How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
andyliszewski/webcrawl-mcp 16 Claude Code 1 204 tok
razvanmacovei/k8s-multicluster-mcp An MCP (Model Context Protocol) server application for Kubernetes operations, providing a 16 Claude Code 7 —
Godzilla675/dark-premium-landing-style A reusable AI skill for building premium, dark-themed, Apple-inspired landing pages 16 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 7,275 tok
ansible-tmm/mcp-demo mcp demo for AAP 16 Cursor 1 632 tok
VulcanLab/IPI-Proxy 16 Claude Code 1 2,114 tok
clsung/tw-stock-agent A Model Context Protocol (MCP) server for Taiwan stock data. 16 Claude Code 1 1,586 tok
shaun0927/opensafari Smart. Fast. Parallel. iOS Safari automation MCP server via Xcode Simulator. 16 Claude Code 3 571 tok
KRDS-MCP/krds-mcp 16 Claude Code 4 —
bobmatnyc/claude-mpm-agents Agent template library for Claude MPM with BASE-AGENT.md inheritance system. 39 specialize 16 Claude Code, Codex, OpenCode 2 1,082 tok
defrex/drizzle-mcp 16 Claude Code 1 467 tok
jpoutrin/product-forge Claude Code Marketplace Plugin to dev like a pro in a multi-agent fashion 16 Claude Code 1 155 tok
pydantic/claude-code-logfire-plugin Claude Code plugin that sends OpenTelemetry traces to Logfire. 16 Claude Code 1 995 tok
chemrich/MCPymol mcp server for pymol for conversational protein display 16 Claude Code 1 —
hancengiz/youtube-transcript-mcp MCP server for retrieving YouTube video transcripts. Extract, summarize, and analyze video 16 Claude Code 1 2,406 tok
ngocsangyem/MeowKit docs.meowkit.dev Production ready. AI Agent Workflow System for Claude Code 16 Claude Code 9 2,413 tok
Shoebtamboli/rails_claude_skills rubygems.org A Rails generator gem that scaffolds Claude AI skills and agents for any Rails project. 16 Claude Code 1 2,751 tok
wei18/Upkeep Upkeep — an AI audit crew for your repo. Catches docs/spec/asset drift with evidence; outp 16 Claude Code 1 1,113 tok
robisson/build-like-amazon-agent-skills Production-grade engineering skills for AI coding agents, built on Amazon Way of building 16 Claude Code, Codex, OpenCode 2 9,438 tok
pcatattacks/solopreneur-plugin pcatattacks.github.io A Claude Code plugin that gives you a full AI org - specialized agents, guided workflows, 16 Claude Code 1 2,430 tok
grcorsair/corsair grcorsair.com Compliance trust shouldn't require emailing PDFs and hoping nobody tampered with them. Cor 16 Codex, OpenCode 1 1,401 tok
msrbuilds/animate-css-skill Claude Code skill that adds Animate.css animations to HTML, React/JSX, and WordPress PHP t 16 Claude Code 1 479 tok
DevOtts/build-it Autonomous delivery orchestrator for Claude Code — hand it a goal and a numbered Definitio 16 Claude Code 1 —
derailed-dash/agentic-ui-testing codelabs.developers.google.com Google Developer Codelab: Automated UI Testing with Gemini CLI and BrowserMCP, and Playwri 16 Gemini CLI 1 618 tok
oila-gmbh/skill-bill skillbill.dev SkillBill packages your engineering judgment into governed skills, then uses a durable Kot 16 Claude Code, Codex, OpenCode 2 2,811 tok
T4cceptor/centian centian.ai Give your AI agents structure, guardrails, and full observability — the Agent control plan 16 Claude Code, Codex, OpenCode 2 1,796 tok
proj-airi/airi-android Allow LLM to use Android Device 16 Claude Code, Codex, Cursor, OpenCode 2 76 tok
Hedde/trigger_tree hedde.github.io Documentation-discovery telemetry for Claude Code — heat/cold maps, health grade, evidence 16 Claude Code 1 214 tok
