How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
rebel0789/Memory-Recall npmjs.com Local-first repo memory and context for coding agents. 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,717 tok
FuZhiyu/superRA An agentic workflow for economic research 8 Claude Code, Codex, Gemini CLI, OpenCode 3 4,692 tok
brambora69123/electrical-age-rewired A port of the classic Minecraft mod. Introducing, Electrical Age: Re-Wired! 8 Gemini CLI 1 964 tok
L337-org/docker-mcp Docker-MCP-Server - An MCP server covering the full management surface of Docker. Manage, 7 Claude Code, Codex, GitHub Copilot, OpenCode 6 9,140 tok
shofer-dev/claude-code-live-memory shofer.dev A cheap, always-on model that learns your repo — so your agent stops re-reading it. 7 Claude Code, Codex, OpenCode 2 1,257 tok
zoom/zoom-plugin Claude plugin for planning, building, and debugging Zoom integrations across REST APIs, SD 7 Codex, OpenCode 1 436 tok
PagerDuty/claude-code-plugins PagerDuty's public repository for claude code plugins 7 Claude Code 1 1,954 tok
C-Jeril/framer-motion-skills kuakua.app AI skills for [Framer Motion](https://www.framer.com/motion/) (React animation library). T 7 Codex, GitHub Copilot, OpenCode 4 1,027 tok
boldprojekte/franke_skills Agent-first CLI that runs Codex, Claude Code, and Grok as detached coding workers, while a 7 Codex, OpenCode 1 35 tok
goadesign/goa-ai goa.design Design-first agentic systems in Go: declare agents, tools, MCP servers, policies, and stru 7 Claude Code, Codex, OpenCode 2 3,815 tok
elizaOS/prr sits on your PR and won't get up until it's ready 7 Codex, OpenCode 1 8,061 tok
tjdrhs90/rn-launch-harness Claude Code plugin that automates the entire React Native app lifecycle — from market rese 7 Claude Code 1 881 tok
FabianTinkl/AbletonMCP MCP server for AI-powered Ableton Live control via Claude Desktop. Features MIDI compositi 7 Claude Code 1 872 tok
jakubs2623/notebooklm-skill Connect NotebookLM research with Claude to generate structured content from URLs, PDFs, an 7 Codex, OpenCode 1 805 tok
paarths-collab/github-pr-context-mcp AI-Powered Repository Memory 7 Claude Code, Codex, GitHub Copilot, Cursor 4 578 tok
Benknightdark/neo-skills neo-blog-iota.vercel.app Reusable AI Agent skills library covering software development, architecture design, code 7 Codex, OpenCode 1 777 tok
Omnidim/omnidim-mcp-server omnidim.io Official MCP server for OmniDimension. Connect Claude, Cursor, and any MCP client to your 7 Claude Code 1 493 tok
PierreJanineh/TechDebtMCP pierrejanineh.github.io MCP server for analyzing and managing technical debt in codebases via the Model Context Pr 7 Claude Code, GitHub Copilot 7 8,684 tok
shipstatic/mcp mcp.shipstatic.com MCP server for instant static site deploys from AI agents — free, no account needed 7 Claude Code, Codex, OpenCode 2 11,193 tok
zenithpd/agent-sessions 🚀 Monitor your Claude Code sessions effortlessly on macOS with real-time status updates a 7 Claude Code 1 25 tok
adrianczuczka/mason Mason builds context for LLMs — smart file sampling, concept maps, and change impact analy 7 Claude Code 2
ChristopherDavenport/unblink Pure-Go browser for AI: fetch pages, optionally render JS (no Chromium), get clean token-b 7 Claude Code 1 5,821 tok
altmetric/altmetric-mcp MCP server for Altmetric APIs - retrieve citation metrics and research output data for AI 7 Claude Code, Codex, OpenCode 2 3,292 tok
overstarry/qweather-mcp jasminides.com 7 Codex, OpenCode 1 534 tok
