How real projects configure their agents

23,702 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
shenjianan97/persistent-agent-runtime Persistent runtime for long-running AI agent tasks with durable checkpoints, lease-based w 152 Claude Code, Codex, OpenCode 2 5,027 tok
devos-ing/omni-skills devos.ing GetSuperpower packages a whole AI-agent workflow as one callable skill. 152 Codex, OpenCode 1 1,288 tok
NomaDamas/AutoRAG-Research Automate your RAG research 152 Claude Code, Codex, OpenCode 31 2,930 tok
nixrajput/portfolio-nextjs nixrajput.com This repository contains the source code for a portfolio website built using Next.js, Type 152 Claude Code, Codex, OpenCode 3 3,706 tok
romarayt/raytsystem-public-os romarayt.github.io Local-first agent workspace for knowledge, tasks, documents and verifiable workflows · Loc 152 Claude Code, Codex, OpenCode 12 1,295 tok
JetXu-LLM/DocMason youtube.com DocMason is a repo-native agent that turns your complex office files into a local LLM know 152 Claude Code, Codex, GitHub Copilot, OpenCode 8 2,350 tok
ljxpython/ai-agent-platform AI agent platform development—using testing as an example, this project builds a practical 152 Codex, OpenCode 4 5,140 tok
aws-samples/sample-agentic-platform A sample agentic ai platform to run agentic workflows on AWS using either EKS or Bedrock A 152 Claude Code, Codex, OpenCode 3 5,144 tok
xingwudao/open-xquant xingwudao.github.io AI quantitative research framework: AI Agent-driven strategy backtesting, factor research, 152 Claude Code, Codex, OpenCode 2 1,019 tok
htlin222/meta-pipe Claude Code-powered end-to-end meta-analysis automation: AI-assisted literature review, sc 152 Claude Code, Codex, OpenCode 7 3,387 tok
raintree-technology/hig-doctor apple.raintree.technology Apple HIG reference and cross-framework UI audit tooling for agents. 152 Codex, OpenCode 1 243 tok
bradautomates/content-ideas youtube.com Track competitors across X, Instagram, TikTok, and YouTube, see what they post, what perf 152 Claude Code, Codex, OpenCode 2 569 tok
Ge-Shun/origin-mcp Local MCP server that lets AI assistants automate Origin/OriginPro for data and image proc 152 Codex, OpenCode 1 210 tok
hwfengcs/DM-Code-Agent Local-first, auditable Python code agent. Ships its own 30-task hidden-test benchmark plus 151 Codex, OpenCode 1 1,264 tok
femto/minion 👷‍♂️High performance agent framework that can do everything. Minion is designed to execut 151 Claude Code, Codex, OpenCode 2 2,305 tok
mwangli/stock-trading Backend project for an AI small-model automated stock trading system, using the DL4J frame 151 Codex, OpenCode 1 2,240 tok
Larens94/codedna larens94.github.io A lightweight annotation standard that helps AI agents navigate codebases faster, with few 151 Claude Code, Codex, OpenCode 3 5,888 tok
dmae97/omk Open-source multi-agent coding CLI for the terminal (TypeScript, MIT). Switch models mid-s 151 Claude Code, Codex, OpenCode 2 3,785 tok
NiuTrans/ToFu Self-hosted AI assistant with tool use, multi-agent orchestration, coding copilot and a li 151 Codex, OpenCode 1 3,682 tok
ArchiveBox/abx-dl abx-dl.archivebox.io ⬇️ A simple all-in-one CLI tool to download EVERYTHING from a URL (like youtube-dl/yt-dlp, 151 Claude Code, Codex, OpenCode 2 1,276 tok
QoreDB/QoreDB qoredb.com Next Generation Database Client 151 Claude Code, Codex, OpenCode 2 1,139 tok
buildermethods/bm-skills A collection of public open-source tools for builders, by Brian Casel @ Builder Methods (b 151 Claude Code, Codex, OpenCode 2 373 tok
kubestellar/console console.kubestellar.io World's first fully integrated and fully Automated Kubernetes management and orchestration 151 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 12 9,406 tok
mark3labs/kit go-kit.dev KIT (Knowledge Inference Tool) — A lightweight AI agent for coding 151 Codex, OpenCode 1 2,222 tok
