How real projects configure their agents

32,564 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989

All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117

Project Stars Configures Files Always loaded
lihaimin0821/vibe-coding-prompt-template-cn Chinese-translated vibe-coding prompt templates. 7 Claude Code 6 —
gokay-ai/sheep Undo for AI coding agents. Every agent turn becomes a restorable checkpoint. 7 Claude Code, Codex, OpenCode 2 5,416 tok
obzenner/siffran 7 Claude Code, Codex 3 2,472 tok
bio-oracle/pyo_oracle bio-oracle.github.io Python client for the Bio-ORACLE ERDDAP server. Built upon erddapy. 7 Claude Code 1 803 tok
johnhboyer-sys/plato-reader The Plato Reader — parallel Greek/English complete works of Plato with Stephanus citations 7 Claude Code 2 1,421 tok
Tech-Melon/XFaster 7 Claude Code 1 1,134 tok
recflare/patch discord.gg BepInEx plugin for Rec Room to use to a custom RecNet and photon server. Designed for RecF 7 Claude Code 1 5,583 tok
spectra-g/scratch-tabs 7 Claude Code, Codex, OpenCode 2 1,210 tok
panyam/mcpkit panyam.github.io Batteries-included Go SDK for the Model Context Protocol: server, client, OAuth, tasks, sk 7 Claude Code 4 1,805 tok
dungnotnull/standalone-solar-deep-station-agent-skill ☀️ Production-grade multi-agent Claude Skill for off-grid solar power design in remote dee 7 Claude Code 1 1,275 tok
wislertt/bakefile bakefile.wisl.dev An OOP task runner. Write tasks once, reuse everywhere. Like a Makefile, but reusable and 7 Claude Code 13 —
wjgogogo/dive-react-19 wjgogogo.github.io dive into react 19 source code 7 Claude Code 3 1,043 tok
CBirkbeck/AINTLIB Atlas of formalised number theory in Lean (Verso blueprint) 7 Claude Code, Codex, OpenCode 2 4,539 tok
Gecko51/link-desk Application de contrôle à distance (Tauri + WebRTC + Node.js signaling). 7 Claude Code 1 1,748 tok
shashankswe2020-ux/backend-pro-max-skill backendpro.cc single repo for all backend distributed system engineering skills 7 Claude Code 2 1,506 tok
quaylabshq/browserops MCP server that drives your live Chrome with observation-verified actions and procedure me 7 Claude Code, Codex, OpenCode 2 4,730 tok
jain777/jobclaw-skills Open-source Claude Code skills that run your entire job hunt — search, fit scoring, tailor 7 Claude Code, Codex, OpenCode 2 1,899 tok
Milo0821/Zephyr_mcp_server Mcp for Zephyr, management test case, test run and test plan 7 Claude Code 1 1,899 tok
chayuto/ws-ESP32-S3-CAM Firmware + tooling workspace for the Waveshare ESP32-S3-CAM-GC2145 (ESP32-S3 + GC2145 came 7 Claude Code 10 3,790 tok
fernforestgames/mcp-server-godot-editor MCP server to allow agents to control the Godot editor 7 Claude Code 1 930 tok
pinqponq/pinqdoq documents for agents 7 Claude Code 1 273 tok
lemaiwo/btp-mcp-server 7 Claude Code 1 —
visusnet/coinbase-mcp-server MCP server for Coinbase Advanced Trading API – enables AI assistants to trade crypto, chec 7 Claude Code 6 879 tok
commitshow/production-audit legit.show Claude Code skill that audits a shipped repo for the production-readiness gaps ~70% of AI- 7 Claude Code 1 —
kasperjunge/skills My agent skill library 7 Claude Code, Codex, OpenCode 2 3 tok
adaptyteam/adapty-skills Agent skills 7 Claude Code 1 5,858 tok
UrbanDiver/local-deepwiki-mcp Local, privacy-focused MCP server that generates DeepWiki-style documentation for private 7 Claude Code 1 374 tok