cdeust/zetetic-team-subagents ai-architect.tools Cross-platform evidence synthesis for Codex, Gemini CLI, and Claude Code, plus a full Clau 7 Claude Code 1 259 tok
pranav8494/team-of-agents A team of agents to support SDLC of a project. 7 Claude Code 1 75 tok
hovecapital/read-only-local-mysql-mcp-server 7 Claude Code 1 1,129 tok
Aboudjem/ui-ux-suite ESLint for design. Finds the exact line, the measured wrong value, and the exact fix. 12 w 7 Claude Code, Codex, OpenCode 2 5,395 tok
ouob-tw/LoopAgentTeams Spec-driven multi-agent teamwork for any skills-capable agent (Claude Code, Codex, and mor 7 Claude Code, Codex, OpenCode 2 25 tok
BenAHammond/code-auditor-mcp Architectural invariants and code quality analysis, enforced inside your AI agent's edit l 7 Claude Code 1 1,670 tok
qfoldit/UEFN-TOOLBELT The ultimate, ever-expanding Swiss Army Knife for the UEFN Python API (358+ tools register 7 Claude Code, Codex, OpenCode 5 7,687 tok
piiiico/proof-of-commitment getcommit.dev Supply chain security risk scorer for npm, PyPI, Cargo, and Go — behavioral signals that c 7 Claude Code 1 1,166 tok
AceDataCloud/NanoBananaMCP platform.acedata.cloud MCP server for Nano Banana AI image generation and editing via Ace Data Cloud. 7 Claude Code, GitHub Copilot 2 814 tok
AvinashP/AgentsAtlas Minimal workflow for building production-ready projects with Claude Code & Codex. 8 comman 7 Claude Code, Codex, OpenCode 2 489 tok
0xMassi/claude-skills Twelve Claude Code skills enforcing strict code quality, security, and modern language pat 7 Claude Code 1 491 tok
viknesh20-20/claude-code-tool-kit viknesh20-20.github.io Production-ready Claude Code configuration. 12 original agents, 200+ slash-command skills, 7 Claude Code 2 686 tok
ngvoicu/kluris kluris.io Turn AI agents into team SMEs. Kluris builds a shared, human-curated knowledge brain (deci 7 Claude Code, Codex, OpenCode 2 5,217 tok
peppesilletti/skills AI agent skills for modern product engineers 7 Claude Code 1 290 tok
conversiontools/agent-skills skills.sh @conversiontools agent skills 7 Gemini CLI 1 519 tok
Kaguara/emerging-market-skills Agent skills for building software that works on the other five billion phones. 7 Codex, OpenCode 1 2,349 tok
apresmoi/jianglens jianglens.com Agentic Organization Research Project - Jiang Lens is an independent research and reading 7 Codex, OpenCode 1 2,332 tok
geekjourneyx/gcli Production-ready Gmail read-only CLI in Go with OAuth2 login, Gmail query search, and JSON 7 Codex, OpenCode 1 142 tok
kaisers-io/refs npmjs.com Gives coding agents the real source of your dependencies, not a guess. 7 Claude Code, Codex, OpenCode 2 2,122 tok
rgourley/quant-garage Analyst workflows as Claude skills. 62+ tools and 8 workflows spanning earnings, comps, va 7 Claude Code 1 2,099 tok
claude-genasis/genasis claude-genasis.github.io Bolt-on agentic team layer for Claude Code (claude-code-plugins / claude-code-subagents) — 7 Claude Code 1 4,742 tok
benmarte/codemunch Zero-config, token-efficient code exploration for Claude Code — no MCP server, no Python, 7 Claude Code 1 469 tok
ttttonyhe/autogrind ✊ Let your agent grind on your projects 24x7 fully autonomously 7 Claude Code 1 5,886 tok
H-Ali13381/tier-1-2-3-skill-system Tier 1/2/3 system for designing agent skills. 7 Codex, OpenCode 1 195 tok
bricerising/enterprise-software-playbook bricerising.github.io Composable agent skills (playbooks) for building enterprise-grade web services — covering 7 Codex, OpenCode 1 445 tok
hellogxp/skill-runtime-intelligence Evidence-graded runtime panorama and diagnosis for Agent Skills 7 Codex, OpenCode 1 270 tok