How real projects configure their agents

31,984 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
Bloodshed-Rain/TheMAGI themagi.gg Local-first AI coaching for Super Smash Bros. Melee from Slippi .slp replays. 8 Claude Code, Codex, OpenCode 10 4,038 tok
luiscarbonel1991/nlp2sql Enterprise-ready Natural Language to SQL converter with multi-provider AI support (OpenAI, 8 Claude Code 5 1,413 tok
PMDevSolutions/Aurelius A Claude Code toolkit for building React apps, from Figma designs to shipped product. Ship 8 Claude Code 3 7,608 tok
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
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
PagerDuty/claude-code-plugins PagerDuty's public repository for claude code plugins 7 Claude Code 1 1,954 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
paarths-collab/github-pr-context-mcp AI-Powered Repository Memory 7 Claude Code, Codex, GitHub Copilot, Cursor 4 578 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
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
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
Komdosh/komnet npmjs.com Git-backed message bus for AI coding agents — Claude Code, Cursor and Codex coordinate asy 7 Claude Code 1 2,458 tok
armelhbobdad/oh-my-skills armelhbobdad.github.io Curated collection of agentskills.io-compliant, version-pinned agent skills — generated an 7 Claude Code 1 1,247 tok
chrisgagne/grounded-forge Project once, retrieve distillations, create tools: a pre-loading retrieval architecture a 7 Claude Code, Codex, OpenCode 4 4,773 tok
redwoodmeridian/nexus-for-meta redwoodmeridian.github.io Connect your Facebook Ads, Pages, Instagram and lead forms to Claude Code. Ask about spend 7 Claude Code 1 1,068 tok
mblode/ghostwriter Draft messages that read as you wrote them, not as a model did. 7 Claude Code, Codex, OpenCode 2 336 tok
deancourse/user-dot-agents Centralized version-controlled Claude Code user-level settings (skills / hooks / settings. 7 Claude Code 1 522 tok
yegor256/dogent Command line linter for your agentic manifestos, like SKILL.md and CLAUDE.md 7 Claude Code 1 306 tok
teamtinvio/jaz-ai jaz.ai Complete agent stack for Jaz. Plugins, Skills, MCP tools, and CLI for Claude Code, Cowork, 7 Claude Code, Codex, OpenCode 1 632 tok
snapsynapse/skill-provenance skillprovenance.dev Version identity and integrity verification for Agent Skills. Tracks versions, detects sta 7 Claude Code, Codex, Gemini CLI, OpenCode 3 2,306 tok
OpenLatch/saferskills saferskills.ai Every AI skill, independently scanned. Public, open-source trust scoring for skills, MCP s 7 Claude Code 5 2,592 tok
CodandoTV/awesome-ai-coding-assistants-playbook A centralized map of references for configuring AI coding assistants — skills, instruction 7 Claude Code 1 831 tok
JasonCodeMaker/Agentic-Research-Control-Panel Local control plane for governed AutoResearch in real repos: human-approved scope, live ex 7 Claude Code, Codex, OpenCode 2 1,894 tok
AgentiaPT/vela-slides agentiapt.github.io Vela Slides - AI Powered presentation App and Agent Skill 7 Claude Code 4 5,169 tok