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
handsome-rich/Awesome-Auto-Research-Tools A curated collection of automated research tools, covering literature search, paper readin 1,275 Claude Code 1 75 tok
dpearson2699/swift-ios-skills skills.sh Agent Skills for iOS 26+, Swift 6.3, SwiftUI, and modern Apple frameworks 1,275 Codex, OpenCode 1 2,604 tok
liliu-z/stashbase stashbase.ai An open-source, local-first writing workspace where you can write with Claude Code and Cod 1,273 Claude Code, Codex, OpenCode 2 3,038 tok
MiniMax-AI/OpenRoom openroom.ai A browser-based desktop where AI Agent operates every app through natural language. 1,272 Claude Code 3 1,801 tok
laude-institute/headlong headlong.ai An open source agent microharness featuring persistent agency and recursive LLMs. Of bash, 1,272 Claude Code, Codex, OpenCode 2 1,521 tok
AvdLee/Xcode-Build-Optimization-Agent-Skill rocketsim.app An Agent Skill helping you to optimize Xcode incremental and clean builds by running bench 1,270 Codex, GitHub Copilot, OpenCode 2 1,265 tok
scottlerch/HostsFileEditor hostsfileeditor.com Easily edit and manage the hosts file for Windows 1,267 Claude Code 1 4,073 tok
pnoker/iot-dc3 dc3.site IoT DC3 — Connect the Physical World to AI. An open-source Industrial IoT Runtime for Phys 1,267 Claude Code, Codex, OpenCode 2 2,326 tok
soniqo/speech-swift soniqo.audio AI speech toolkit for Apple Silicon — ASR, TTS, speech-to-speech, VAD, and diarization pow 1,265 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,191 tok
hoangnb24/repository-harness Turn any repo into an agent-ready workspace for Claude Code, Codex, Cursor, and other codi 1,264 Claude Code, Codex, OpenCode 7 298 tok
ongridio/ongrid ongrid.cloud An ops AI Agent that understands your infrastructure, finds the root cause, and fixes it — 1,264 Codex, OpenCode 1 3,230 tok
bobbylight/RSyntaxTextArea A syntax highlighting, code folding text editor for Java Swing applications. 1,261 Claude Code 1 —
raspibolt/raspibolt raspibolt.org RaspiBolt v3: Bitcoin & Lightning full node on a Raspberry Pi 1,259 Claude Code 1 2,837 tok
mrwadams/attackgen AttackGen is a cybersecurity incident response testing tool that leverages the power of la 1,257 Claude Code, Codex, OpenCode 2 5,851 tok
ferdinandobons/startup-skill startupskill.me AI agent skills for startup validation, competitive intelligence, and planning 1,257 Claude Code, Codex, OpenCode 2 4,686 tok
freshtechbro/claudedesignskills A comprehensive collection of Claude Code skills for modern web development, specializing 1,257 Claude Code 1 7,820 tok
starknet-io/starknet.js starknet-js.com JavaScript library for Starknet 1,256 Codex, OpenCode 1 2,400 tok
chunxiaoxx/nautilus-compass compass.nautilus.social Open memory & reliability layer for AI agents + independent judging/verification (NACRE ju 1,256 Claude Code, Codex, OpenCode 3 2,108 tok
daaain/claude-code-log daaain.github.io A Python CLI tool that converts Claude Code transcript JSONL files into readable HTML / Ma 1,255 Claude Code 6 1,407 tok
mozilla-ai/any-agent docs.mozilla.ai A single interface to use and evaluate different agent frameworks 1,255 Claude Code, Codex, OpenCode 2 2,165 tok
legeling/awesome-codex-pet codexpet.top A curated gallery of community-made Codex pets, with generated action previews and one-com 1,253 Codex, OpenCode 1 2,294 tok
modu-ai/moai-adk adk.mo.ai.kr Agentic development harness for Claude Code — SPEC-driven plan/run/sync, TRUST 5 quality g 1,252 Claude Code, Codex, OpenCode 22 5,225 tok
Aaronontheweb/dotnet-skills Claude Code skills and sub-agents for .NET Developers 1,250 Claude Code, Codex, OpenCode 2 1,294 tok
ColorlibHQ/email-templates colorlib.com Free HTML email templates for Mailchimp and other emails services 1,248 Claude Code 1 1,729 tok
