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
copperheadhq/copperhead copperhead.sh Hardware as fast as software. 683 Claude Code, Codex, OpenCode 16 2,410 tok
stlab/stlab stlab.cc ASL libraries will be migrated here in the stlab namespace, new libraries will be created 682 Claude Code, GitHub Copilot 2 4,052 tok
modiqo/skillspec skillspec.sh SkillSpec makes agent skills followable, testable, and provable with Doctor risk reports, 679 Claude Code 6 —
lablup/backend.ai backend.ai Backend.AI is a streamlined, container-based computing cluster platform that hosts popular 679 Claude Code, Codex, OpenCode 18 2,675 tok
typedef-ai/fenic fenic.ai Semantic DataFrames for humans and agents 679 Claude Code, Codex, OpenCode 6 1,834 tok
bryanyzhu/agentic-ai-system-course Use agent to learn agent - A skeleton course on how to design, build, and operate producti 679 Claude Code, Codex, OpenCode 3 7,760 tok
rusiaaman/wcgw Shell and coding agent on mcp clients 678 Claude Code 1 451 tok
dereknguyen269/programing-best-practices dereknguyen269.github.io Awesome Programming Best Practices for Beginners 678 Claude Code, Codex, Kiro, OpenCode 3 935 tok
vz-risk/VCDB VERIS Community Database 677 Claude Code 2 1,089 tok
AgriciDaniel/claude-youtube agricidaniel.com Claude Code skill for YouTube creators — channel audits, video SEO, retention scripts, thu 677 Claude Code 1 599 tok
JuliusBrussee/cavemem caveman.so Frozen — cross-agent persistent memory for coding assistants. Still works; the compressed- 676 Claude Code 1 1,990 tok
ktnyt/cclsp npmjs.com Claude Code LSP: enhance your Claude Code experience with non-IDE dependent LSP integratio 676 Claude Code 8 1,391 tok
crawlseo/crawlseo crawlseo.cloud Open-source SEO monitoring. GSC + Site Crawler + Core Web Vitals in one dashboard. 676 Claude Code, Codex, OpenCode 2 690 tok
microsoft/copilot-camp Hands-on labs for extending Microsoft 365 Copilot and building custom engine agents 676 Claude Code, Codex, GitHub Copilot 2 649 tok
nubenetes/awesome-kubernetes nubenetes.com A curated list of awesome references collected since 2018. 675 Claude Code, Gemini CLI 3 13,791 tok
allenai/vla-evaluation-harness allenai.github.io One framework to evaluate any VLA model on any robot simulation benchmark. 675 Claude Code, Codex, OpenCode 2 1,320 tok
Wangnov/Codex-App-Manager codexapp.agentsmirror.com Cross-platform installer, incremental updater, and clean uninstaller for the official Code 675 Claude Code 1 1,249 tok
genomoncology/biomcp biomcp.org BioMCP: Biomedical Model Context Protocol 674 Claude Code, Codex, OpenCode 2 2,117 tok
PaulDuvall/ai-development-patterns paulduvall.github.io A comprehensive collection of AI development patterns for building software with AI assist 673 Claude Code, Codex, OpenCode 2 2,112 tok
mario-andreschak/FLUJO try.flujo.com.co Multi-Agent + Automation Harness: Graph-based Workflows, MCP, Self-Improving Agents. NextJ 673 Claude Code, Codex, OpenCode 2 413 tok
ViewComfy/ViewComfy viewcomfy.com ViewComfy is a open source tool to help you create beautiful web apps from ComfyUI 673 Claude Code, Codex, OpenCode 4 1,875 tok
Bessouat40/RAGLight raglight.mintlify.app RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy 672 Claude Code, Codex, OpenCode 2 1,305 tok
cloudinary/cloudinary_npm cloudinary.com Upload, transform, optimize, and manage images and videos with Cloudinary from Node.js. 672 Claude Code, Codex, OpenCode 2 771 tok
ThibautBaissac/rails_ai_agents thibautbaissac.github.io Specialized AI skills, agents, rules and hooks for modern Rails AI driven-development + Sp 672 Claude Code, Codex, GitHub Copilot, OpenCode 9 1,076 tok
leonardomso/rust-skills A collection of 265 rules across 26 categories that AI coding agents can use to write id 672 Claude Code, Codex, OpenCode 2 6 tok
