How real projects configure their agents

32,566 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 agents8,593Claude Code6,906Git and workflow3,640Data and AI3,579Backend and APIs3,563Languages3,497Planning3,327Code review2,909Testing2,708DevOps and cloud2,500Writing and docs2,487Memory and context2,373Frontend2,320Research2,320Security2,182Project management1,993

All Claude Code32,566 Codex24,956 OpenCode23,878 GitHub Copilot3,727 Gemini CLI2,042 Cursor1,771 Windsurf203 Kiro118

Project Stars Configures Files Always loaded
AnthonyPuggs/ausecon-mcp-server auseconmcp.com MCP server for retrieval of Australian economic and financial data - supports ABS, RBA and 5 Claude Code, Codex, OpenCode 2 2,284 tok
charistas/posokanei-mcp Unmaintained / retired. No further updates, security fixes, or support. 5 Claude Code, Codex, OpenCode 2 886 tok
cocaxcode/database-mcp MCP server for database connectivity. Multi-DB (PostgreSQL, MySQL, SQLite), connection man 5 Claude Code 1 1,678 tok
chrischall/infinitecampus-mcp Multi-district MCP server for Infinite Campus (Campus Parent portal) 5 Claude Code, Codex, OpenCode 2 4,648 tok
cyanheads/astronomy-mcp-server npmjs.com Offline observational astronomy — planet and moon positions, rise/set, phases, eclipses, a 5 Claude Code, Codex, OpenCode 2 19,616 tok
nicofains1/agentic-ads agentic-ads.onrender.com Ad network for AI agents. Monetize your MCP server with 20 lines of code. 70/30 revenue sp 5 Claude Code 1 1,337 tok
txn2/mcp-trino mcp-trino.txn2.com A Model Context Protocol (MCP) server for Trino, enabling AI assistants like Claude to que 5 Claude Code 1 3,253 tok
vosslab/vosslab-skills Reusable workflow skills for refactoring plans, code review, repository maintenance, and e 5 Claude Code, Codex, OpenCode 2 395 tok
mostafa-drz/claude-skills Collection of Claude Code and Claude Desktop skills for developer workflows, automation, a 5 Claude Code 3 —
anois/tarot anois.github.io Pure frontend 3D tarot divination · react-three-fiber 3D card table + BYOK LLM interpretat 5 Claude Code 1 2,860 tok
0oKevino0/claude-cad The verification layer for AI-generated CAD. Make Claude Code prove a CadQuery part is val 5 Claude Code 2 1,488 tok
Aaryan-Kapoor/degreeworks-cli Read-only DegreeWorks CLI that lets an AI agent build your exact KSU semester schedule — r 5 Claude Code, Codex, OpenCode 3 3,984 tok
aks-builds/quality-skills 107 production-grade QA engineering skills for AI agents — frontend, API, performance, mob 5 Claude Code, Codex, OpenCode 2 2,230 tok
rsml/tutor rossmiller.dev AI-generated adaptive books that rewrite themselves as you learn. Hexagonal TypeScript wit 5 Claude Code 5 2,673 tok
Ub207/personal-ai-employee linkedin.com AI Employee (Digital FTE) - 4-tier system replacing 10+ hrs/week of admin | Email, WhatsAp 5 Claude Code 1 380 tok
the-sid-dani/second-brain-os PARA second-brain OS for Claude Code — fork, /bootstrap, done. 5 Claude Code, Codex, OpenCode 55 4,169 tok
code-lawyer/Legal-Agent-Skills Legal agent skills: contract review & legal research skill packs for AI coding agents 5 Claude Code 1 2,053 tok
cynco-labs/ai-accounting-skills ai-accounting-skills.pages.dev Agent-native accounting skills for Claude Code — folder dump → books → Beancount + Fava. M 5 Claude Code 1 1,056 tok
iannuttall/png2svg Agent-guided PNG to SVG reconstruction for logos and icons. Clean geometry and gradients, 5 Claude Code, Codex, OpenCode 2 983 tok
shihabshahrier/manim-coding-skill AI STEM animation skill — ManimGL for coding agents 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,024 tok
Stephen-studying/tech-route-maker Evidence-grounded editable technical route diagrams for research and engineering projects. 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,476 tok
