How real projects configure their agents

22,109 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
thematters/matters-web matters.town Implementation of the Matters.Town website 86 Claude Code, Codex, OpenCode 2 893 tok
paleo/alignfirst Companion products for AI-assisted software work. 86 Claude Code, Codex, OpenCode 2 769 tok
andforce/Openclaude 86 Claude Code, Codex, OpenCode 2 3,910 tok
charliehzm/medharness Keep all LLM traffic for medical institutions secure: PHI never leaves the system · models 86 Claude Code, Codex, OpenCode 26 2,783 tok
CloudLLM-ai/mentisdb mentisdb.com Memory that lasts and compounds. MentisDB gives agents durable memory so they do not just 86 Codex, OpenCode 1 176 tok
stabgan/openrouter-mcp-multimodal npmjs.com MCP server for OpenRouter — chat with 300+ LLMs (Claude, Gemini, GPT), analyze images / au 86 Codex, OpenCode 1 793 tok
tkellogg/open-strix Why can't an AI agent harness ship systems thinking as a skill? 86 Codex, OpenCode 1 156 tok
hookdeck/webhook-skills Webhook integration skills for AI coding agents (Claude Code, Cursor, Copilot). Step-by-st 86 Codex, OpenCode 1 7,872 tok
NVIDIA/elements nvidia.github.io NVIDIA Design System and UI Agent Harness for AI/ML Factories, Robotics, and Autonomous Ve 86 Claude Code, Codex, OpenCode 31 3,069 tok
WayneJin0918/Omni-Rewriter waynejin0918.github.io Open agentic prompt-expansion harness for image and video generation, bridging polished de 86 Codex, Cursor, OpenCode 4 141 tok
nuyoah-ai-works/nuyoah-image-reverse-prompt Nanyuan image reverse-engineering Agent Skill: breaks reference images down into structura 86 Codex, OpenCode 1 681 tok
moonbitlang/openseek openseek-api.moonbitlang.cn DeepSeek-backed MoonBit coding agent. 86 Codex, OpenCode 1 877 tok
plasma-ai/wiki Indexed knowledge bases with command-line tools for agents. 86 Claude Code, Codex, OpenCode 2 4,453 tok
watt-mind/coach coachwatts.com Your open source AI coach and unified fitness dashboard. 86 Claude Code, Codex, Gemini CLI, OpenCode 19 3,616 tok
DheerG/swarms Achieve extraordinary results with claude code across a variety of tasks 85 Claude Code, Codex, OpenCode 3 4,409 tok
Dicklesworthstone/flywheel_connectors Mesh-native protocol and Rust connector library for secure AI agent integration with exter 85 Claude Code, Codex, OpenCode 2 11,320 tok
tekugo/zeichenwerk Go console user interface library based on tcell 85 Claude Code, Codex, OpenCode 4 7,156 tok
compozy/skeeper Version your spec artifacts — PRDs, tech specs, ADRs, AI plans — in a sidecar Git reposito 85 Claude Code, Codex, OpenCode 52 6,580 tok
autohandai/commander autohand.ai Commander, your AI coding commander centre for all you ai coding cli agents 85 Codex, OpenCode 1 2,227 tok
honeymux/honeymux hmx.dev All of your agents, shells, and TUIs in one durable terminal workspace 85 Claude Code, Codex, OpenCode 2 3,532 tok
avivsinai/agent-message-queue File-based message queue for local agent-to-agent communication (Maildir-style) 85 Claude Code, Codex, OpenCode 2 3,827 tok
hmldns/nautex nautex.ai MCP server for guiding Coding Agents via end-to-end requirements to implementation plan pi 85 Claude Code, Codex, OpenCode 2 691 tok
AIDotNet/MoYuCode 85 Claude Code, Codex, OpenCode 2 3,200 tok
mitkox/SkillOpt SkillOpt with local AI is a text-space optimizer that trains reusable natural-language ski 85 Codex, OpenCode 1 505 tok
Lambenthan/empiricalwiki AI knowledge base for empirical research in economics and management — a complete pipeline 85 Claude Code, Codex, OpenCode 31 4,874 tok