Quantweb3-com/NexusTrader nexustrader.quantweb3.ai NexusTrader is a professional-grade open-source quantitative trading platform designed by 671 Claude Code 1 1,552 tok
AmineDjeghri/personal-os-setup personal-os-setup.aminedjeghri.com An app and guide to easily configure Windows, Linux, MacOS, Google TV, Stremio, Home Assis 671 Claude Code, Codex, OpenCode 11 4,104 tok
Comfy-Org/Comfy-Desktop The desktop app for ComfyUI 671 Claude Code, Codex, OpenCode 3 568 tok
callstackincubator/rozenite rozenite.dev Plug-and-play panels for React Native DevTools. Install, enable, and start debugging in mi 671 Claude Code, Codex, OpenCode 2 490 tok
yashmulgaonkar/FlightScnr_Pi Desktop flight and marine radar: a real-time aircraft and marine vessel tracker powered by 670 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,011 tok
Scottcjn/Rustchain rustchain.org Sybil-resistant AI agent network with hardware-attested identity. Proof-of-Antiquity block 669 Claude Code 1 —
innocommerce/innoshop innoshop.com InnoShop is an AI-powered open source e-commerce system built on Laravel 13. It supports m 669 Claude Code 1 3,376 tok
wangxijie001/yoji An AI desktop companion with emotions — privacy-first, voice wake, office assistance, and 668 Claude Code 1 4,956 tok
sparklabx/drawio-ai-kit Teach your AI to draw correct, beautiful draw.io diagrams — declarative layout engine, gro 668 Claude Code, Codex, OpenCode 2 1,227 tok
canboat/canboat CAN Boat provides NMEA 2000 and NMEA 0183 utilities. It contains a NMEA 2000 PGN decoder a 666 Claude Code, Codex, OpenCode 2 10,112 tok
universal-tool-calling-protocol/python-utcp utcp.io Official python implementation of UTCP. UTCP is an open standard that lets AI agents call 665 Claude Code 1 871 tok
Doryoku1223/lunwen-skill One-click thesis first-draft Skill for undergraduate computer science students, supporting 664 Claude Code 2 —
transferwise/pipelinewise transferwise.github.io Data Pipeline Framework using the singer.io spec 663 Claude Code, Codex, OpenCode 2 1,710 tok
neondatabase/mcp-server-neon mcp-server-neon-jet.vercel.app MCP server for interacting with Neon Management API and databases 663 Claude Code, Codex, OpenCode 3 7,019 tok
epam/ai-dial-core dialx.ai The main component of AI DIAL, which provides unified API to different chat completion and 662 Claude Code 18 1,723 tok
uphy/obsidian-reminder uphy.github.io Reminder plugin for Obsidian 662 Claude Code 4 2,658 tok
PKU-YuanGroup/OpenAI4S arxiv.org A Claude Science replica using the 9.9-yuan Doubao API 662 Claude Code, Codex, OpenCode 2 8,229 tok
ognjengt/founder-skills Claude skills for founders 662 Claude Code 1 1,467 tok
joaoh82/rustunnel rustunnel.com Self-hosted, secure tunnel server in Rust. Expose local HTTP/HTTPS/TCP/UDP services to the 661 Claude Code, Codex, OpenCode 2 4,372 tok
Canner/wren-engine This repository has been merged into Canner/WrenAI under the core/ directory 661 Claude Code, Codex, OpenCode 2 145 tok
truffle-ai/dexto dexto.ai Agent harness and tookit for building AI agents and agentic applications. CLI and SDKs inc 659 Claude Code, Codex, Gemini CLI, OpenCode 18 3,692 tok
samvallad33/vestige Think before doing, prove before saving. Vestige is the local-first cognitive operating sy 658 Claude Code, Codex, OpenCode 2 2,516 tok
membrane/api-gateway membrane-api.io API Gateway bridging modern and legacy APIs with WSDL-to-OpenAPI, SOAP-to-REST, XML, OAuth 657 Claude Code 12 2,275 tok
lynote-ai/ai-text-detector lynote.ai A cautious, explainable AI text detector for local workflows and coding agents. Need produ 657 Claude Code, Codex, OpenCode 2 212 tok
qhkm/zeptoclaw zeptoclaw.com Fast, small, secure, local-first personal AI assistant infrastructure: one Rust binary for 654 Claude Code, Codex, OpenCode 3 7,106 tok