mick-gsk/drift mick-gsk.github.io Claude Code plugin that tells your agent when it is about to build something that already 16 Claude Code, GitHub Copilot 58 13,772 tok
qwerfunch/cladding npmjs.com For an organization to trust AI with its code, three things must hold — trust, traceabilit 16 Claude Code, Codex, OpenCode 3 3,743 tok
asap-protocol/asap-protocol asap-protocol.com Protocol for agent-to-agent communication with stateful orchestration, MCP-compatible and 16 Codex, OpenCode 1 2,251 tok
WFord26/BetTrack FastMCP server providing sports betting odds and ESPN data to Claude Desktop. Features pla 16 Claude Code, GitHub Copilot 3 8,113 tok
TyKolt/kremis kremis.mintlify.app A minimal graph engine for grounded AI — records, associates, and retrieves, but never inv 16 Claude Code 1 —
theerud/gemini-llm-council Multi-LLM consensus extension for Gemini CLI. Inspired by Andrej Karpathy's llm-council. 16 Gemini CLI 1 311 tok
gamedevpl/www.gamedev.pl gamedev.pl Point Claude Code, Cursor, or any MCP-capable agent at this server and it builds a real, p 16 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 12 5,144 tok
verivus-oss/llm-cli-gateway llm-cli-gateway.dev MCP server providing unified access to Claude Code, Codex, Gemini, Grok and Mistral CLIs w 16 Claude Code, Codex, Cursor 19 7,380 tok
v0id-user/setmac macOS setup automator. Reinstall all your dev tools, apps, and configs after a fresh forma 16 Claude Code, Cursor 2 4,695 tok
igmarin/rails-ai-bridge Zero-config MCP server that gives AI assistants live, read-only knowledge of Rails apps 16 Claude Code, Codex, Gemini CLI, OpenCode 3 3,468 tok
mishanefedov/agentwatch Local-only observability for AI agents on your machine. One timeline across coding and non 16 Claude Code, Codex, OpenCode 2 1,254 tok
PramodDutta/AdvancePlaywrightFramework1x 16 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,662 tok
jordanhindo/lore Agent Skill & CLI for infinite multi-harness session context. Any agent, any session, any 16 Codex, OpenCode 1 2,407 tok
OlegHQ/agentpack oleghq.github.io 🤖 The package manager for AI coding agents — pin, resolve, and sync skills & plugins acro 16 Claude Code, Codex, OpenCode 4 14,543 tok
AliceLJY/telegram-ai-bridge Heterogeneous AI agents (Claude Code + Codex + Agy + Kimi) collaborating in Telegram group 16 Codex, OpenCode 1 399 tok
elasticdotventures/_b00t_ b00t.promptexecution.com 🥾 _b00t_: state of the art agentic harness tooling & dynamic context initialization 16 Claude Code, Codex, Gemini CLI, OpenCode 54 6,691 tok
tech4242/mcphawk MCPHawk is DevTools for the Model Context Protocol. It records the real traffic between yo 16 Codex, OpenCode 1 1,014 tok
vlad-ds/pdf-agent-mcp PDF Agent MCP Server for document processing and analysis 16 Claude Code 1 1,153 tok
Siddharth11Roy/tldraw-claude-mcp tldraw's live in mcp tool for claude with skill as well !! 16 Claude Code 1 —
2389-research/simmer 2389.ai Iterative artifact refinement with investigation-first judge board - constructs problem-sp 16 Claude Code 1 1,220 tok
superuser-pal/awesome-second-brain The AI-assisted second brain that connects your notes, ideas, and tasks into persistent co 16 Claude Code 61 2,653 tok
bbernstein/lacylights-mcp AI-powered Model Context Protocol server for theatrical lighting design and control. Featu 16 Claude Code 1 2,921 tok
szgk/mcp-affinity-designer MCP (Model Context Protocol) server for Affinity Designer integration 16 Claude Code 2 3,859 tok