How real projects configure their agents

3,700 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
craigcossairt/trellis The structure a project grows on: a free starter template for AI-assisted development. One 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 9 7,670 tok
rishapgandhi/python-skills AI-SDLC framework of skills, rules, and agent definitions that AI coding agents use to gen 5 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 6 4,061 tok
SolidKeyAB/logan AI-powered log file viewer and analyzer — handles 14M+ lines with virtual scrolling, MCP a 5 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 5,224 tok
AccountZero/elon-stack Five rules that stop a coding agent from optimizing things that should not exist. 5 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,357 tok
jgiox/goodvibes One command. Production-grade project. No config. 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode, Windsurf 16 12,349 tok
williamisnotdefined/rubiks-cube-solver 5 Claude Code, Codex, GitHub Copilot 28 40,799 tok
fokkerone/superspecs 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 28 1,504 tok
ystreibel/logseq-wiki Skill-based framework for building and maintaining a Logseq knowledge base using AI coding 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode 44 5,599 tok
racecraft-lab/racecraft-plugins-public code.claude.com Open-source Claude Code plugins from Racecraft Lab 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 50 5,825 tok
DayronDLR/sap-enterprise-stack-plugin SAP Enterprise Agent Stack — Claude Code plugin (MIT) 5 GitHub Copilot 26 60,280 tok
ArabAgentSkills/arab-payments-skill-atlas AI agent skill atlas for safer Arab/MENA payment and BNPL integrations. 5 Claude Code, Codex, GitHub Copilot, OpenCode 3 803 tok
soenkenils/mailbox-mcp-server 5 Claude Code, GitHub Copilot 8 1,476 tok
ArangoGutierrez/k8s-gpu-mcp-server NVIDIA GPU hardware introspection for Kubernetes clusters via MCP 5 GitHub Copilot 1 1,896 tok
madebygps/obsidian-diary-mcp MCP server for Obsidian diary management with local AI (Ollama). Generates reflection prom 5 GitHub Copilot 2 72 tok
navapbc/rebar Rebar can block work until an AI plan review passes, require signed completion verificatio 5 Claude Code, Codex, GitHub Copilot, OpenCode 5 11,080 tok
petar-djukic/writing-skills Claude Code skills for rewriting AI-drafted prose to pass AI detectors: a measured three-s 5 Claude Code, Codex, GitHub Copilot, OpenCode 3 9,303 tok
semanticash/cli semantica.sh Semantica makes AI code provenance, attribution, and semantic lineage visible across commi 5 GitHub Copilot 1 309 tok
Lucabiz/agentscribe One source of truth for your AI agent instructions — generate and validate AGENTS.md, CLAU 5 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,819 tok
danchev/openmarkets docs.openmarkets.dev A Model Context Protocol (MCP) server for agentic retrieval of financial market data 5 Claude Code, Codex, GitHub Copilot, OpenCode 9 8,910 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
illodev/taiga-mcp Full-featured MCP (Model Context Protocol) server for Taiga project management. Provides c 5 Claude Code, GitHub Copilot 20 2,278 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 9 44,667 tok
vodoon-cell/ai-website-cloner-template-all ai-website-cloner-template 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 2,437 tok
ihuzaifashoukat/splicedeck A video editor an AI agent drives, running on your own machine. 5 Claude Code, Codex, GitHub Copilot, OpenCode 7 2,541 tok
nikosavola/k-ruoka-mcp nikosavola.github.io MCP server for managing K-Plussa account's K-Ruoka (Finnish grocery) shopping cart from an 5 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,937 tok
