How real projects configure their agents

43,547 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,116 Codex23,280 OpenCode22,053 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
testdouble/han Han: AI skills and agents for "Solo" product engineers and small teams 263 Claude Code 1 7,130 tok
zqiren/Orbital Context is yours. Agents are replaceable. Orbital — a project agent that turns your contex 263 Claude Code, Codex, OpenCode 2 7,793 tok
simion/termic termic.dev Open-source Conductor.build alternative. Runs the real claude/gemini/codex CLIs in real te 263 Claude Code, Codex, OpenCode 4 5,747 tok
blockcell-labs/blockcell blockcell.dev Blockcell is a self‑evolving agent 262 Claude Code 1 522 tok
michellzappa/headroom Local-first AI coding quotas and ship status, on your menu bar, iPhone, Watch and an ESP32 262 Claude Code, Codex, OpenCode 3 7,515 tok
cloudinary/pycloudinary cloudinary.com Upload, transform, optimize, and manage images and videos with Cloudinary from Python or D 262 Claude Code, Codex, OpenCode 2 1,331 tok
mariuz/flamerobin flamerobin.org FlameRobin is a database administration tool for Firebird RDBMS. Our goal is to build a to 262 Claude Code, Codex, GitHub Copilot 2 1,376 tok
danielmiessler/Ladder A system for autonomous creation and optimization. 262 Claude Code 1 424 tok
taichuy/1flowbase 1flowbase.taichuy.com 1flowbase: self-hosted AI gateway with protocol translation, dispatch, chat logs, built-in 262 Claude Code, Codex, Gemini CLI, OpenCode 10 1,558 tok
jidouqie/redbeacon bytestaff.jiomig.com RedBeacon | Open-source Skill and installation entry point: connects to local clients to a 262 Claude Code, Codex, OpenCode 13 1,311 tok
krzysztofdudek/ResearcherSkill One file. Your AI coding agent becomes a scientist. 30+ experiments while you sleep. 262 Claude Code 1 1,032 tok
futantan/agent-skills.md agent-skills.md Find awesome Agent Skills 262 Codex, OpenCode 1 583 tok
uisato/ableton-mcp-extended Ableton Live MCP (Model Context Protocol) server that allows control directly through AI a 262 Claude Code 1
Azure/kimojio-rs A thread-per-core Linux io_uring async runtime for Rust optimized for latency. 262 Claude Code, Codex, GitHub Copilot 2 225 tok
Finesssee/ProxyPilot Windows-native CLIProxyAPI fork with TUI, system tray, and multi-provider OAuth for AI cod 261 Claude Code, Codex, OpenCode 2 1,062 tok
ruby-grape/grape-swagger-rails Swagger UI as Rails Engine for grape-swagger gem. 261 Claude Code, GitHub Copilot 2 1,422 tok
channprj/kmsg channprj.github.io Unofficial KakaoTalk CLI and native MCP server for macOS — read, watch, and send messages 261 Claude Code, Codex, OpenCode 2 582 tok
69gg/Undefined QQ bot platform with cognitive memory architecture and multi-agent Skills, via OneBot V11. 261 Claude Code, Codex, OpenCode 2 5,487 tok
PatilShreyas/debroid Autonomous, headless Android debugger designed for AI coding agents. Inspect runtime memor 261 Codex, OpenCode 1 606 tok
shift-editor/shift shift.graphics A cross-platform font editor built in Rust and TypeScript 261 Claude Code, Codex, OpenCode 14 3,367 tok
Qiao-920/claude-desktop-cn Chinese Claude Desktop / Claude Code desktop client: Chinese interface, local Code workspa 260 Gemini CLI 1 644 tok
zhuzhaoyun/Molio molio.cn A local-first personal knowledge layer for AI agents. Build evolving knowledge spaces with 260 Claude Code 1 4,452 tok
vishakhasadhwani/devops-ai-playbook 260 Claude Code 1 64 tok
