How real projects configure their agents

22,145 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
123yongming/Panda_Dive 22 Codex, OpenCode 1 1,250 tok
KarnaughK/AIPD AI-Powered Development — A documentation-structured workflow where agents drive software p 22 Claude Code, Codex, OpenCode 2 3,701 tok
RedberryProducts/synapse 22 Claude Code, Codex, OpenCode 3 5,050 tok
abhinavshrivastava950/Montara Montara is an AI-native, renderer-agnostic autonomous video production operating system th 22 Claude Code, Codex, OpenCode 70 4,089 tok
complexus-tech/fortyone fortyone.app The Open Source Agentic Project Management Platform 22 Codex, OpenCode 1 1,594 tok
mojomast/devussy Devussy — interview to DevPlan. Multi‑stage AI planning pipeline with live progress. Gener 22 Codex, OpenCode 1 1,834 tok
fdhhhdjd/Class-Production-AI-App 🏗️ Production-ready AI app structure — RAG pipeline, hybrid search, self-correcting agent 22 Claude Code, Codex, OpenCode 2 776 tok
MichaelSuen-thePointer/fixmath a 64bit fixed-point number 22 Codex, OpenCode 1 957 tok
grigio/docker-nixuser A lightweight Docker image providing a full Nix package manager environment for non-root u 22 Codex, OpenCode 1 1,391 tok
hanyuancheung/llm-skill A minimal three-layer SKILL system for LLM agents, inspired by Karpathy's LLM-Wiki idea 22 Claude Code, Codex, OpenCode 2 1,076 tok
tmchow/tmc-marketplace Claude Code and Codex plugins by Trevin Chow 22 Claude Code, Codex, OpenCode 6 2,114 tok
PaulRBerg/prb-effect Effect-ts monorepo with utilities for web3, next.js, and more 22 Claude Code, Codex, OpenCode 4 1,519 tok
1024XEngineer/CialloClaw CialloClaw is a desktop Agent product that runs persistently and serves as a desktop assis 22 Codex, OpenCode 1 2,282 tok
seflless/deepwiki deepwiki.sh DeepWiki for coding agents 22 Claude Code, Codex, OpenCode 2 564 tok
Railly/agent-brain railly.dev An agent-powered knowledge system built on Obsidian + Claude Code + Codex 22 Claude Code, Codex, OpenCode 32 1,630 tok
carlrannaberg/cclint Linter for Claude Code project files 22 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 18 4,110 tok
atman-33/openspec-for-copilot marketplace.visualstudio.com A VS Code extension that gives GitHub Copilot users a guided, spec-driven workflow using O 22 Claude Code, Codex, OpenCode 11 95 tok
jeffdc/gallformers gallformers.org The gallformers site 22 Claude Code, Codex, OpenCode 2 931 tok
nicelight/DevRails-26 Agentic memory based SDD dev workflow 22 Codex, OpenCode 1 2,914 tok
pxx-design/cabinet Translate a feeling you can't name into transferable moves an AI can build — a browser ins 22 Claude Code, Codex, OpenCode 2 241 tok
axot/OpenSuperMLX macOS app for real-time audio transcription powered by MLX on Apple Silicon 22 Claude Code, Codex, OpenCode 2 6,750 tok
bisq-network/bisq-mobile 22 Codex, OpenCode 1 457 tok
KaotoIO/forage kaotoio.github.io Opinionated bean factories for Apache Camel 22 Claude Code, Codex, OpenCode 2 3,079 tok
ubie-oss/dbt-data-privacy A dbt package to enhance data privacy 22 Claude Code, Codex, OpenCode 6 296 tok
Abil-Shrestha/tracer Issue tracker for coding agents 22 Codex, OpenCode 1 2,428 tok
FeiLiu36/AutoEoH Automated EoH 22 Claude Code, Codex, OpenCode 2 1,672 tok
mrFlick72/vauthenticator VAuthenticator OpenID Connect/OAuth2.1 Auth server 22 Claude Code, Codex, OpenCode 2 207 tok
eva-ics/tabularium Markdown-oriented document store with full-text search 22 Codex, OpenCode 1 1,098 tok
joelhooks/atproto-agent-network ⚡ AT Protocol concepts on Cloudflare primitives — decentralized agent identity, memory, an 22 Claude Code, Codex, OpenCode 11 3,740 tok
ertra/pm-brain-for-cursor AI for Product Managers 22 Claude Code, Codex, Cursor, OpenCode 18 1,590 tok
zbzailabs/Polyglow polyglow.zbz.ai Polyglow is a multilingual Astro theme for content-first blogs, editorial sites, and globa 22 Codex, OpenCode 1 2,285 tok
parnexcodes/synthetic-web-search-mcp A Model Context Protocol (MCP) server that exposes the Synthetic web search API as a tool 22 Claude Code, Codex, OpenCode 2 1,499 tok
runwayml/avatars-sdk-react avatars-playground-sooty.vercel.app React SDK for real-time AI avatar interactions with GWM-1 22 Codex, OpenCode 1 1,385 tok
crimson-knight/llamero A wrapper shard for llama.cpp that acts as a client to work directly with AI models throug 22 Claude Code, Codex, OpenCode 5 2,994 tok
stan-rym/liam-linkedin-ads-MCP liam-mcp.vercel.app Create LinkedIn ad campaigns by talking to Claude (MCP) or a CLI. 22 Codex, OpenCode 1 3,292 tok
fireostendere/mcp_diptrace MCP server and live XML bridge for DipTrace 22 Claude Code, Codex, OpenCode 12 2,513 tok
promobase/google-ads-mcp 22 Claude Code, Codex, OpenCode 2 644 tok
Azure/gpt-rag-mcp gpt-rag-mcp 22 Claude Code, Codex, GitHub Copilot, OpenCode 16 3,909 tok
T-Lab/OpenRFM 22 Claude Code, Codex, OpenCode 2 5,427 tok
benedict-armstrong/presio presio.xyz Present PDFs from your browser. Including speaker notes, mp4/YouTube/Vimeo support and mor 22 Codex, OpenCode 1 399 tok
rikardroitto/svensk_transkribering 22 Claude Code, Codex, OpenCode 2 1,868 tok
ykq007/mcp-nexus 22 Claude Code, Codex, OpenCode 2 187 tok
leonprou/openstation-legacy Task management system for coding AI agents. Pure convention — markdown specs + skills, ze 22 Claude Code, Codex, OpenCode 6 4,286 tok
emerzon/mtdata-mcp A MetaTrader 5 research toolkit with 90+ AI tools for forecasting, regime detection, patte 22 Codex, OpenCode 1 713 tok
izzoa/polyrouter polyrouter.app A self-hostable LLM router / gateway: OpenAI- and Anthropic-compatible, explicit-first rou 22 Claude Code, Codex, OpenCode 22 3,500 tok
MorpheusAIs/Morpheus-Lumerin-Node mor.org Enable interaction with distributed, decentralized LLMs on the Morpheus network through a 22 Codex, OpenCode 1 3,151 tok
tleyden/arty iOS realtime voice assistant w/ translation + connectors 22 Codex, OpenCode 1 336 tok
fpytloun/intaris Guardrails service for AI agents. Default-deny tool call evaluation with LLM safety analys 22 Codex, OpenCode 1 22,010 tok
kalpmodi/akira Autonomous offensive security agent. Plans engagements, runs recon, chains exploits, and w 22 Codex, OpenCode 1 575 tok
JSONbored/loopover loopover.ai The loop never sleeps — you finally can. Agents automate the entire development lifecycle 22 Claude Code, Codex, OpenCode 4 799 tok