kitepon/Throughline npmjs.com Cut ~90% of Claude Code's context usage while keeping nearly all the memory 5 Claude Code, Codex, OpenCode 3 28,853 tok
Adjoint-uk/plc-toolkit LLM-native IEC 61131-3 PLC development toolkit with MCP server 5 Claude Code 1 336 tok
0-SOFT/2Captcha-MCP MCP server exposing the full 2Captcha API to Claude Code: 43 tools (31 captcha solvers + 5 5 Claude Code 1 1,260 tok
krishddd/llm-wiki pypi.org A self-healing local knowledge base where a local LLM compounds your documents across four 5 Claude Code, Codex, OpenCode 2 8,670 tok
erhangundogan/videre videre.sh Multimedia library for the age of AI 5 Claude Code, Codex, OpenCode 2 1,827 tok
maxgfr/conforme Sync your AI coding config from Claude Code, Codex, or any tool (rules, skills, agents, MC 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode 11 30,834 tok
betrayzl/windows-computer-use-mcp Human-like Windows control for AI agents via the Model Context Protocol. Combines DXGI vis 5 Claude Code 1 718 tok
Ashveil1/Elengenix AI-assisted orchestration for bug bounty hunting. Automates security tools for reconnaiss 5 Claude Code, Codex, OpenCode 2 3,333 tok
liustack/summono summono.com One click and DeepSeek Harness is running — the free launcher & installer for AI harnesses 5 Claude Code, Codex, OpenCode 2 1,047 tok
agno-agi/agentos-render docs.agno.com AgentOS: Serve agents over API, MCP, and chat interfaces like Slack 5 Claude Code, Codex, OpenCode 10 2,377 tok
ZenRouter/ZenRouter 🌿 ZenRouter: Serene AI Gateway & Intelligent Routing Engine. Connect Claude Code, Codex, 5 Claude Code 1 3,441 tok
zama-ai/skills 5 Claude Code, Codex, OpenCode 2 982 tok
cosmo-autom8s/ai-executive-assistant Your personal executive assistant that lives in your terminal. Built on Claude Code. Manag 5 Claude Code, Codex 25 —
aakashg/pm-github-workflow-repo Practice repo for PMs: learn Git/GitHub for your AI artifacts (skills, CLAUDE.md, evals, a 5 Claude Code 1 380 tok
staticaland/skills Ceremonial grade agent skills 🫖 5 Claude Code, Codex, OpenCode 7 949 tok
oscal-compass/agentic-agile-authoring oscal-compass.dev Compliance authoring for OSCAL artifacts based on MCP Server and GenAI agentic solution wi 5 Claude Code 1 1,647 tok
specy-ai/skills specy.ai Domain-Driven Design Spec artefacts 5 Claude Code 1 2,426 tok
franciscorizzo/GxObjGen-install 5 Claude Code 2 1,361 tok
xwiki/xwiki-dev-llm Shared LLM resources for developers 5 Claude Code 1 3,240 tok
z4ppy/playlab42 z4ppy.github.io Laboratoire ouvert pour comprendre l’IA et coder avec elle. 5 Claude Code, Codex, GitHub Copilot, OpenCode 19 4,811 tok
X1AOX1A/Skills 5 Claude Code 1 6 tok
car12o/agents A portable configuration and tooling kit for AI coding agents - Claude Code, OpenAI Codex, 5 Claude Code, Codex, OpenCode 2 1,250 tok
agent-anatomy/claude agent-anatomy.github.io Anatomy of the .claude/ folder Claude Code configuration reference 5 Claude Code 2 233 tok
tugrulguner/summonpot summonpot.modepot.io A contract-first Python framework for modernizing APIs for AI through exact application be 5 Claude Code, Codex, OpenCode 4 918 tok
stratalab/strata-core In-memory database built for agents 5 Claude Code 1 3,431 tok
dvcrn/tripit-js CLI and library for TripIt 5 Claude Code, Codex, OpenCode 2 938 tok
Eklavya-San/CTQ-extraction eklavya-san.github.io AI agent skill for extracting Critical-To-Quality (CTQ) parameters, GD&T feature control f 5 Claude Code, Cursor, Gemini CLI 3 231 tok
mercato-supply-chain/mercato-dapp mercatocapital.xyz MERCATO is a supply chain finance application: it helps small and medium businesses (we us 5 Claude Code, Codex, OpenCode 6 4,201 tok
marmot-protocol/whitenoise-linux committish.app Whitenoise linux. Please file issues and PRs on ngit 5 Claude Code, Codex, OpenCode 4 7,231 tok