dungnotnull/game-ui-mobile-friendly-design-agent-skill 📱 Production-grade multi-agent Claude Skill for mobile game UI/UX & touch interaction des 7 Claude Code 1 1,304 tok
dungnotnull/mountain-landslide-early-warning-agent-skill ⛰️🚨 Mountain Landslide Early-Warning & Geotechnical Risk Advisor | Production-grade Claud 7 Claude Code 1 1,405 tok
OmerLapidot/whatsapp-connector hopala.io Local WhatsApp daemon + wa CLI + Claude skill. Agents read freely; sends require a human-a 7 Claude Code 1 —
Airmail/airmail-mcp airmailapp.com Model Context Protocol (MCP) server for Airmail. Lets AI assistants manage emails, contact 7 Claude Code, Codex, OpenCode 2 1,399 tok
nimbus-agent/Nimbus nimbus-agent.dev On-call intelligence for DevOps and platform teams. Local-first AI agent over your tools — 7 Claude Code, Gemini CLI 29 62,546 tok
Wuxb02/medi-agent-swarm Multi-agent intelligent Q&A assistant / skill-agent capability integration / three-layer m 7 Claude Code, Codex, OpenCode 10 710 tok
cleverbrush/xpenser xpenser.cleverbrush.com Income/expense tracking application based on CleverBrush full-stack framework 7 Claude Code, Codex 2 —
jenkinsm13/resolve-mcp 7 Claude Code 23 2,227 tok
stvnksslr/claude-code-litellm-plugin 7 Claude Code 1 1,838 tok
skeggsguy/adventure-party Claude coding plugin for those with an adventurous streak. Join the party. 7 Claude Code 2 1,355 tok
Buildwise-Studios/claude-for-hk-law 🇭🇰 28 Claude plugins for Hong Kong legal practice: Basic Law, Companies (Cap 622), Emplo 7 Claude Code 1 2,692 tok
UseJunior/email-agent-mcp Email connectivity for AI agents — MCP server for Claude Code, Gemini CLI, Cursor, and mor 7 Claude Code, Codex, Gemini CLI, OpenCode 4 872 tok
ixijxjgxidj-cmd/GPU-Server-Management-MCP-Skill- 7 Claude Code, Codex, OpenCode 3 2,318 tok
jezweb/australian-postcodes-mcp FastMCP server for Australian postcodes and suburbs lookup with fuzzy matching 7 Claude Code 1 2,247 tok
c47-inc/mcp-film mcp.film Curated, agent-first directory of MCP servers for AI filmmaking. 7 Claude Code, Codex, OpenCode 2 2,820 tok
Contentrain/ai ai.contentrain.io Repo-native content governance for AI agents. Extract, review, and deliver UI text, docs, 7 Claude Code, Codex, OpenCode 2 4,436 tok
kiranreddi/sentinel-dv Sentinel DV is an **open-source Model Context Protocol (MCP) server** that provides large 7 Claude Code, Codex 3 —
gvasile29/qai-consultant quality-ai-consultant.streamlit.app AI-powered QA Architect agent — generates ISTQB/OWASP/IEEE/ISO-grounded Test Strategies, R 7 Claude Code 14 9,119 tok
cyanheads/arxiv-mcp-server npmjs.com Search arXiv, fetch paper metadata, and read full-text content via MCP. STDIO or Streamabl 7 Claude Code, Codex, OpenCode 2 35,410 tok
cdeust/ai-architect-mcp-codebase ai-architect.tools AI Architect Codebase: cross-platform code intelligence MCP for Claude Code, Codex, Gemini 7 Claude Code, Codex, OpenCode 8 615 tok
lazyants/hetzner-mcp-server 7 Claude Code 3 1,586 tok
fouradata/mcp foura.ai MCP server for the FourA web scraping API - four tools, six prompts, one API key. 7 Claude Code, Codex, OpenCode 2 1,248 tok
Atypical-Consulting/RoselineMCP atypical-consulting.github.io Roslyn code intelligence for AI coding agents, over MCP. Navigate C# by structure — symbol 7 Claude Code 1 11,962 tok