How real projects configure their agents

32,006 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
geehexx/hitl-mcp-cli A HITL (Human-In-The-Loop) MCP server that runs on CLI. 5 Claude Code 1
sanshanjianke/scicompute-mcp MCP server for scientific computing with Mathematica, SageMath, Octave, R, and Python..... 5 Claude Code 1 246 tok
Eyalbenba/skills-arena Benchmark and optimize AI agent skill descriptions - the SEO for agent skills 5 Claude Code 1 1,322 tok
AryanMotiani/SkilledAgent A plug-in workspace of various development skills that turns AI coding agents into structu 5 Claude Code, Codex 44
dungnotnull/household-geothermal-heating-agent-skill ♨️🏡 Household Geothermal Heating System Design & Operation Engine | Bulletproof Claude Co 5 Claude Code 1 1,255 tok
dungnotnull/pro-gamer-eye-hand-training-agent-skill 🎯👁️ Pro-Gamer Sensorimotor & Eye-Hand Training Engine | Production-grade Claude Code ski 5 Claude Code 1 1,271 tok
dungnotnull/handmade-paper-agro-waste-agent-skill 🌾 Production-grade multi-agent Claude Skill for handmade paper production from agricultur 5 Claude Code 1 1,265 tok
danielgap/openclaw-planitor Sistema de creación de planes de negocio para OpenClaw — Agentes, skills, pipeline y frame 5 Claude Code, Codex, OpenCode 2 593 tok
mrlarson2007/copilot-tdd-harness A GitHub Copilot TDD harness that enforces RED→GREEN→COMMIT→REFACTOR workflow using native 5 Claude Code, GitHub Copilot 14 385 tok
dungnotnull/base-building-trap-defense-design-agent-skill 🏰💣 Base-Building Trap & Defense System Design Engine | Production-grade Claude Code skil 5 Claude Code 1 1,910 tok
dungnotnull/game-ui-mobile-friendly-design-agent-skill 📱 Production-grade multi-agent Claude Skill for mobile game UI/UX & touch interaction des 5 Claude Code 1 1,304 tok
dungnotnull/esports-fairness-scoring-agent-skill 🏆🛡️ Esports Tournament Fairness & Integrity Scoring Engine | Production-grade Claude Cod 5 Claude Code 1 1,664 tok
dungnotnull/game-install-size-optimization-agent-skill 📦 Production-grade multi-agent Claude Skill for game install-size & asset pipeline optimi 5 Claude Code 1 1,256 tok
dungnotnull/game-highlight-video-compression-agent-skill 🎬 Production-grade multi-agent Claude Skill for game highlight video compression & encodi 5 Claude Code 1 1,604 tok
dungnotnull/smart-city-ewaste-recycling-agent-skill ♻️🏙️ Smart City E-Waste Management & Recycling Engine | Production-grade Claude Code skil 5 Claude Code 1 1,268 tok
dungnotnull/daily-quest-retention-system-agent-skill 🎯 Production-grade multi-agent Claude Skill for live-ops game retention & daily quest des 5 Claude Code 1 1,667 tok
aldianriski/lean-flow Lean agentic dev loop for Claude Code: prime → lean-doc → orchestrate → repeat. Eleven sta 5 Claude Code, Codex, OpenCode 2 155 tok
dungnotnull/ar-vr-graphics-hardware-tuning-agent-skill 🥽🎮 XR Graphics & Hardware Performance Tuning Engine | Production-grade Claude Code skill 5 Claude Code 1 1,295 tok
dungnotnull/streamer-spatial-audio-config-agent-skill 🎙️🔊 Streamer Spatial Audio & Speaker Calibration System | Production-grade open-source C 5 Claude Code 1 1,791 tok
dungnotnull/home-iot-infosec-risk-agent-skill 🛡️ Production-grade multi-agent Claude Skill for home IoT cybersecurity & risk assessment 5 Claude Code 1 1,271 tok
pillaiharish/opencode-ollama-steroids OpenCode + Ollama multi-agent workflow with builder/reviewer agents, headless runs, skills 5 Claude Code, Codex, OpenCode 8 1,732 tok
jlong/quiddity A set of Agent skills for establishing a continuous workflow loop for product dev 5 Claude Code 1 335 tok
dungnotnull/mangrove-forest-ai-conservation-agent-skill 🌊🌿 AI Mangrove Forest Monitoring & Conservation Engine | Production-grade Claude Code sk 5 Claude Code 1 1,284 tok
drewdrewthis/orchardist orchardist — a command center for git worktrees, PRs, and tmux + Claude Code sessions acro 5 Claude Code 3 2,674 tok
