How real projects configure their agents

24,815 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
NotNull92/workforge-mcp WorkForge is a Windows MCP gateway that lets ChatGPT inspect files, resume Git work, make 18 Codex, OpenCode 1 149 tok
AishwaryShrivastav/vibe-testing testing.tfgstudio.com Code-aware browser testing for AI coding agents. 14 MCP tools, CLI workflows, regression m 18 Claude Code, Codex, Cursor, OpenCode 3 1,908 tok
hybroai/hybro hybro.ai The open interoperability layer for AI agents. Connect your favorite agents and harnesses. 18 Claude Code, Codex, OpenCode 3 2,427 tok
PollyGlot/google-play-cli gplay.sh gplay: publish to Google Play from CI or a coding agent. One static binary, JSON output th 18 Claude Code, Codex, OpenCode 2 1,249 tok
albertomarturelo/sii TypeScript core + CLI + MCP server to automate routine interactions with Chile's tax autho 18 Claude Code, Codex, OpenCode 10 1,018 tok
shiaho777/revx Rust reverse-engineering toolkit with CLI and local MCP server. 18 Codex, OpenCode 1 569 tok
facebook/agentic-tools Agentic tools plugin and skills 18 Claude Code, Codex, OpenCode 2 2,065 tok
daftAI2026/daftAI-skills 18 Claude Code, Codex, OpenCode 2 8,208 tok
wagtail/wagtail-mcp pypi.org Experimental MCP server to automate common operations on Wagtail projects 18 Codex, OpenCode 1 538 tok
painhardcore/pstack Portable coding-agent workflows adapted from Cursor’s pstack for Codex, Claude Code, and O 18 Codex, OpenCode 1 593 tok
yding-git/exec-vps-mcp A detailed tutorial and minimal MCP server that gives AI agents an unrestricted VPS root s 18 Codex, OpenCode 1 3,253 tok
kot149/zmk-layout-shift ZMK module to dynamically shift keyboard layouts at runtime 18 Codex, OpenCode 1 201 tok
databayt/hogwarts balqalam.com Educational automation streamlining operations for students, educators, and school leaders 18 Claude Code, Codex, OpenCode 8 5,809 tok
squirrelsoft-dev/dev 18 Claude Code, Codex, OpenCode 20 521 tok
pluskal-lab/EnzymeExplorer Highly accurate discovery of terpene synthases powered by machine learning 18 Codex, OpenCode 1 1,746 tok
phantomyard/phantombot phantombot.bot AI Assistant That Uses Your Favorite Harness 18 Codex, OpenCode 1 7,353 tok
adcontextprotocol/adcp-client adcontextprotocol.github.io A Typescript SDK for the AdCP protocol (client and server) 18 Claude Code, Codex, GitHub Copilot, OpenCode 37 12,682 tok
seekskyworld/cloud-agent 18 Codex, OpenCode 1 938 tok
larsderidder/tether Control your AI agents remotely. Respond from anywhere. 18 Codex, OpenCode 1 1,517 tok
shortcuts/dotfiles shrtcts.fr 📁 rex, ghostty, fish, nvim, claude code, aerospace 18 Claude Code, Codex 15 959 tok
BlackbirdWorks/gopherstack Localstack alternative written in Go. 18 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 17 7,999 tok
Eilodon/CALM npmjs.com A live, graph-verified map of your codebase for AI coding agents — real call graphs, compi 17 Claude Code, Codex, OpenCode 7 7,514 tok
axelfreeman/voice-to-article axelfreeman.com 🎙️ Voice → Article: AI SEO copywriting pipeline. Dictate blog posts in Telegram, get SEO- 17 Codex, OpenCode 1 1,700 tok
c18229039407-arch/cutlin Cutlin - AI-Orchestrated Video Production Platform 17 Claude Code, Codex, GitHub Copilot, OpenCode 3 271 tok
Kevin-Liu-01/Loop loooooop.vercel.app An operator desk for self-updating agent skills. track sources, refresh with agents, versi 17 Claude Code, Codex, OpenCode 3 1,953 tok