reticlehq/reticle app.reticle.sh AI agents can generate code, but still struggle to understand what they build. Reticle bri 1,247 Claude Code, Codex, OpenCode 2 2,684 tok
Rizzo-AI-Academy/rizzo-pii rizzo-ai-academy.github.io Local-first privacy guard: anonymize your documents before sharing with LLMs. 1,246 Claude Code 1 6,047 tok
Ataraxy-Labs/opensessions ataraxy-labs.com tmux sidebar for coding agents — Amp, Claude Code, Codex, OpenCode. Per-thread markers, lo 1,237 Codex, OpenCode 1 1,801 tok
polterguy/magic hyperlambda.dev Instant SECURE Full Stack Apps and AI Agents 1,237 Codex, OpenCode 1 903 tok
frank890417/taiwan-md taiwan.md 🇹🇼 Let the whole world fully understand Taiwan | An open-source, AI-friendly knowledge b 1,237 Claude Code, Codex 47 4,924 tok
ArcadeData/arcadedb arcadedb.com ArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin, HTTP/JSON, Mon 1,237 Claude Code 3 4,055 tok
mem9-ai/mem9 Unlimited memory for OpenClaw 1,235 Claude Code, Codex, OpenCode 2 3,039 tok
NomaDamas/slides-grab nomadamas.github.io Best harness + editor + linter for generating slides in Claude Code / Codex - Claude Desig 1,233 Codex, OpenCode 1 1,543 tok
modelcontextprotocol/quickstart-resources A repository of servers and clients from the Model Context Protocol tutorials 1,233 Codex, OpenCode 1 816 tok
EvolvingLMMs-Lab/LLaVA-OneVision-2 evolvinglmms-lab.github.io Fully Open Framework for Democratized Multimodal Training 1,232 OpenCode 8 —
metoro-io/mcp-golang mcpgolang.com Write Model Context Protocol servers in few lines of go code. Docs at https://mcpgolang.co 1,230 Cursor 1 57 tok
grafbase/grafbase the-guild.dev [Acquired by The Guild] The Grafbase GraphQL Federation Gateway 1,226 Claude Code 2 4 tok
GoogleChrome/modern-web-guidance-src goo.gle 1,226 Claude Code, Codex, OpenCode 14 487 tok
adamlyttleapps/claude-skill-app-onboarding-questionnaire A Claude Code skill that designs and builds high-converting questionnaire-style app onboa 1,225 Claude Code 1 730 tok
ysr666/dsh-vision-router Eyes for text-only DeepSeek Harness agents: built-in free vision chain (no key) + pixel-le 1,225 Claude Code, Codex, GitHub Copilot 3 371 tok
hanliang97/MatrixMedia hanliang97.github.io A video matrix tool built with Vue, Electron, and Puppeteer for batch publishing videos to 1,224 Claude Code, Codex, OpenCode 2 4,054 tok
Chorus-AIDLC/Chorus chorus-ai.dev The Agent Harness for AI-Human Collaboration, inspired by the AI-DLC (AI-Driven Developmen 1,223 Claude Code, Kiro 16 13,178 tok
Azure/azure-mcp aka.ms The Azure MCP Server, bringing the power of Azure to your agents. 1,223 GitHub Copilot 1 246 tok
dartsim/dart dart.readthedocs.io DART: Dynamic Animation and Robotics Toolkit 1,223 Claude Code, Codex, OpenCode 3 1,799 tok
xyTom/coding-tools-mcp coding-tools-mcp.github.io Give any AI agent the ability to code 1,222 Codex, OpenCode 1 329 tok
NVIDIA-NeMo/labs-molt A scalable, agentic-first, and HuggingFace-native RL framework for research (9k lines). 1,218 Claude Code, Codex, OpenCode 6 458 tok
mongodb/js-bson BSON Parser for node and browser 1,216 Claude Code, Codex, OpenCode 2 1,402 tok
mikiarlo3/ai-copywriter An AI copywriter that uses real copywriting skills + real marketing knowledge with human t 1,216 Claude Code, Codex, OpenCode 1 703 tok
asheshgoplani/agent-deck discord.gg Terminal session manager for AI coding agents. One TUI for Claude, Gemini, OpenCode, Codex 1,215 Claude Code, Codex, OpenCode 2 2,878 tok
strands-agents/agent-sop aws.amazon.com Natural language workflows that enable AI agents to perform complex, multi-step tasks with 1,214 Codex, OpenCode 1 2,087 tok
heymrun/heym heym.run Build agentic systems. Run them with confidence. Orchestrate agents, automate business pro 1,213 Claude Code, Codex, Cursor, OpenCode 3 7,407 tok