497Planning3,327Code review2,909Testing2,708DevOps and cloud2,500Writing and docs2,487Memory and context2,373Frontend2,320Research2,320Security2,182Project management1,993

All Claude Code32,566 Codex24,956 OpenCode23,878 GitHub Copilot3,727 Gemini CLI2,042 Cursor1,771 Windsurf203 Kiro118

Project Stars Configures Files Always loaded
gertsylvest/meta-team A curated library of AI agent definitions, orchestrators, skills, and rules — plus a boots 5 Claude Code 4 6,966 tok
dungnotnull/designer-toy-trend-analysis-agent-skill 🧸📈 Designer Toy & Collectible Market Trend Analysis Engine | Production-grade Claude Cod 5 Claude Code 1 1,535 tok
refactornator/nanoflash Personal Gemini assistant. Lightweight, forkable, customizable. 5 Claude Code 31 2,775 tok
ktsaou/ollama-templates Tools and documentation for creating proper, fully functional Ollama model templates. Addr 5 Claude Code 1 7,463 tok
Juanpacol/Nausica-NPL 5 Claude Code 2 3,143 tok
dungnotnull/game-creator-tool-performance-optimization-agent-skill 🛠️ Multi-agent AI framework for game engine & editor responsiveness. Analyzes UI thread b 5 Claude Code 1 1,264 tok
llv22/AutoResearchWithEyes aris-lite + aris + human feedback 5 Claude Code 1 1,627 tok
dungnotnull/aim-training-sensitivity-converter-agent-skill 🎯🖱️ FPS Aim Training & Cross-Game Mouse Sensitivity Converter Engine | Production-grade 5 Claude Code 1 1,421 tok
dungnotnull/community-esports-tournament-management-agent-skill 🏆🎮 Community Esports Tournament Scheduling & Operations Engine | Production-grade Claude 5 Claude Code 1 2,212 tok
dungnotnull/ai-music-prompt-theory-analyzer 🎹 AI Music Prompt & Music Theory Analyzer | Production-grade engine bridging functional m 5 Claude Code 1 690 tok
Sellitus/InstantCognition Windows/MacOS/Linux app to look up information and get back to what you were doing before 5 Claude Code 1 2,774 tok
dungnotnull/game-mod-balance-scaling-agent-skill 🎮⚖️ Mod Balance Engineering & Scaling Index Engine | Production-grade Claude Code skill & 5 Claude Code 1 1,260 tok
dungnotnull/rare-book-manuscript-conservation-agent-skill 📜🏛️ Rare Book & Manuscript Conservation Science Engine | Production-grade Claude Code ha 5 Claude Code 1 1,257 tok
robertn702/mcp-openweathermap MCP server for OpenWeatherMap API integration 5 Claude Code 1 629 tok
codingthefuturewithai/conduit Python-based service designed to provide a unified, consistent interface for AI tools and 5 Claude Code 14 713 tok
lpsgverrilla/lps-statusline Custom Claude Code statusline: model + effort level, native usage quota, git info, context 5 Claude Code 1 —
dungnotnull/ai-coastal-erosion-monitoring-agent-skill 🌊 Multi-agent AI framework for coastal shoreline risk prediction & storm damage modeling. 5 Claude Code 1 1,311 tok
The-Church-of-Code/church-of-code 5 Claude Code 1 1,184 tok
quequiere/graph-mem Persistent knowledge graph memory for AI coding agents — powered by Graphiti 5 Claude Code 1 2,842 tok
shacharbard/jmunch-claude-code-setup Enforcement system for Claude Code that orchestrates MCP servers to cut token usage by 85- 5 Claude Code 1 718 tok
koersliven/Lore Let tacit knowledge travel with code. The biggest bottleneck in AI coding tools today i 5 Claude Code 7 1,825 tok
dordor12/token-bay Educational distributed-systems design exercise: a BitTorrent-style P2P network for sharin 5 Claude Code 1 976 tok
dungnotnull/ocean-plastic-satellite-detection-agent-skill 🌊🛰️ Ocean Plastic Hyperspectral Satellite Detection & Recovery Routing Engine | Producti 5 Claude Code 1 1,341 tok
