How real projects configure their agents

44,817 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
dirac-run/dirac Coding Agent singularly focused efficiency and context curation. Reduces API costs by 50-8 1,550 Codex, OpenCode 1 881 tok
buzz-language/buzz buzz-lang.dev 👨‍🚀 buzz, A small/lightweight statically typed scripting language 1,548 Codex, OpenCode 1 1,851 tok
kaansenol5/VibeOS A completely vibecoded operating system targeting Aarch64 1,542 Claude Code 1 4,883 tok
joewongjc/type4me A macOS voice input method with real-time recognition, LLM text optimization, and fully lo 1,541 Claude Code, Codex, OpenCode 2 6,397 tok
najmuzzaman-mohammad/gawkbot gawk.bot open source grok bot. gawk bots automate your menial work via AI models and build you micr 1,541 Claude Code, Codex, OpenCode 2 14 tok
GWUDCAP/cc-sessions an opinionated approach to productive development with Claude Code 1,539 Claude Code 1 3,761 tok
mattzh72/articraft Reference code for the articraft paper. 1,539 Claude Code, Codex, OpenCode 2 2,783 tok
mxsm/rocketmq-rust rocketmqrust.com 🚀 Apache RocketMQ built in Rust 🦀 — faster, safer, and more memory-efficient. Powering h 1,538 Claude Code, Codex, OpenCode 7 2,820 tok
Azure/data-api-builder aka.ms Data API builder provides modern REST, GraphQL endpoints and MCP tools to your Azure Datab 1,538 GitHub Copilot 1 2,070 tok
Mirascope/mirascope mirascope.com The LLM Anti-Framework 1,535 Codex, Cursor, OpenCode 2 852 tok
Open-Source-Legal/OpenContracts open-source-legal.github.io The open document intelligence platform for builders and hackers - DMS for the agentic wor 1,532 Claude Code 1 9,286 tok
lycorp-jp/sim-use Give your AI agent eyes and hands on iOS Simulator and Android emulator/devices. 1,532 Claude Code, Codex, OpenCode 6 2,899 tok
live-codes/livecodes livecodes.io A Code Playground That Just Works! 1,525 Claude Code, Codex, OpenCode 16 2,062 tok
duneanalytics/spellbook SQL views for Dune 1,523 Claude Code, Codex, OpenCode 9 2,328 tok
LakshmanTurlapati/Review-Gate youtube.com Review-Gate V2 is a powerful rule for the Cursor IDE that helps you get up to 5x more valu 1,523 Codex, OpenCode 1 176 tok
golemcloud/golem learn.golem.cloud Golem is a secure, reliable runtime for agents, tools, and artifacts, powered by lightweig 1,521 Claude Code, Codex, OpenCode 38 4,518 tok
mohitagw15856/pm-claude-skills mohitagw15856.github.io 1,310 professional Agent Skills for Claude, Claude Duet, ChatGPT, Gemini, Cursor & Codex: 1,520 Claude Code, Codex, OpenCode 2 976 tok
agentconnect-md/agentconnect agentconnect.md The open-source, multi-agent alternative to Claude Tag. @ any agent, wherever work happen 1,520 Claude Code, Codex, OpenCode 6 4,708 tok
huangserva/skill-prompt-generator An AI portrait Prompt generation system based on Claude Skill that intelligently combines 1,519 Claude Code 3 —
nduckmink/arkon Arkon: Enterprise AI Knowledge Hub & MCP Server. Self-hosted knowledge base for teams to m 1,519 Claude Code 2 1,626 tok
openclaw/crabbox crabbox.sh Crabbox: warm a box, sync the diff, run the suite. 1,518 Codex, OpenCode 1 1,916 tok
hashgraph-online/awesome-codex-plugins hol.org A curated list of awesome OpenAI Codex / ChatGPT plugins, skills, and resources. The #1 Co 1,517 Codex, OpenCode 1 576 tok
microsoft/ai-dev-gallery An open-source project for Windows developers to learn how to add AI with local models and 1,517 GitHub Copilot 7 4,941 tok
dvdsgl/claude-canvas Give Claude Code an external monitor 1,516 Claude Code 1 770 tok
daymade/claude-code-skills Professional Claude Code skills marketplace featuring production-ready skills for enhanced 1,516 Claude Code, Codex, OpenCode 2 17,144 tok
