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
imqueue/cli imqueue.org CLI for @imqueue — scaffold Redis-RPC microservices, generate typed clients, and manage a 20 Codex, OpenCode 1 2,991 tok
UM-ARK/UM-All-Frontend umall.one An all-in-one campus information and tools app for everyone at the University of Macau—ARK 20 Codex, OpenCode 1 674 tok
phodal/harness-engineering Harness Engineering: Turning AI-generated code into verifiable, controllable, and producti 20 Codex, OpenCode 1 243 tok
xihuai18/claude-code-mcp Make Claude Code serve as a MCP server with minimal tools. 20 Codex, OpenCode 1 3,078 tok
OpenCompanyApp/kosmokrator AI coding agent for the terminal — PHP 8.4, Symfony TUI, mythology-themed 20 Claude Code, Codex, OpenCode 2 4,943 tok
officialzeroxyz/zero-plugins 20 Claude Code, Codex, OpenCode 2 519 tok
linuxfoundation/lfx-mcp LFX MCP (Model Context Protocol) Server 20 Claude Code, Codex, GitHub Copilot, OpenCode 5 7,441 tok
Consiliency/pmcp MCP Gateway - A meta-server for minimal Claude Code tool bloat with progressive disclosure 20 OpenCode 5
Electro-resonance/LLM-WIKI-MCP LLM Wiki MCP – the local‑first Markdown knowledge‑base with both MCP and CLI 20 Claude Code, Codex, OpenCode 2 276 tok
rustfs/launcher rustfs cross-platform launcher 20 Codex, Gemini CLI, OpenCode 2 1,799 tok
liamqma/sanmou-yanwu sanmou-yanwu.pages.dev 20 Claude Code, Codex, OpenCode 10 416 tok
mullionlabs/mullion-ts mullion-demo-helpdesk.vercel.app Type-safe LLM context management for TypeScript 20 Claude Code, Codex, OpenCode 2 4,227 tok
frostney/GocciaScript A drop of JavaScript — a JavaScript engine and sandbox-first ECMAScript runtime implemente 20 Claude Code, Codex, OpenCode 28 1,406 tok
B3Pay/ic-reactor ic-reactor.b3pay.net IC-Reactor: A suite of JavaScript libraries for seamless frontend development on the Inter 20 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 7,164 tok
TheMattBerman/openclaw-100k-posts-kit OpenClaw-native content pipeline for turning performance signal into publishable ideas. 20 Codex, OpenCode 1 328 tok
jianxcao/qbittorrent-web A modern, feature-rich web interface for qBittorrent client management 20 Claude Code, Codex, OpenCode 4 1,999 tok
Salakar/pluto mike.diarmid.me A remarkable way to Flutter. 20 Codex, OpenCode 1 4,796 tok
OmoriRay/Pixora Windows 10/11 x64 image viewer supporting browsing large directories, fast search, and saf 20 Codex, OpenCode 1 2,106 tok
dvoraknc/heatherbot Fully local, persona-driven AI companion bot for Telegram (Telethon) with optional Discord 20 Codex, OpenCode 1 4,021 tok
nguyenvanduocit/research-kit 💫 Toolkit to help you get started with Spec-Driven Research 20 Claude Code, Codex, OpenCode 2 6,040 tok
GermanDZ/ai-guided-project A template to init other projects to be developed using AI agents 20 Claude Code, Codex, OpenCode 2 2,162 tok
footprintjs/footPrint footprintjs.github.io The flowchart pattern for backend code — self-explainable systems that AI can reason about 20 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 4 18,298 tok
unicorn-plugins/npd A plugin that supports the entire process of planning, designing, developing, and deployin 20 Claude Code, Codex, OpenCode 3 241 tok
DiegoFleitas/letterboxd-movie-justwatch movie-justwatch.fly.dev Scan a Letterboxd watchlist and see what's streaming in your country. Without JustWatch re 20 Claude Code, Codex, OpenCode 3 4,360 tok
OrionUE/Orion_FreeEdition orionue.com 20 Claude Code, Codex, OpenCode 60 982 tok
shuxueshuxue/ccm-orchestra Manage interactive Claude Code agents in tmux and coordinate visible collaboration and han 20 Codex, OpenCode 1 1,331 tok