dungnotnull/biosafety-lab-risk-assessment-agent-skill ☣️🔬 Microbiology Laboratory Biosafety & Risk Assessment Engine | Production-grade Claude 5 Claude Code 1 1,497 tok
brazilofmux/gnucobol Dockerized GNUCOBOL (builder and runtimee) 5 Claude Code, Codex, OpenCode 2 2,116 tok
dungnotnull/used-cooking-oil-biodiesel-agent-skill 🛢️ Multi-agent AI framework for waste grease collection supply chains & renewable diesel 5 Claude Code 1 1,285 tok
jewbetcha/openscan 5 Claude Code 1 2,593 tok
dungnotnull/solar-adsorption-cooling-system-agent-skill ☀️ Production-grade multi-agent Claude Skill for solar adsorption cooling & refrigeration 5 Claude Code 1 1,280 tok
dungnotnull/iot-satellite-forest-fire-early-warning-agent-skill 🔥 Multi-agent AI framework for automated forest fire detection & disaster alert dispatch. 5 Claude Code 1 2,708 tok
dungnotnull/river-trash-boom-robot-design-agent-skill 🤖 Production-grade multi-agent Claude Skill for autonomous river trash-boom robotics & hy 5 Claude Code 1 1,274 tok
dungnotnull/Real-Estate-Title-Dispute-History-Due-Diligence-Advisor-agent-skill 🏠 Modular real estate due-diligence system backed by 30 research authorities. Features ch 5 Claude Code 1 997 tok
dungnotnull/survival-crafting-chain-optimization-agent-skill 🛠️⚡ Survival Game Crafting Chain & Resource Optimization Engine | Production-grade Claude 5 Claude Code 1 1,246 tok
dungnotnull/retro-emulator-config-optimization-agent-skill 🕹️⚡ Retro Emulator Configuration & Display Latency Optimization Engine | Production-grade 5 Claude Code 1 2,313 tok
dungnotnull/game-automation-irrigation-system-agent-skill 🌾💧 In-Game Farming Automation & Irrigation Layout Engine | Production-grade Claude Code 5 Claude Code 1 1,278 tok
dlapiduz/iaf Application Platform for Agentic Engineering 5 Claude Code 1 1,308 tok
septract/lean-c-semantics 5 Claude Code 1 4,367 tok
dungnotnull/Mycology-Mushroom-Cultivation-Advisor-agent-skill 🍄 Research-backed mushroom cultivation advisor covering saprophytic fungal biology, medic 5 Claude Code 1 698 tok
eimis1990/inzone 5 Claude Code 1 —
alexey-pkv/claude-companions Give claude more personality. Some would say... even to much... 5 Claude Code 1 505 tok
dungnotnull/greywater-recycling-constructed-wetland-agent-skill 🌾💧 Greywater Treatment & Constructed Wetland Design Engine | Production-grade ecological 5 Claude Code 1 1,355 tok
decocms/blocks blocks — deco's CMS framework: block runtime, Studio admin protocol, codegen CLI, and TanS 5 Claude Code, Codex 15 14,791 tok
cohemm/prism Multi-perspective AI team analysis for better decisions 5 Claude Code 4 1,139 tok
lynxbat/inbox-zero-claude Achieve inbox zero with Claude Code. An intelligent email triage workflow that learns your 5 Claude Code 2 459 tok
Firework-Labs/airtable-interface-extension-kit A starter kit for Airtable Custom Interface Extensions: SDK gotchas pre-documented, antd 5 5 Claude Code 1 1,163 tok
Davidsolli/desafio-final 5 Claude Code 2 1,755 tok
Emurgo/dapp-example An example of a dApp using the wallet connector 5 Claude Code 1 1,309 tok
qvapay/trondealer-woocommerce WooCommerce plugin para Trondealer 5 Claude Code 1 2,507 tok
angelod1as/portfolio angelodias.com.br Angelo Dias' portfolio 5 Claude Code 1 461 tok
calderbuild/ai-smooth-talker bvw1eq2hw657.trickle.host 🤖 AI-powered conversation assistant that helps you craft perfect responses with high emot 5 Claude Code 1 2,349 tok
gfrmin/life-agent Ask anything about your own life and get cited, hallucination-checked answers grounded in 5 Claude Code 1 1,482 tok