How real projects configure their agents

23,157 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
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
rios0rios0/pipelines Production‑ready SDLC pipelines for every language, every stage, and every DevOps ecosyste 22 Claude Code, Codex, GitHub Copilot 3 33,828 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
bo-cao/breaking-coding-chaos A human-in-the-loop control plane for reliable agentic coding—plan, challenge, implement, 22 Codex, OpenCode 1
jeonghwanko/mimi-seed-sdk mimi-seed.pryzm.gg An indie developer app launch automation console connected to Claude Code via MCP — CLI + 22 Claude Code, Codex, OpenCode 2 3,130 tok
DarrenBenson/sdlc-studio Claude Code skill for managing the full software development lifecycle 22 Claude Code, Codex, OpenCode 2 4,682 tok
rarce/git-wiki Claude Code skill implementing Karpathy's LLM-wiki pattern on a personal GitHub repo, with 22 Claude Code, Codex, OpenCode 2 1,838 tok
martysama0134/m2ui-skill AI coding skill for generating and modifying Metin2 client UI code from screenshots, descr 22 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 3,656 tok
chengzuopeng/ccgauge ccgauge.linkdiary.cn Claude Code & Codex Dashboard — local web UI for Cluade & Codex token usage and cost. npx 22 Claude Code, Codex, OpenCode 2 6,350 tok
hyhmrright/logic-lens Logic-first AI code review via semi-formal execution tracing (Premises → Trace → Divergenc 22 Claude Code, Codex, Gemini CLI, OpenCode 5 3,431 tok
Visualizeit/illustrator mp.weixin.qq.com A browserless Agent Skill that creates polished visuals locally—no image-generation model 22 Codex, OpenCode 1 1,110 tok
zenitheditor/zenith x.com A design document format built for the age of AI agents. Zenith is a plain-text format an 22 Claude Code, Codex, OpenCode 2 1,542 tok
datit309/supergraph datit309.github.io Engineering workflow system for AI coding agents — mandatory planning, TDD, verification, 22 Codex, OpenCode 1 1,744 tok
cometkim/cc-monitor-worker Claude Code monitoring with Cloudflare Workers & Workers Analytics Engine 22 Codex, OpenCode 1 393 tok
eweisbrod/example-project eweisbrod.github.io Template for an Accounting or Finance Research Project 22 Claude Code, Codex, OpenCode 2 1,058 tok
simple-agent-lab/AutoTrainess simpleagentlab.com Repo for "AutoTrainess: Teaching Language Models to Improve Language Models Autonomously" 22 Codex, OpenCode 1 1,265 tok
navels/neal A plan-driven, multi-agent coding loop: separate planner, coder, and reviewer roles, each 22 Claude Code, Codex, OpenCode 2 997 tok
abdo-Mansour/axetract abdo-mansour.github.io Low-Cost Cross-Domain Web Structured Information Extraction using specialized LoRA adapter 22 Codex, OpenCode 1 34 tok
cyril0124/verilua cyril0124.github.io Verilua: An Open Source Versatile Framework for Efficient Hardware Verification and Analys 22 Claude Code, Codex, OpenCode 3 2,904 tok
WebMCP-org/mcp-ui-webmcp MCP UI WebMCP - Chat UI and MCP Server applications 22 Claude Code, Codex, OpenCode 2 1,393 tok
jvm/pi-mono Monorepo for Pi-related projects 22 Claude Code, Codex, OpenCode 2 2,544 tok
xiarongwen/boss-auto-job 🎯 BOSS Zhipin skill — search + AI matching + automatic applications (Camoufox stealth mod 22 Claude Code, Codex, Cursor, OpenCode 3 2,967 tok
Mrsandman327/OpenCode-Client A visual client for OpenCode 22 Claude Code, Codex, OpenCode 2 513 tok
hyfdev/libvue-rs 22 Claude Code, Codex, OpenCode 2 1,405 tok
sebbsssss/clude cluude.vercel.app 22 Claude Code, Codex, OpenCode 2 2,987 tok
hjanuschka/pi-qmd QMD (Quick Markdown Search) extension for pi coding agent - on-device knowledge base searc 22 Codex, OpenCode 1 136 tok
lsmith77/traktor-kontrol-qml Documentation on how to use QML to customize Native Instrument Traktor controllers. 22 Codex, OpenCode 1 620 tok
sunshineLixun/video-publish-skill Local-first Codex skill for preparing and safely staging video publishing assets 22 Codex, OpenCode 1 164 tok
jstxn/agentdir Local-first Maildir-inspired work mailstore for software agents 22 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,038 tok
KatherLab/llmaixweb A web interface for the LLMAIx framework. Information Extraction. 22 Claude Code, Codex, OpenCode 2 10,321 tok
tanghaojie/Cyber-AI-Forge tanghaojie.github.io AI-Native Enterprise Application Scaffold. An AI-driven intelligent enterprise application 22 Claude Code, Codex, OpenCode 2 3,933 tok
kninetimmy/orch Cross-host development orchestrator for Codex CLI and Claude Code CLI 22 Claude Code, Codex, OpenCode 2 804 tok
SaschaBrunnerCH/arcgis-maps-sdk-js-ai-context Install AI assistant context files for ArcGIS Maps SDK for JavaScript development. Support 22 Codex, OpenCode 1 2,049 tok
cpuguy96/StepCOVNet Deep Learning to Create StepMania SM FIles 22 Claude Code, Codex, Cursor, OpenCode 12 1,611 tok