dungnotnull/fighting-game-combo-optimizer-agent-skill 🥊⚡ Fighting Game Combo & Frame-Data Optimization Engine | Production-grade Claude Code sk 5 Claude Code 1 1,259 tok
dungnotnull/game-server-stability-optimization-agent-skill 🖥️ Production-grade multi-agent Claude Skill for dedicated game server stability & perfor 5 Claude Code 1 1,266 tok
dungnotnull/indie-artist-brand-development-agent-skill 🎨🎵 Indie Artist Brand Development & Creative Marketing Engine | Production-grade Claude 5 Claude Code 1 2,084 tok
oksr/wdist What did I ship today? Claude Code plugin for shareable daily recaps of your sessions 5 Claude Code 1 1,565 tok
Nardjo/shipcraft Plugin Claude Code avec agents spécialisés et workflows automatisés pour un développement 5 Claude Code 1 1,112 tok
dungnotnull/portable-emergency-water-filter-agent-skill 💧 Production-grade multi-agent Claude Skill for portable emergency water treatment engine 5 Claude Code 1 1,747 tok
dungnotnull/Military-Strategy-Advisor-agent-skill ⚔️ Production-grade multi-agent Claude Skill for military strategy & tactics analysis. Syn 5 Claude Code 1 1,803 tok
dungnotnull/fog-water-harvester-design-agent-skill 🌫️ Production-grade multi-agent Claude Skill for fog-water harvester design in arid highl 5 Claude Code 1 1,202 tok
Rikinshah787/clawarmy clawarmy.vercel.app ClawArmy is an elite "Mission Control" platform for designing, deploying, and synchronizin 5 Claude Code, Cursor 19
dungnotnull/solar-thermal-crop-dryer-agent-skill 🌾 Production-grade multi-agent Claude Skill for solar-thermal & heat-pump hybrid crop dry 5 Claude Code 1 2,181 tok
Spine-AI/medley Medley — Claude Code / Codex plugin for mission orchestration (task-DAG execution across p 5 Claude Code 1 5,224 tok
nathanimphilipos/synergos-grc Agentic GRC assessment automation for GovRAMP, FedRAMP, and 15+ compliance frameworks — po 5 Claude Code 1 640 tok
ivanovzlatan2/data-arsenal-v1 AI-powered GA4 analyst - Claude Code plugin with what-changed reports, health checks, and 5 Claude Code 1 2,221 tok
dungnotnull/industrial-waste-heat-recovery-agent-skill 🏭 Production-grade multi-agent Claude Skill for industrial waste-heat recovery & energy e 5 Claude Code 1 1,281 tok
dungnotnull/sludge-to-organic-fertilizer-agent-skill 💩 Production-grade multi-agent Claude Skill for sewage sludge-to-organic fertilizer optim 5 Claude Code 1 1,307 tok
dungnotnull/red-tide-algal-bloom-monitoring-agent-skill 🌊 Production-grade multi-agent Claude Skill for Harmful Algal Bloom (HAB) & Red Tide earl 5 Claude Code 1 1,357 tok
dungnotnull/organic-honey-forest-beekeeping-agent-skill 🐝 Production-grade multi-agent Claude Skill for organic forest beekeeping & pollinator ec 5 Claude Code 1 1,591 tok
navam-io/marketer Marketer is a multi-agent reference implementation for online marketing workflows. It is b 5 Claude Code 13 2,832 tok
dungnotnull/lead-free-heat-resistant-ceramics-agent-skill 🏺 Production-grade multi-agent Claude Skill for lead-free, heat-resistant ceramic glaze & 5 Claude Code 1 1,303 tok
cskwork/pptx-to-html-updated cskwork.github.io Convert PowerPoint .pptx into faithful HTML bundles - live Chart.js charts, SVG shapes, em 5 Claude Code 1 2,722 tok
huangyrcn/web-kit AI agent skill (search + page-read + download) with a self-hosted single-container backend 5 Claude Code 1 1,085 tok
kallolchakraborty/ABAP-guardian Enterprise-grade SAP ABAP code review skill & AI agent guardrails enforcing Clean ABAP, AT 5 Claude Code, Codex 1
casterkay/gurutalks Distill the thoughts of modern and ancient masters into intelligent-agent memory bases and 5 Claude Code, Codex, OpenCode 2 6 tok
FriendsHL/skillforge Open-source production-grade Java Agent Harness: Agent Loop, Tool/Skill/MCP, context and M 5 Claude Code, Codex, OpenCode 21 3,849 tok
starside-io/ghostwriter An open source agent skill that makes generated text read as human-written. Works in Claud 5 Claude Code 1
lacolaco/claude-plugins 5 Claude Code 1 1,053 tok