T-Auto/CAC-final-test Benchmark for Evaluating the Performance of Natural Language Models and Agents / Benchmark 20 Claude Code, Codex, OpenCode 4 2,001 tok
StudioVibi/VibiNet 20 Codex, OpenCode 1 2,250 tok
jumppad-labs/spektacular spektacular.dev Spec-driven development for AI coding agents. Spektacular helps you to generate specificat 20 Claude Code, Codex, OpenCode 3 3,022 tok
Fail-Safe/Noema noemacortex.com The intentional memory layer for your AI agents. 20 Codex, OpenCode 1 791 tok
analyticalmonk/explain-this An agentic skills framework for creating interactive HTML explainers for a topic, document 20 Claude Code, Codex, OpenCode 2 2,005 tok
martinemde/skillet 🍳 Run SKILLs as Shell Scripts. Cook with Claude without the mess. 20 Claude Code, Codex, OpenCode 2 1,013 tok
mshadmanrahman/pm-pilot Product management skills for Claude Code. 8 plugins, 35 skills, one-line install. Custome 20 Claude Code, Codex, OpenCode 2 1,203 tok
whyiyhw/seek seek.whyiyhw.com Not just an agent demo — a local coding-agent platform: plan mode, sub-agent teams, cron, 20 Claude Code, Codex, OpenCode 2 9,968 tok
GobbyAI/gobby The bottleneck in AI coding isn't the model: It's the babysitting. Gobby is a local daemon 20 Claude Code, Codex, Gemini CLI, OpenCode 3 10,800 tok
petrludwig-collab/Agent2Telegram Connect a coding agent (Claude Code, Codex, Antigravity) to Telegram. Dependency-free, rob 20 Codex, OpenCode 1 1,286 tok
pariyar07/ariadne satyampariyar.com Open-source agent skills for building scope-safe Markdown knowledge vaults with determinis 20 Claude Code, Codex, Gemini CLI, OpenCode 3 1,921 tok
phenomenoner/neoapi-skill Fubon Neo Python skill package: trading and market data workflows, test environment integr 20 Claude Code, Codex, Gemini CLI, OpenCode 3 2,425 tok
ya5huk/findash An Israeli Claude Finance Plugin 20 Claude Code, Codex, OpenCode 3 5,865 tok
aldegad/safedeps npmjs.com Dependency safety gate for Claude Code & Codex CLI — OSV pre-approval, npm lockfile-closur 20 Claude Code, Codex, OpenCode 2 4,254 tok
sordi-ai/skill-everything Git-versioned agent memory: agents that never make the same mistake twice. Anthropic-Skill 20 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 4,060 tok
ProvablyAI/sourcerykit provably.ai Python SDK for accurate and verifiable agent tool use. Agents verify that answers came fro 20 Codex, OpenCode 1 1,399 tok
realnaka/alphaloop A human-agent investment research loop: you set the direction, AI helps verify information 20 Codex, OpenCode 1 980 tok
kagent-dev/website kagent.dev kagent and kMCP website and documentation | Join Discord: https://bit.ly/kagentdiscord 20 Claude Code, Codex, OpenCode 2 159 tok
Brainwires/rullama-framework brainwires.dev A modular framework for building complete AI solutions. It's mostly a Rust framework with 20 Claude Code, Codex, OpenCode 5 1,887 tok
MiguelTVMS/tplink-omada-mcp hub.docker.com MCP server for TP-Link Omada Controller. Use your prefered AI agent to see all the informa 20 Claude Code, Codex, GitHub Copilot, OpenCode 4 4,435 tok
Syncause/debug-skill syn-cause.com Agent debugging skill. Stop AI debugging guesswork with runtime evidence. 20 Codex, OpenCode 1 317 tok
MoonshotAI/kimi-help-center kimi.com Kimi Help Center is an intelligent Q&A routing system that directs user questions to the r 20 Codex, OpenCode 1 1,549 tok
linshidream/skill-hub A general-purpose Skill Hub for multi-Agent systems, enterprise self-hosted Agents, and se 20 Claude Code, Codex, OpenCode 2 1,505 tok
acedergren/oci-agent-skills Oracle Cloud Infrastructure operations plugin with intelligent agent skills for managing c 20 Claude Code, Codex, OpenCode 2 1,008 tok