How real projects configure their agents

44,931 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
EXboys/skilllite A lightweight secure Self-evolution engine built in Rust, featuring a built-in native syst 152 Claude Code, Codex, OpenCode 17 1,314 tok
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
0wulf/stridetastic An Extensible Observability Framework for Meshtastic Networks 152 Claude Code 1 10,148 tok
Iron-Ham/XcodePreviews 152 Claude Code, Codex, Cursor 5 695 tok
cablate/llm-atomic-wiki An extension of Karpathy's LLM Wiki pattern: atom layer, topic-branches, two-layer Lint. D 152 Claude Code 1 2,741 tok
vystrcild/claude_code_journaling A set of prompts and agents that process daily journal entries 152 Claude Code 5 —
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
alex-on-ai/WebReaper webreaper.ai AI-native web scraper. Single binary with a bundled Claude Code skill. MIT-licensed altern 152 Claude Code, Codex 15 8,859 tok
dmno-dev/bumpy 🐸 Modern monorepo friendly version management + changelog tool 152 Claude Code 2 187 tok
RapidAI/MaClaw maclaw.top A next-generation enterprise and self-evolving intelligent agent platform (GUI/TUI/Service 152 Claude Code, Codex, Kiro 4 4,036 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
Weebapp003/tradingview-mcp tradingview mcp which connect claude code via chrome devtools protocol 152 Claude Code 1 1,873 tok
ahpxex/open-dashboard open-dashboard.ctxflow.workers.dev A skill catalogue of 36 copy-ready admin UI shapes an AI agent installs and composes into 152 Claude Code 1 5,320 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
mark3labs/kit go-kit.dev KIT (Knowledge Inference Tool) — A lightweight AI agent for coding 152 Codex, OpenCode 1 2,222 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
robonuggets/design-system Give Claude a brand reference, get a full design system page + 1-page A4 brand book PDF. 152 Claude Code 2 265 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
Xueheng-Li/openclaw-wechat 152 Claude Code 1 1,977 tok
jdforsythe/forge Skills for creating high quality skills and agents 151 Claude Code 1 214 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
qwedsazxc78/ai-automation-n8n AI automation — automate tasks using n8n and AI agents. 151 Claude Code 1 1,417 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
systemcrash92/DogSprite dogsprite.org 151 Claude Code 3 —
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
romarayt/raytsystem-public-os romarayt.github.io Local-first agent workspace for knowledge, tasks, documents and verifiable workflows · Loc 151 Claude Code, Codex, OpenCode 12 1,295 tok
rookedsysc/kanvibe kanvibe.rookedsysc.com Keyboard-first desktop Kanban workspace for AI coding agents with embedded terminals, git 151 Claude Code 2 1,659 tok
Hainrixz/maia-skill tododeia.com Claude Code skill: 5 AI agents analyze crypto, stocks, forex & commodities in parallel, ad 151 Claude Code 1 —
hamzafarooq/claude-code-starter 151 Claude Code 1 650 tok
zjunlp/DataMind zjunlp.github.io [ICLR/AAAI/KDD/EMNLP2026] Open-Source LLM-Based Data Analysis Agents 151 Claude Code 1 —
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
vigolium/piolium vigolium.com A Pi-native extension for thorough, agentic security audits 151 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 151 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 151 Claude Code, Codex, OpenCode 2 1,298 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
kirilxd/claude-tutor Turn Claude Code into your personal tutor — personalized learning plans, adaptive quizzes, 151 Claude Code 1 1,046 tok
zeegin/v8std v8std.ru 151 Codex, OpenCode 1 432 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
PostHog/mcp posthog.com Official PostHog MCP Server 🦔 151 Claude Code 1 1,247 tok
pixel-point/animate-text pixelpoint.io 151 Claude Code, Codex, OpenCode 5 273 tok
LKbaba/Grok-mcp 151 Claude Code 1 190 tok