How real projects configure their agents

1,908 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 agents7,473Claude Code6,589Data and AI3,693Backend and APIs3,491Languages3,403Planning3,201Git and workflow3,131Code review2,731Memory and context2,354Testing2,335DevOps and cloud2,298Research2,288Writing and docs2,284Frontend2,242Security1,995Productivity1,703

All Claude Code32,066 Codex23,211 OpenCode21,984 GitHub Copilot3,528 Gemini CLI1,908 Cursor1,730 Windsurf104 Kiro70

Project Stars Configures Files Always loaded
tingyiy/atlassian-mcp-server An open-source Model Context Protocol (MCP) server for Atlassian Jira and Confluence Cloud 2 Claude Code, Gemini CLI 2 2,292 tok
xilu0/awesome-claude-code claude-code-academy-gamma.vercel.app A repo that collects awsome learning materials/tools for Calude Code developers, aiming at 2 Claude Code, Gemini CLI 3 1,125 tok
Ant-Intelligence/awesome-claude-code academy.claude-code.club A repo that collects awsome learning materials/tools for Calude Code developers, aiming at 2 Claude Code, Gemini CLI 3 1,102 tok
chefallan/awesome-context-engine chefallan.github.io Portable repo memory for AI coding agents. Keeps context current across Copilot, Claude, C 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,001 tok
zkoss-demo/agent-skill zk related agent skills 2 Claude Code, Gemini CLI 2 727 tok
ThiagoEvoa/agent_skills A repository contains a collection of custom agent skills 2 Gemini CLI 1 1,399 tok
felipeblassioli/agent-skills skills.sh My personal official collection of agent skills, react ones forked from vercel 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 11 4,277 tok
hamzaMissewi/agent-skills 2 Claude Code, Codex, Gemini CLI, OpenCode 11 1,942 tok
nucliweb/gemini-agent-skills An orchestration framework for specialised deterministic AI agents in Chrome DevTools. Imp 2 Gemini CLI 1 459 tok
weijunswj/ai-agent-toolkit weijunswj.notion.site AI Agent Toolkit plugin for AI-assisted coding governance, tools and skills. 2 Claude Code, Codex, Gemini CLI, OpenCode 3 5,642 tok
ihistand/claude-plugins 2 Claude Code, Gemini CLI 2 2,293 tok
afaizalam2003/Master-claude-skill A comprehensive open-source collection of 220+ production-ready skills, agent plugins, and 2 Gemini CLI 187
hkopenai/hk-city-mcp-server This is an MCP server that provides access to government city data through a FastMCP inter 2 Gemini CLI 1 142 tok
hkopenai/hk-election-mcp-server This is an MCP server that provides access to government election and legislature data thr 2 Gemini CLI 1 77 tok
SachieWang/java-jdtls-mcp-server MCP Server for Java using JDT.LS 2 Gemini CLI 1 542 tok
utenadev/strudel-mcp Model Context Protocol integration for Strudel live coding environment 2 Gemini CLI 1
JulianKimmig/agile_mcp 2 Gemini CLI 1 22 tok
dirien/pulumi-events MCP server for managing events on Meetup.com via AI assistants 2 Claude Code, Codex, Gemini CLI, OpenCode 4 2,549 tok
ilyautov/moysklad-mcp-ru moysklad-mcp-ru.aifrontier.tech MCP server for MoySklad (JSON API 1.2): inventory, products, orders, documents, reports, a 2 Codex, Gemini CLI, OpenCode 2 1,190 tok
densuke/fuga-memory Long-term memory MCP server for Claude Code and other LLMs 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,720 tok
comicchang/iitc-mcp IITC MCP Bridge — bridge between Ingress Intel (IITC) and Model Context Protocol agents 2 Claude Code, Codex, Gemini CLI, OpenCode 3 674 tok
tomohiro-owada/google-workspace-mcp MCP server for Google Workspace APIs (Calendar, Gmail, Drive, Docs, Sheets, Slides, Chat) 2 Gemini CLI 1 257 tok
jrb00013/mailnotmilk Shared agent mailbox MCP — Cursor, Claude Code, and friends post/read/reply across session 2 Claude Code, Codex, Gemini CLI, OpenCode 5 342 tok
universal-mcp/applications 2 Claude Code, Codex, Gemini CLI, OpenCode 3 9,414 tok