Mizoreww/awesome-claude-code-config Production-ready Claude Code configuration with self-improvement loop, multi-language rule 259 Claude Code 1 908 tok
quailyquaily/aqua mistermorph.com Aqua, a cli message tool for AI agents 259 Codex, OpenCode 1 567 tok
onesuper/tui-use tui-use lets agents interact with programs that expect a human at the keyboard — REPLs, de 259 Claude Code, Codex, OpenCode 6 218 tok
fredrikaverpil/dotfiles 259 Claude Code 2 1,928 tok
yunshenwuchuxun/latex-paper-skills A modular skill-based framework for writing, revising, and managing LaTeX academic papers 259 Codex 8
xuiltul/animaworks Organization-as-Code for autonomous AI agents. Brain-inspired memory that grows, consolida 259 Claude Code, Codex 3
aws-samples/sample-well-architected-skills-and-steering aws.amazon.com Reusable skills and steering that teach AI coding agents how to apply the AWS Well-Archite 259 GitHub Copilot 1 569 tok
SepineTam/mcp-for-stata aidea-labs.com A MCP server for integrating Stata into your agent loop with a safety-first design. 259 Claude Code 4 1,568 tok
hi0001234d/nexpath Local-first AI coding workflow for vibe coders, indie hackers, technical founders and prod 259 Claude Code 1 298 tok
walaj/svaba Structural variation and indel detection by local assembly 258 Claude Code 1 34,473 tok
axa-group/oauth2-mock-server npmjs.com A development and test oriented OAuth2 mock server 258 Codex, GitHub Copilot, OpenCode 2 2,265 tok
shihongDev/evalyn evalyn.dev Evalyn — a lightweight, local-first eval framework for your GenAI app 258 Claude Code 1 1,345 tok
EvilFreelancer/openapi-to-cli npmjs.com Turns any OpenAPI/Swagger API into an CLI with set of commands. One CLI command per endpoi 258 Claude Code, Codex, OpenCode 2 1,059 tok
livekit-examples/agent-starter-python docs.livekit.io A complete voice AI starter for LiveKit Agents with Python. 258 Claude Code, Codex, Gemini CLI, OpenCode 3 1,175 tok
Peiiii/nextclaw nextclaw.io A human-centered long-term AI partner—not a task-centered assistant. 258 Claude Code, Codex, OpenCode 39 3,039 tok
kayba-ai/recursive-improve kayba.ai 🪞 Make your agents recursively self-improve 258 Claude Code, Codex 3
autoclaw-cc/xiaohongshu-mcp-skills xiaohongshu-mcp skills 258 Claude Code 1 445 tok
h0x91b/dev-3.0 dev3.h0x91b.com Mission control for the One Person Studio — run a fleet of AI coding agents in parallel wi 258 Claude Code, Codex, OpenCode 8 12,315 tok
lingxi-agent/Lingxi 257 Claude Code 1 1,328 tok
mettamatt/code-reasoning A code reasoning MCP server, a fork of sequential-thinking 257 Claude Code, Codex, OpenCode 2 878 tok
sidorares/react-x11 sidorares.github.io React renderer with X11 as a target 257 Codex, OpenCode 1 24,802 tok
ant-design/ant-design-cli ant.design Ant Design on your command line. Query component knowledge, analyze project usage, and g 257 Claude Code, Codex, OpenCode 2 4,070 tok
ferro-labs/ai-gateway docs.ferrolabs.ai Unified AI Gateway for 30+ LLMs (OpenAI, Anthropic, Bedrock, Azure etc) with Caching, Guar 257 Claude Code, Codex, OpenCode 2 21,645 tok
exosyphon/nvim Neovim Configuration 257 Gemini CLI 1 124 tok
vinkius-labs/mcpfusion vinkius.com MCP Fusion - The TypeScript framework for secure MCP servers. 256 Claude Code 2
dososo/blcaptain-lingjian-video dososo.github.io Generate publish-grade Chinese short videos from one sentence: script, voiceover, visuals, 256 Claude Code, Codex, OpenCode 2 318 tok
mattrobinsonsre/terrapod Open-source Terraform Enterprise replacement 256 Codex, OpenCode 1 14,029 tok