StepFunctionLLC/mcp-server-cantera An MCP server wrapped around Cantera to facilitate use by an LLM 5 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,463 tok
Griboedow/PandocUltimateConverter mediawiki.org Pandoc converter extension for mediawiki which imports not only text, but also images 5 GitHub Copilot 1 1,714 tok
klodr/mercury-invoicing-mcp Mercury Banking MCP server with full Invoicing API support. Read accounts/transactions and 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,618 tok
Priyans-hu/tokenmeter priyans-hu.github.io macOS menu bar app for Claude Code token usage visualization 4 Claude Code, GitHub Copilot, Cursor 3 1,216 tok
zebbern/termstack An open-source agentic vibe coding platform that helps you build your own platform (Claude 4 Claude Code, GitHub Copilot 12 15,538 tok
fabioc-aloha/Alex_Plug_In Transform GitHub Copilot into a sophisticated AI learning partner with meta-cognitive awar 4 Claude Code, Codex, GitHub Copilot 200 137,391 tok
dryvist/ai-workflows Reusable AI agent workflows that run 24/7 — issue triage, code cleanup, multi-repo orchest 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,021 tok
mskhambaty/mumineen-coordination-whatsapp project-c94rt.vercel.app WhatsApp app for Mumineen coordination 4 Claude Code, Codex, GitHub Copilot, OpenCode 6 1,667 tok
rapozoantonio/memorykit 4 GitHub Copilot 3 2,650 tok
Byggarepop/TokenSaver Roslyn-powered warm start for AI coding agents: C# outlines with line ranges instead of wh 4 Claude Code, GitHub Copilot 3 2,108 tok
animicaorg/all animica.org Animica — post-quantum (ML-DSA-65) proof-of-work Layer-1 blockchain by Alexander Lehman: P 4 Codex, GitHub Copilot, OpenCode 2 4,954 tok
scottchronicity/ephemeris-mcp pypi.org Precision astronomical ephemeris for AI agents. An MCP server providing planetary position 4 Codex, GitHub Copilot, Cursor, OpenCode 3 1,032 tok
evalor/Dida365MCP This is a Dida365/TickTick MCP server that Copilot spent 3 hours writing by itself! 4 GitHub Copilot 1 2,628 tok
paarths-collab/quant-brain-mcp MCP Server for Stock Analysis, Backtesting, and Portfolio Intelligence 4 Claude Code, Codex, GitHub Copilot, Cursor 3 1,142 tok
sandraschi/yahboom-mcp FastMCP 3.2 server plus Webapp for Yahboom Raspbot v2 robot car, ros2, raspberry pi 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 7 1,209 tok
junyoung2015/pr-review-skill AI-powered PR review pipeline for Claude Code. Turns 30-45 min code reviews into ≤ 8 min s 4 GitHub Copilot 3 522 tok
VersoXBT/claude-initial-setup 75 skills, 14 agents, 15 commands for Claude Code. Plug-and-play starter kit covering Type 4 Codex, GitHub Copilot, Cursor, OpenCode 3 4,908 tok
lexCoder2/lxDIG-MCP Dynamic Intelligence Graph (DIG) MCP server for AI coding agents. Persistent code knowledg 4 Claude Code, GitHub Copilot 5 1,103 tok
jenreh/appkit Reflex.dev components based on mantine.dev. Chat application and image generation UI. 4 Claude Code, Codex, GitHub Copilot, OpenCode 29 1,610 tok
diomonogatari/stash-mcp MCP Server to connect with your Bitbucket Server (aka Stash) 4 GitHub Copilot 1 600 tok
u9401066/medical-calc-mcp 🏥 MCP Server with 121 validated medical calculators for AI agents. DDD architecture, evid 4 GitHub Copilot 1 1,770 tok
oguzhankir/fmtly fmtly.dev The high-performance, local-first data engine for developers and AI agents. Format, valida 4 Claude Code, GitHub Copilot, Cursor, Windsurf 4 4,264 tok
asterixix/polish-academic-mcp Polskie bazy wiedzy (od naukowych po dane statystyczne, prawne, meteorologiczne, normy ora 4 Claude Code, Codex, GitHub Copilot, OpenCode 11 18,482 tok
sidrat2612/routesmith pypi.org Host-aware model routing for coding agents. Python library + MCP server for Claude Code, C 4 GitHub Copilot 1 634 tok