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
jh941213/codex-lattice Codex Lattice: installable Codex skills, hooks, custom agents, MCP search, and docs-first 19 Codex, OpenCode 1 3,523 tok
nevir/agentfill agentfill.dev A "polyfill" that standardizes and centralizes AGENTS.md configuration and Agent Skills su 19 Claude Code, Codex, OpenCode 6 676 tok
ydeng11/rulesify Skill management tool for AI agents - discover and install pre-built workflows from Anthro 19 Codex, OpenCode 1 4,210 tok
eddmann/my-own-coding-agent Educational Python coding agent with provider-agnostic LLM support, skills system, and ext 19 Claude Code, Codex, OpenCode 2 47 tok
hamsurang/kit Agent skill set of Hamsurang 19 Claude Code 2 —
SamMorrowDrums/mcp-python-starter A starter MCP server in Python. 19 Codex, OpenCode 1 1,072 tok
thevgergroup/apollo-io-mcp An AI MCP server for apollo.io 19 Claude Code 1 1,212 tok
leocder07/spectra 8 AI agents grade your entire repository across 6 dimensions — signed, verifiable A+ to F 19 Claude Code 1 2,655 tok
gleanwork/mcp-server-tester mcp-server-tester-docs.vercel.app Playwright-based testing and eval framework for MCP servers with LLM-as-a-judge 19 Claude Code, Codex, OpenCode 3 8,740 tok
turlockmike/chess-mcp A MCP Server with various chess functionality 19 Cursor 1 75 tok
lionelschiepers/StockQuotes.MCP AI MCP Server to fetch real time financial data 19 Codex, OpenCode 1 165 tok
FlorianBruniaux/node-dep-scope Symbol-level dependency analyzer for TS/JS — flags native alternatives (195 packages incl. 19 Claude Code 1 3,918 tok
cexll/bmad-mcp-server Breakthrough Method for Agile Ai Driven Development MCP Server 19 Claude Code 1 4,773 tok
CoralGame/Claude-Code-Game-Studios Turn Claude Code into a full game dev studio — 48 AI agents, 36 workflow skills, and a com 19 Claude Code 8 381 tok
mustel-py/mustel mustel.vercel.app Non-AI static analysis layer for AI coding agents - Ruff, Bandit & pip-audit unified into 19 Cursor, Windsurf 2 158 tok
Ebbe-Method/airtable-skills Claude Code plugin for Airtable - comprehensive assistant for schema design, API, scriptin 19 Claude Code, Codex, OpenCode 2 2,550 tok
Magical-Bear/langchain-mcp-deepeval-trajectory-eval A demo of multi mcp server tool use trajectory evaluation Frame work. 19 Claude Code 1 2,833 tok
pedramamini/RewindMCP Pythonic library of Rewind.ai SQLite Database. Includes CLI and MCP interfaces. 19 Claude Code 1 1,042 tok
fadwen/Powershell-Copilot-Standards techbyjeff.net Enterprise-grade PowerShell development standards and GitHub Copilot instructions for cons 19 GitHub Copilot 24 43,625 tok
AgiFlow/openskill A secured environment to run Skills (instroduced by Anthopic). Support Codex, Gemini, Copi 19 Claude Code, Codex, OpenCode 6 330 tok
ai-native-camp/camp-2 AI Native Camp, 2nd cohort - An intensive 7-day Claude Code camp for non-developers 19 Claude Code 12 —
benbjurstrom/ezrag Turns your Obsidian vault into a Gemini-powered RAG index with semantic search, in-app cha 19 Codex, OpenCode 1 6,960 tok
devdacian/touchstone A lightweight, automated multi-model process for rapid agent-skill improvement with advers 19 Claude Code, Codex, OpenCode 3 510 tok
sanskrit-lexicon/COLOGNE Development of http://www.sanskrit-lexicon.uni-koeln.de/ 19 Claude Code 1 477 tok
AtmaticAI/agent-tools agent-tools is an agent-driven data utility platform that provides deterministic tools for 19 Codex, OpenCode 1 2,518 tok
DangQuangSE/team-development-skills 19 Claude Code, Codex, Cursor 76 —
jahands/prompts My AI prompts 19 Claude Code 5 171 tok
gpauloski/python-template gregpauloski.com Python package template 19 Claude Code, Codex, OpenCode 2 772 tok
anxiong2025/harness-cowork 19 Claude Code 5 438 tok
opsb/cv-elm 19 Claude Code 1 1,276 tok
hunterLee666/deerflow2.0-project 19 Claude Code 1 2,589 tok
PulkitXChadha/awesome-databricks-mcp 19 Claude Code 9 4,614 tok
phil65/LLMling Easy MCP (Model Context Protocol) servers and AI agents, defined as YAML. 19 GitHub Copilot 1 140 tok
AshwinSundar/congress_gov_mcp 19 Claude Code 1 20 tok
hazelcast/hive Design system built with A11Y in mind 19 Claude Code 3 273 tok
paulyuk/snap-squad Warm-start addon for bradygaster/squad — pre-baked agent squads for hire for instant deplo 19 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,506 tok
graykode/starquake graykode.github.io Near-real-time GitHub stargazing dashboard. Stars fall on a three.js globe; a live bar rac 19 Claude Code 1 5,150 tok
shravan-swagwalapm/shipstack Knowledge OS for AI-assisted development. Memory, past mistakes, decision records, session 19 Claude Code 1 1,080 tok
SpillwaveSolutions/architect-agent architect-agent 19 Claude Code, Codex, OpenCode 2 2,927 tok
tim-mccrimmon/structured-context-spec structuredcontext.dev A community-driven specification for creating, validating, and versioning structured conte 19 Claude Code 1 2,486 tok
eins78/audioplotter audioplotter.ars.is generate vectorgraphics for pen plotting from audio files 19 Claude Code 1 4,959 tok
duyet/charts duyet.github.io Collection of useful Helm Charts. Well test with KinD and Kubeconform 19 Claude Code 1 3,153 tok
amirilovic/ai-crew AI Agent Crew - Multi-agent development team automation 19 Claude Code 6 —
MinhThang1009/dotclaude 19 Claude Code 1 1,212 tok
stevenflyai/llm-wiki-web Implementation inspired by Andrej Karpathy's LLM Knowledge Base pattern. 19 Claude Code 3 1,681 tok
BCSDLab/KOIN_WEB_RECODE koreatech.in Web Service of KOIN service for KOREATECH Students. 19 Claude Code 16 —
rsoesemann/ROBERT.md 19 Codex, OpenCode 1 1,536 tok
paulnsorensen/easy-cheese cheeselord.dev Cheese your code 🧀 — high-quality results as easy as cheese. A portable, harness-agnostic 19 Codex, GitHub Copilot, OpenCode 5 5,058 tok
jfrog/agent-belt Reproducible evaluation for AI coding agents. Multi-turn scenarios against Claude Code, Co 19 Codex, OpenCode 1 2,594 tok
kinoward/dayu-harness-skill Turn one-off AI collaboration prompts into long-running repository governance. · “把一次性的 AI 19 Codex, OpenCode 1 4,589 tok