How real projects configure their agents

23,196 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
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
zoom/zoom-plugin Claude plugin for planning, building, and debugging Zoom integrations across REST APIs, SD 7 Codex, OpenCode 1 436 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
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
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
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
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
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
Chili-Piper/mcp-assets chilipiper.com Official Chili Piper Skills and ChatGPT GPTs for the Chili Piper MCP — meeting diagnostics 7 Codex, OpenCode 1 845 tok
AvinashP/AgentsAtlas Minimal workflow for building production-ready projects with Claude Code & Codex. 8 comman 7 Claude Code, Codex, OpenCode 2 489 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
Kaguara/emerging-market-skills Agent skills for building software that works on the other five billion phones. 7 Codex, OpenCode 1 2,296 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
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
Marsmanleo/MarsNMe marsnme.com Agent-agnostic AI memory MCP — never forget a conversation again 7 Codex, OpenCode 1 643 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
dmytri/shipshape skills.sh Shipshape is a context-isolated spec-driven development workflow for coding agents. Specs 7 Codex, OpenCode 1 1,623 tok
pitlane-ai/pitlane Race a baseline vs a skill or MCP on real tasks. Hard checks show if it got better, faster 7 Codex, OpenCode 1 287 tok
memi-design/design-skills Practical design judgment for AI coding agents: 94 governed skills for craft, research, ge 7 Codex, OpenCode 1 237 tok
mblode/ghostwriter Draft messages that read as you wrote them, not as a model did. 7 Claude Code, Codex, OpenCode 2 336 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
liyading1818/obsidian-llm-wiki Karpathy LLM Wiki for Obsidian: LLM-maintained knowledge base + Cursor agent skills (wiki, 7 Codex, OpenCode 1 2,794 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
netresearch/typo3-docs-skill Agent Skill for creating and maintaining TYPO3 extension documentation | Claude Code compa 7 Codex, OpenCode 1 928 tok
altertable-ai/skills altertable.ai Agent Skills for Altertable 7 Codex, OpenCode 1 1,577 tok
hani-q/qstack A personal stack of agent skills for reviewable planning, disciplined execution, and durab 7 Codex, OpenCode 1 512 tok
otto-haus/otto otto.haus Your agents forget every correction. otto makes them stick. 7 Codex, OpenCode 1 2,449 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
AytuncYildizli/yapitalism Drive terminal coding agents by voice, with receipts that never claim more than they prove 7 Claude Code, Codex 1
dasein108/yt-mem-ai pypi.org A local YouTube memory for your AI assistant — transcribe, remember, summarize. CLI + MCP 7 Claude Code, Codex, OpenCode 2 4,919 tok
L-X-T/ng-agentic A practical Angular workspace starter with modern best practices, AI-ready tooling, and sc 7 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 2,522 tok
devrimcavusoglu/skern skern.dev Mass Skills Manager for Agents on AI Driven Development 7 Claude Code, Codex, OpenCode 2 4,389 tok
Victory-7291/project-scaffold-setup-skills Reusable agent skills for scaffolding C++ and embedded projects 7 Codex, OpenCode 1 995 tok
narumiruna/gurume narumiruna.github.io Python CLI, TUI, and MCP server for searching Japanese restaurants on Tabelog 7 Claude Code, Codex, OpenCode 2 1,035 tok
lesliebiubiubiu/agent-context-kb-skill Lightweight, agent-facing routed knowledge base skill that gives coding agents durable pro 7 Claude Code, Codex, OpenCode 2 802 tok
memi-design/design-sandbox memoire.cv memi-ready Next.js, Tailwind, shadcn, MCP, and Agent Skills sandbox for interface understa 7 Claude Code, Codex, OpenCode 3 311 tok
janmaaarc/basecamp A production-ready setup for Claude Code and Codex. Shared coding rules, per-project memor 7 Claude Code, Codex, OpenCode 2 5,490 tok