cesarandreslopez/sidekick-agent-hub cesarandreslopez.github.io See what your AI coding agent is doing. Multi-provider assistant & session monitor for VS 85 Claude Code, Codex, OpenCode 2 8,364 tok
Dicklesworthstone/coding_agent_usage_tracker Single CLI to monitor LLM provider usage across Codex, Claude, Gemini, Cursor, and Copilot 85 Codex, OpenCode 1 9,384 tok
branchbox/branchbox branchbox.dev Parallel, isolated dev environments for humans and AI coding agents. Real containers. Real 85 Claude Code, Codex, OpenCode 3 7,967 tok
zhaji2333/CkSKILLS An SRC vulnerability-hunting Agent skill system based on Claude Code / Codex — system-leve 85 Claude Code, Codex, OpenCode 22 6,861 tok
ArihantDeva/heimdall npmjs.com A lightweight CPU only memory approach with ranked retrieval. Simple, yet effective. 85 Codex, OpenCode 1 3,486 tok
keyline-icons/keyline-icons keylineicons.com Free MIT icons on one 24×24 grid, in stroke, duotone and fill. Built for shadcn/ui. 85 Codex, OpenCode 1 1,495 tok
Zfinix/aster withaster.dev An open-source agent harness for software work. 85 Codex, OpenCode 1 2,676 tok
quran/quran-mcp mcp.quran.ai 85 Claude Code, Codex, Gemini CLI, OpenCode 5 4,674 tok
mmacpherson/tenforty Python library to compute US federal taxes, and state taxes for some states. 85 Claude Code, Codex, OpenCode 5 2,688 tok
petergpt/codex-pet-limit-rings Usage-limit rings for Codex pets. 84 Codex, OpenCode 1 313 tok
yxhpy/comfy-prompt-studio AI image-generation web application — Ollama/Gemini prompt enhancement + ComfyUI workflows 84 Claude Code, Codex, OpenCode 2 4,837 tok
cl-ai-project/cl-mcp 84 Claude Code, Codex, OpenCode 5 1,925 tok
Asklear/Klear-Team-Brain Turn your team's AI coding sessions, GitHub code, and docs into one shared, searchable mem 84 Codex, OpenCode 1 226 tok
jmrplens/TFG-TFM_EPS jmrp.io Plantilla LaTeX para la elaboración de TFG y TFM en la Escuela Politécnica Superior de la 84 Claude Code, Codex, GitHub Copilot, OpenCode 3 11,314 tok
fitlab-ai/agent-infra Collaboration infrastructure for AI coding agents | Collaboration infrastructure for AI co 84 Claude Code, Codex, OpenCode 80 3,515 tok
lirantal/ls-mcp List MCP Server configurations in your system used by AI applications like Cursor, Claude 84 Codex, OpenCode 1 357 tok
nikhilvallishayee/universal-pattern-space patternspace.ai Pattern Space: Where Minds Dance Together 84 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,156 tok
vantage-sh/vantage-mcp-server vantage.sh MCP Server to fetch costs and usage data from your Vantage account. 84 Claude Code, Codex, OpenCode 3 1,411 tok
joelhooks/pi-tools 🔧 Power tools for pi — repo autopsy, tsgo LSP, codex background loops, session reader, an 84 Claude Code, Codex, OpenCode 2 388 tok
FlorianBruniaux/starmapper starmapper.bruniaux.com Paste a GitHub repo URL and see where your stargazers live on an interactive world map. Fr 84 Claude Code, Codex, OpenCode 54 5,023 tok
Dais-Project/Dais Your Desktop AI Staffs. 84 Codex, OpenCode 1 5,445 tok
shyftlabs/continuum docs.continuum.shyftlabs.io Continuum — the agent runtime by ShyftLabs. Build, orchestrate, ship. 84 Claude Code, Codex, OpenCode 13 6,521 tok
hoangsonww/AI-Agents-Orchestrator hoangsonww.github.io 🪈 Intelligent orchestration system that coordinates multiple AI coding assistants (Claude 84 Claude Code, Codex, OpenCode 19 1,736 tok
andrewstellman/quality-playbook The Quality Playbook is an open-source skill that turns AI coding agents into rigorous qua 84 Codex, OpenCode 1 9,416 tok
Humblytics/humblytics-marketing-skills Hosted MCP server and 12 marketing skills for Claude and Codex. Give your agent live web a 84 Codex, OpenCode 1 973 tok