goern/forgejo-mcp codeberg.org MIRROR ONLY!! This Model Context Protocol (MCP) server provides tools and resources for in 151 Claude Code, Codex, OpenCode 54 4,524 tok
zeweihan/aiworkdeck aiworkdeck.com Open-source workspace for professional document AI: reviewable agent edits, source-linked 151 Claude Code, Codex, OpenCode 15 2,238 tok
pixel-point/animate-text pixelpoint.io 151 Claude Code, Codex, OpenCode 5 273 tok
andylow92/file-system-brain-mcp Self-improving, AI-native markdown vault you hand to an AI agent. GitHub-style file tree + 150 Codex, OpenCode 1 7,154 tok
ZeroPointSix/empathize-with-others 150 Claude Code, Codex, OpenCode 2 2,659 tok
AiTerminalFoundation/ai-terminal ai-terminal.dev Your AI mate into your favourite terminal 150 Codex, GitHub Copilot, OpenCode 2 2,344 tok
everettjf/liney liney.dev Liney is a native macOS terminal workspace built with AppKit, SwiftUI, and Ghostty, design 150 Claude Code, Codex, OpenCode 2 1,592 tok
regenrek/peky peky.ai All your AI Agents like Claude Code, Codex CLI in a single TUI to keep things organized. 150 Codex, OpenCode 2 898 tok
mraza007/echovault Local-first memory for coding agents. Decisions, bugs, and context stored as Markdown, ind 150 Claude Code, Codex, OpenCode 3 411 tok
ruanrongman/IntelliConnect ruanrongman.github.io Backend service for xiaozhi-esp32 | A Powerful AI agent IoT platform core. 150 Claude Code, Codex, OpenCode 3 2,594 tok
rockorager/zigdoc A command-line tool to view documentation for Zig standard library symbols 150 Codex, OpenCode 1 1,501 tok
drewnekota/cetus cetus.run One macOS app for Claude Code, Codex, and every agent runtime you use — scheduled runs, gl 150 Codex, OpenCode 1 136 tok
kbrdn1/gwm-cli gwm.kbrdn.dev Git worktree manager for the terminal: CLI + TUI in Rust. Creates the worktree, runs your 150 Claude Code, Codex, OpenCode 2 4,714 tok
gaopengbin/cesium-mcp gaopengbin.github.io Protocol-agnostic CesiumJS AI control runtime for MCP, WebMCP, function calling, and brows 150 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,366 tok
vigolium/piolium vigolium.com A Pi-native extension for thorough, agentic security audits 150 Claude Code, Codex, OpenCode 2 2,513 tok
dinglebear-ai/unraid Query, monitor, and manage Unraid servers via GraphQL API through MCP tools. Supports syst 150 Claude Code, Codex, Gemini CLI, OpenCode 4 1,351 tok
HexSleeves/tailscale-mcp server that provides seamless integration with Tailscale's CLI commands and REST API, enab 150 Claude Code, Codex, OpenCode 2 1,298 tok
AditthyaSS/iloveAgents iloveagents.vercel.app AI agents worth falling in love with. Built by the community, loved by everyone.❤️ 150 Codex, OpenCode 1 5,970 tok
6Kmfi6HP/opencode2api OpenCode zen/go to OpenAI Codex/Anthropic Claude Code API proxy 150 Claude Code, Codex, OpenCode 2 689 tok
gug007/lpm lpm.cx Start, stop, and duplicate dev projects with one click. The best workspace for running Cla 149 Claude Code, Codex, OpenCode 15 1,433 tok
devin-lai/onnx2coreml Convert ONNX models to Apple Core ML (.mlpackage / .mlmodel) with numerical-parity verific 149 Codex, OpenCode 1 831 tok
tacticlaunch/mcp-linear MCP server that enables AI assistants to interact with Linear project management system th 149 Claude Code, Codex, GitHub Copilot, OpenCode 16 1,420 tok
Hermsi1337/docker-ark-server hub.docker.com Dockerize your ARK server - configurable via env 149 Claude Code, Codex, OpenCode 2 3,256 tok
GGPrompts/TabzChrome Chrome extension for managing tmux sessions in a persistent sidebar 149 Claude Code, Codex, OpenCode 11 2,551 tok
imbenrabi/Financial-Modeling-Prep-MCP-Server A Model Context Protocol (MCP) implementation for Financial Modeling Prep, enabling AI ass 149 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,558 tok
swaroop2004/Proven-Viral-Content-System Research, brainstorm, and generate viral video content for Instagram, YouTube, X, and TikT 149 Claude Code, Codex, OpenCode 10 779 tok