bigwolfeman/Document-MCP 2 Claude Code, Gemini CLI 11 3,852 tok
dinglebear-ai/rytdl npmjs.com Rust MCP server and CLI for yt-dlp media search/downloads, metadata tagging, transfer queu 2 Claude Code, Codex, Gemini CLI, OpenCode 4 3,626 tok
bekservice/Famulor-Skill famulor.io A powerful Famulor skill for seamless integration and automation of the Famulor AI platfor 2 Gemini CLI 1 92 tok
khaoss85/agent-crm accordo.dev Accordo — agent-native CRM framework for Claude Code, Codex and Gemini CLI. Author custom 2 Claude Code, Codex, Gemini CLI, OpenCode 15 4,526 tok
SecretRichGarden/metasota-API-MCP An MCP based on the Meta Search API, with the native chat feature removed because the offi 2 Codex, Gemini CLI 2 474 tok
Doucs91/hivelore Policy enforcement layer for AI coding agents — briefing gates, team memory, Git/CI checks 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,446 tok
DespotB/handelsregister-cli Search the German commercial register (Handelsregister) and download all registry document 2 Claude Code, Codex, Gemini CLI, OpenCode 3 1,057 tok
adammatthewsteinberger/clippy-pet adammatthewsteinberger.github.io Unofficial animated paperclip pet for the ChatGPT desktop app & Codex CLI. 9 animations, 1 2 Claude Code, Codex, Gemini CLI, OpenCode 5 2,330 tok
firstsun-dev/skills Modular AI agent skill arsenal for Gemini CLI and Claude Code 2 Claude Code, Codex, Gemini CLI, OpenCode 3 1,489 tok
Fred-In-tech/learn-as-you-build Stop shipping code you can't explain. An AI coding assistant that teaches while it works — 2 Claude Code, Codex, Gemini CLI, OpenCode 3 2,658 tok
rhyme17/ai-study-workflow AI-assisted active recall workflow for university learning, final exam review, course PDFs 2 Claude Code, Codex, Gemini CLI, OpenCode 3 537 tok
oaslananka/health-monitor-mcp TypeScript MCP server for service health monitoring, status checks, uptime probes, and ope 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 2,927 tok
FradSer/mcp-server-git-cz 2 Gemini CLI 1 202 tok
nadimtuhin/antigravity-cli-mcp CLI MCP server for antigravity tooling 2 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 7 1,688 tok
ormastes/simple 1 Claude Code, Codex, Gemini CLI, OpenCode 83 11,207 tok
studioinfj-art/stoners-design 51 portable design skills and a searchable MCP for Codex, Claude, Gemini, Copilot, Cursor, 1 Gemini CLI 1 63 tok
dinglebear-ai/soma soma.dinglebear.ai Batteries-included RMCP runtime and scaffold for shipping Rust MCP servers with CLI/REST/H 1 Claude Code, Codex, Gemini CLI, OpenCode 4 6,471 tok
Roop-World/LegalSearch Agent kit and MCP Registry metadata for Roop LegalSearch, a public Indian legal search MCP 1 Claude Code, Codex, Gemini CLI, OpenCode 3 303 tok
Tempguru-co/tempguru-agent-skills tempguru.co W-2 event staffing data for AI agents — coverage, rates, lead times, and compliance for 30 1 Codex, Gemini CLI, OpenCode 2 915 tok
ravidorr/murphys-laws 1 Claude Code, Gemini CLI 3 1,062 tok
zaxarovcom/thisispaper-mcp thisispaper.com Thisispaper is an independent art, architecture and design publication. Every project in t 1 Gemini CLI 1 277 tok
Lawstronaut-FZCO/lawstronaut-mcp Connect your AI to millions of laws and court cases! Lawstronaut is the infrastructure lay 1 Gemini CLI 1 99 tok
octoparse/octoparse-mcp Official Octoparse MCP server for AI-powered web scraping workflows. 1 Claude Code, Codex, Gemini CLI, OpenCode 3 5,701 tok
celineycn/quantdata-plugin quantdata.uk Measured market statistics over MCP — remote server at https://api.quantdata.uk/mcp, no AP 1 Gemini CLI 1 7,478 tok
AgentTanuki/agent-guild agent-guild-5d5r.onrender.com The trust + settlement layer for AI agents — discover, vet, pay, and build portable reputa 1 Codex, Gemini CLI, OpenCode 2 2,238 tok
Asthanaji05/MCP_Pokemon The PokeAPI MCP Server acts as a bridge, allowing AI assistants to fetch and utilize compr 1 Gemini CLI 1 264 tok