ZhangHanDong/harness-engineering-from-cc-to-ai-coding zhanghandong.github.io Harness Engineering From Claude Code source code to AI Coding 1,515 Claude Code 2 1,780 tok
umputun/ralphex ralphex.com Extended Ralph loop for autonomous AI-driven plan execution 1,510 Claude Code 1 14,738 tok
nvk/llm-wiki llm-wiki.net LLM-compiled knowledge bases for any AI agent. Parallel multi-agent research, thesis-drive 1,510 Claude Code, Codex, OpenCode 2 16,357 tok
edmund-io/edmunds-claude-code 1,509 Claude Code 25 —
hanxi/cups-web Turn a home USB printer into an always-accessible network printing service 1,509 Claude Code, Codex, OpenCode 3 14,878 tok
openonion/connectonion docs.connectonion.com CLI is all you need. The agent CLI harness. 1,507 Claude Code, Codex, OpenCode 2 11,358 tok
appleboy/CodeGPT A CLI written in Go language that writes git commit messages or do a code review brief for 1,504 Claude Code 1 1,261 tok
agent0ai/dox agent-zero.ai Self-documenting AGENTS.md 1,503 Codex, OpenCode 1 820 tok
NO6KIKO/gorest-2d-animation-spritesheet-generator Codex-assisted local 2D animation spritesheet generator and scene compositing workspace. 1,502 Codex, OpenCode 1 648 tok
lakekeeper/lakekeeper docs.lakekeeper.io Apache Iceberg REST Catalog in Rust — access control, credential vending and audit for eve 1,502 Claude Code, Codex, OpenCode 2 2,495 tok
zhitongblog/solomd solomd.app A markdown editor — and the bridge to your LLM. Local-first, MIT, ~15 MB. Bundled MCP serv 1,501 Claude Code 2 —
lgazo/drawio-mcp-server Draw.io Model Context Protocol (MCP) Server 1,500 Claude Code, Codex, OpenCode 3 2,875 tok
ziguishian/xhs-visual-director-skill An Agent Skill for planning Xiaohongshu image-and-text posts. It is not an ordinary copywr 1,500 Codex, OpenCode 1 833 tok
microsoft/waza microsoft.github.io CLI / Framework for Agent Skills - create, test, measure and improve skill quality and eff 1,500 Claude Code, Codex, GitHub Copilot, OpenCode 24 9,437 tok
agentlas-ai/Agentlas-OS agentlas.cloud Desktop AI agent that hires a specialist for each task, works in your real apps for weeks, 1,498 Claude Code, Codex, Gemini CLI, OpenCode 71 6,744 tok
chmod777john/swarm-ide agents.flex42.dev An IDE built for Agent Swarms, supporting Kimi-2.5, GLM-4.7, and more (compatible with mod 1,497 Claude Code, Codex 1 —
coder/agentapi HTTP API for Claude Code, Goose, Aider, Gemini, Amp, and Codex 1,496 Codex, OpenCode 1 812 tok
limecloud/lime limeai.run Full-stack AI agent for coding, files, terminals, tools, research, content, multimodal wor 1,493 Claude Code, Codex, OpenCode 2 3,577 tok
inkeep/agents docs.inkeep.com Create AI Agents in a No-Code Visual Builder or TypeScript SDK with full 2-way sync. For s 1,489 Claude Code, Codex, OpenCode 2 9,417 tok
alookai/alook alook.ai Multi-Agent Collaboration for Team and Friends 1,489 Claude Code, Codex, OpenCode 2 2,395 tok
ghostwright/phantom ghostwright.dev An AI co-worker with its own computer. Self-evolving, persistent memory, MCP server, secur 1,488 Claude Code 1 9,391 tok
oceanbase/powercontext powercontext.oceanbase.io Agent memory: long-term memory & agent memory handoff. Claude Code & Codex. 1,486 Codex, OpenCode 1 1,962 tok
NVIDIA/deepops Tools for building GPU clusters 1,485 Codex, OpenCode 1 2,070 tok
modelcontextprotocol/kotlin-sdk modelcontextprotocol.github.io The official Kotlin SDK for Model Context Protocol servers and clients. Maintained in coll 1,485 Claude Code, Codex, OpenCode 4 868 tok
preset-io/agor agor.live Multiplayer AI: Bring your team and agents together 1,484 Claude Code, Codex, OpenCode 3 1,580 tok