How real projects configure their agents

32,436 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
microsoft/skills-for-fabric A collection of skills and MCP systems to enable users of CLI, VSCode, Claude to operate o 1,321 Claude Code, Codex, Cursor, Gemini CLI, OpenCode, Windsurf 5 12,304 tok
coleam00/claude-memory-compiler Give Claude Code a memory that evolves with your codebase. Hooks automatically capture ses 1,320 Claude Code, Codex, OpenCode 5 4,446 tok
datalayer/jupyter-mcp-server jupyter-mcp-server.datalayer.tech 🪐 🔧 Model Context Protocol (MCP) Server for Jupyter. 1,320 Claude Code, Codex, GitHub Copilot 2 2,265 tok
NVIDIA-NeMo/Gym docs.nvidia.com Evaluate and improve models and agents using environments 1,320 Claude Code, Codex, OpenCode 17 5,156 tok
fancyboi999/ai-engineering-from-scratch-zh aieng-zh.cn The most comprehensive learning path for Agent engineers · Master AI engineering from scra 1,317 Claude Code, Codex, OpenCode 18 2,739 tok
steipete/claude-code-mcp Claude Code as one-shot MCP server to have an agent in your agent. 1,315 Claude Code, GitHub Copilot 2 7 tok
Vincentqyw/image-matching-webui huggingface.co 🤗 image matching webui 1,314 Claude Code 3 2,033 tok
conorluddy/ios-simulator-skill conor.fyi An IOS Simulator Skill for Agents. Use it to optimise their ability to build, run and inte 1,312 Claude Code, Codex, OpenCode 2 2,915 tok
awdr74100/figwright Free, two-way Figma MCP server. Turn designs into framework-aware code, and push code back 1,312 Claude Code, Codex, OpenCode 6 6,155 tok
caliber-ai-org/ai-setup trycaliber.ai Continuously sync your AI setups with one command. Codebase tailor suited agent skills, MC 1,309 Claude Code, Codex, OpenCode 10 3,283 tok
Arize-ai/openinference arize-ai.github.io OpenTelemetry Instrumentation for AI Observability 1,307 Claude Code, Codex, OpenCode 12 1,067 tok
dohooo/helmor helmor.ai Open-source local workbench for multi-agent software development. 1,306 Claude Code, Codex, OpenCode 9 10,385 tok
d-kimuson/claude-code-viewer npmjs.com A full-featured web-based Claude Code client that provides complete interactive functional 1,306 Claude Code, Codex, OpenCode 11 3,171 tok
917Dhj/DeepPaperNote 917dhj.github.io DeepPaperNote is an agent skill for deep-reading a single paper and generating high-qualit 1,304 Claude Code, Codex, OpenCode 2 986 tok
huiliyi37/Tianshu-harness tianshuharness.com Tianshu (天枢) is a terminal programming Agent runtime based on harness engineering (Tui X G 1,304 Claude Code, Codex, OpenCode 2 7,224 tok
TanStack/cli tanstack.com The official TanStack CLI - Project Scaffolding, MCP Server, Agent Skills Installation, et 1,302 Claude Code, Codex, OpenCode 2 8 tok
ENTERPILOT/GoModel gomodel.enterpilot.io AI gateway / AI control plane / AI proxy written in Go. Unified OpenAI-compatible and Anth 1,302 Claude Code, Codex, OpenCode 2 1,167 tok
pashov/skills Pashov Audit Group Skills 1,302 Claude Code 1 116 tok
vipshop/cache-dit cache-dit.readthedocs.io A PyTorch-native inference engine with cache, parallelism, quantization and cpu offload fo 1,300 Claude Code 4 —
sentient-agi/EvoSkill EvoSkill — An open-source framework that automatically discovers and synthesizes reusable 1,285 Claude Code 2 —
AIPexStudio/AIPex claudechrome.com AIPex: AI browser automation assistant, no migration and privacy first. Alternative to Man 1,283 Claude Code, Codex, OpenCode 2 1,195 tok
Auriti-Labs/geo-optimizer-skill geoready.dev GEO Optimizer, the open-source engine behind GeoReady (geoready.dev): audit whether ChatGP 1,280 Claude Code, Codex, OpenCode 11 2,230 tok
kbwo/ccmanager Coding Agent Session Manager for Claude Code / Gemini CLI / Codex CLI / Cursor Agent / Cop 1,278 Claude Code, Codex, Kiro, OpenCode 15 5,122 tok
tomasz-tomczyk/crit crit.md Review AI coding agents' plans, diffs and running apps in the browser. Local-first, works 1,278 Claude Code, Codex, OpenCode 4 9,565 tok
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
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
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
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
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
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
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
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