mkwatson/ai-fastify-template 17 Claude Code, Codex, OpenCode 9 4,501 tok
WenOwen/wu5-dev-flow Auditable SDD, strict TDD, and safe Git workflow skill for Codex and Python projects. 17 Codex, OpenCode 1 183 tok
kanopi/cms-cultivator kanopi.github.io A comprehensive Claude Code plugin providing specialized slash commands for Drupal and Wor 17 Claude Code, Codex, OpenCode 3 4,272 tok
Jed-Tech/spar-kit jed-tech.github.io Specify → Plan → Act → Retain: SPAR-kit is a lightweight workflow that helps AI agents ali 17 Codex, OpenCode 1 197 tok
enowdev/succubus Cross-agent coordination for AI coding agents. One daemon, one database — so multiple agen 17 Claude Code, Codex, OpenCode 2 502 tok
zpdcqu/langchain-skills-agent LangChain 1.0 Skills Agent 17 Claude Code, Codex, OpenCode 3 1,389 tok
abhichandra21/Promptheus abhichandra21.github.io Automated prompt engineering for efficient AI interactions | Interactive command-line inte 17 Claude Code, Codex, Gemini CLI, OpenCode 3 6,265 tok
ximihoque/kiwiskil KnowledgeBase, WiKi and Skills for AI agents of your codebase. 17 Claude Code, Codex, OpenCode 2 344 tok
willmarple/harness-visualizer App to help visualize agent harness artifacts 17 Claude Code, Codex, OpenCode 6 5,974 tok
vtex-apps/admin-pages The VTEX Pages CMS Admin 17 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,422 tok
borhen68/SkillEngine Production-grade engineering skills for AI coding agents. 17 Claude Code, Codex, Gemini CLI, OpenCode 3 2,318 tok
paullukic/coograph coograph.com Save your tokens! 17 Claude Code, Codex, GitHub Copilot, OpenCode 43 6,256 tok
cx2002302-lang/zettelkasten-second-memory An OpenClaw (2026.4/2026.6+) and Hermes Agent plugin that turns AI conversations into a pe 17 Codex, OpenCode 1 1,918 tok
vericle/heyclaw 🦞 Headless real-time Python voice assistant powered by ElevenLabs, Gemini, Mem0, MCP tool 17 Codex, OpenCode 1 787 tok
icefrag/nbl-superpowers The agent harness performance optimization system. Skills, instincts, memory, security, an 17 Codex, OpenCode 1 57 tok
syndicalt/zaxy docs.zaxy.io Zaxy turns agent work into durable, auditable memory: a hash-chained Eventloom log as the 17 Claude Code, Codex, OpenCode 5 5,077 tok
dodeja/anova-skill Agent skill to control the Anova Precision Oven 17 Codex, OpenCode 1 417 tok
pamelafox/recap-my-week An agent skill to recap a work week 17 Claude Code, Codex 1 —
nerdlab-dev/meta-ads-mcp nerdboard.kr Ask Claude Code or Codex CLI to launch and manage your Meta ads in plain language. This re 17 Codex, OpenCode 1 453 tok
tae2089/code-context-graph Vectorless code retrieval for AI coding agents — search code by business intent (@intent, 17 Claude Code, Codex, OpenCode 8 3,836 tok
TGPSKI/leather leather.sh Local agent infrastructure in one stdlib-only Go binary 17 Claude Code, Codex, OpenCode 6 2,738 tok
organvm-iv-taxis/a-i--skills organvm-iv-taxis.github.io Public repository of AI agent skills: specialized capabilities and workflows across 12 cat 17 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 8 8,740 tok
assisjp/specflow A self-contained, reliability-first agent development flow — grill, spec, build under dete 17 Codex, OpenCode 1 1,643 tok
simonChoi034/image-gen-mcp This MCP server is responsible for generating images for both OpenAI and the Gemini Model. 17 Codex, OpenCode 1 1,067 tok
flagify-com/UniMCPSim UniMCPSim is a general-purpose MCP (Model Context Protocol) simulator that dynamically sim 17 Claude Code, Codex, OpenCode 2 8,026 tok