How real projects configure their agents

31,993 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
WGDevelopment/ynab-mcp-server A minimal, auditable MCP server for YNAB budget management 0 Claude Code 1 911 tok
mattapperson/poof-mcp MCP server for AI terminal control on macOS via zmx and AppleScript 0 Claude Code 1 700 tok
Xsaven/vector-memory-mcp 0 Claude Code, Codex, OpenCode 32 8,290 tok
danielsaban/MCP-server-CRUD-elasticsearch Model Context Protocol (MCP) server for managing Italian cities with CRUD operations backe 0 Claude Code 1 208 tok
raydollete/gemini-for-claude-mcp An MCP server that allows Claude Code (and other MCP-capable assistants) to collaborate wi 0 Claude Code 1 1,602 tok
r3-yamauchi/kintone-mcp-server-python3 A sample implementation of an MCP (Model Context Protocol) server written in Python for in 0 Claude Code 1 5,143 tok
Lakshya-Saini/MySQL-MCP-Server npmjs.com A secure, feature-rich MySQL Model Context Protocol (MCP) server designed for integration 0 Claude Code 1 918 tok
BACH-AI-Tools/pdf-reader-mcp An MCP server providing tools to read PDF files. 0 Claude Code 13 —
AnGrY-Althaf/Pentest-MCP A Model Context Protocol (MCP) server that provides educational penetration testing capabi 0 Claude Code 1 1,365 tok
georgeLochner/playwright-mcp-mod configure which playwright mcp tools are exposed 0 Claude Code 1 641 tok
LeomaiaJr/gemini-docs-skills MCP server for searching and fetching Google Gemini API documentation (ai.google.dev) 0 Claude Code 1 452 tok
hussainkazemian/mcp 0 Claude Code, Codex, GitHub Copilot 2 888 tok
forayconsulting/make_mcp 0 Claude Code 1 1,102 tok
kamiwaza-drew/tool-git Git tool MCP 0 Claude Code, Codex, OpenCode 9 2,031 tok
soukadao/ghdoc-mcp-app 0 Claude Code 2 —
annie25726/accounting-mcp accounting-mcp 0 Claude Code 1 2,041 tok
nathan-bw/unifi-mcp-server MCP server for managing UniFi networks with Google OAuth authentication 0 Claude Code 1 1,405 tok
maanasa-s-5539/CrashPoint-IOS-MCP 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,084 tok
hjsh200219/trading-by-clinical-trial Korean pharma clinical trial intelligence — MCP server + Claude Code plugin. 100-point sco 0 Claude Code, Codex, OpenCode 5 2,205 tok
Wootz/ado-onprem-mcp 0 Claude Code, Codex, OpenCode 2 2,312 tok
stat-guy/text-editor Advanced MCP Text Editor Server - Comprehensive file editing capabilities with enhanced se 0 Claude Code 1 1,598 tok
kud/mcp-github-copilot kud.io 🤖 Query any GitHub Copilot model from Claude — no extra API key, uses your Copilot login 0 Claude Code 1 26 tok
franciscpd/mcp-server-calendar MCP server for Google Calendar — read, search, create, update, and delete events via AI ag 0 Claude Code 1 800 tok
markmocasa-boop/n8n-mcp-czlon 0 Claude Code 9 3,221 tok
mattdkonig/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
sasakiblog26-lgtm/playwright-mcp 0 Claude Code 1 204 tok
m-umemura-pitdesign/pit-mcp MCP server 0 Claude Code 1 1,566 tok
CoderRahul01/Taskup-mcp 0 Claude Code, Codex 2 —
jayden-chmod/warrant-mcp 0 Claude Code 3 —
code-and-relax/robloxstudio-mcp 0 Claude Code 1 774 tok
Nicolasvegam/boma-mcp MCP server para gestionar reservas de salas en Boma 0 Claude Code 2 576 tok
tistaharahap/bhinneka-mcp 0 Claude Code, Codex, OpenCode 2 1,699 tok
ssasuoirafen/teams-mcp-server MCP server for Microsoft Teams via Graph API 0 Claude Code, Codex, OpenCode 2 1,777 tok
obe711/google-workspace-mcp Domain wide read only MCP server for email and file queries in Google Workspaces 0 Claude Code 1 —
dlhck/task-fabric File-based, git-versioned task manager for AI agents — plain markdown tasks, hybrid search 0 Claude Code 1 33 tok
zzgael/nanobanana-mcp-server 0 Claude Code 1 3,030 tok
adamhajari/zulip-mcp MCP server for Zulip channel digests and summaries 0 Claude Code 1 102 tok
TeamDay-AI/se-ranking-mcp SE Ranking MCP server (fork with per-request credential support) 0 Claude Code 1 1,898 tok
jrmatherly/mcp-context-forge 0 Claude Code, Codex, GitHub Copilot, OpenCode 6 4,859 tok
sergiolopez94/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
Samcil/excel-mcp-server Excel MCP Server 0 Claude Code 1 827 tok
fredriksknese/mcp-infoblox MCP server for infoblox 0 Claude Code 1 517 tok
sirrlock/mcp Sirr MCP server — lets Claude Code read and write ephemeral secrets 0 Claude Code 1 833 tok
Tako3832/n8n-mcp-main n8n MCP integration 0 Claude Code 9 2,911 tok
glebis/sketch-mcp-server 0 Claude Code, Codex, OpenCode 2 827 tok
minuchoi/firefox-network-mcp-extension 0 Claude Code 1 3,373 tok
ltmorro/yes_chef_mcp Meal planning optimization MCP 0 Claude Code 1 348 tok
bald-newcomer/yfinance-mcp 0 Claude Code 1 540 tok
aicoder2048/img_gen_replicate_mcp MCP Server for Image Generation using Replicate AI models 0 Claude Code 3 —
syamai/documentation-mcp 0 Claude Code 1 793 tok