How real projects configure their agents

43,761 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731

All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
yukincom/rakuten-pantry-mcp A modified version of mrslbt/rakuten-mcp for Ichiba only. Calculates unit prices from prod 1 Codex, OpenCode 1 302 tok
ashishpatill/tell-proof Tell reads your rendered UI, names what makes it look AI-generated, and helps you art-dire 1 Claude Code, Codex, Cursor, OpenCode 61 1,825 tok
nobulart/octane-mcp Octane MCP for Hermes 1 Codex, OpenCode 1 2,000 tok
enihcam/opencode-webmcp MCP server bridge — exposes Chromium WebMCP tools (document.modelContext) as MCP tools. Wo 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,935 tok
philipp-mlr/monica-mcp Full-coverage MCP server for Monica CRM — 29 action-based tools across all 30 API endpoint 1 Claude Code 1 604 tok
LooseWireDev/mealforge AI-planned weekly meals, self-hosted. Plan in chat with any MCP-capable agent — get recipe 1 Claude Code, Codex, OpenCode 6 1,406 tok
UmutKDev/myanimelist-mcp 1 Claude Code 7 2,257 tok
Sannnao/react-hook-form-docs-mcp Local semantic search over React Hook Form docs for AI agents (Claude, Cursor) via MCP — n 1 Claude Code 1
auckland-ai-collective/trundler 1 Claude Code 1 306 tok
andresmorales07/mem0-mcp MCP server wrapping a self-hosted mem0 REST API for Claude Desktop/Code 1 Claude Code 1 905 tok
dw18031988/ds_mcp_server ds-mcp-server-theta.vercel.app 1 Codex, OpenCode 1 298 tok
matuspavliscak/agentovka MCP server for Czech datové schránky (ISDS). Lets AI agents read, archive and send message 1 Claude Code 2
RZFL/agentops-mcp Local-first MCP safety agent for AI coding workflows with checkpoints and rollback. 1 Codex, OpenCode 1 271 tok
ohneben/Anytype-MCP ohneben's Anytype MCP — a self-hosted Anytype MCP server: the official tool set as an alwa 1 Claude Code 1 708 tok
capritora/clonst Adversarial AI code review for Claude Code: an MCP server that has your plans and code cri 1 Claude Code 1 1,074 tok
bamboovfx/houdini-mcp-codex Rock Codex Houdini MCP setup and Windows installer 1 Codex, OpenCode 1 1,704 tok
khou/showrunner Realtime director/member coordination for coding-agent sessions (Claude Code + Cursor, loc 1 Codex, OpenCode 1 305 tok
csimi/elastic-mcp Model Context Protocol server for Elasticsearch 1 Claude Code 1 1,210 tok
andre-motta/claude-fleet-monitor Fleet monitoring for Claude Code sessions - TUI dashboard, MCP server, and terminal focus 1 Claude Code, Codex, OpenCode 2 2,103 tok
dominik1001/carddav-mcp 📇 A CardDAV Model Context Protocol (MCP) server to expose contacts and address books as t 1 Claude Code 1 465 tok
krim404/mem0-mcp Self-hosted agent-memory MCP bridge (mem0 OSS) + shared-memory skill. SDD with Claude Fabl 1 Claude Code 1 990 tok
agentculture/learn-cli A CLI, MCP server, and web front for learning — a hosted site where humans and agents lear 1 Claude Code 19 3,780 tok
mlmil/Ableton-Live-MCP-ULTRA-v2 This is the active Ableton MCP v2 workspace: the upstream bschoepke/ableton-live-mcp found 1 Claude Code, Codex, OpenCode 2 12,262 tok
keyhr/utol-mcp MCP for UTOL (UTokyo LMS) 1 Claude Code 1 1,178 tok
sandyup/comfyui-mcp comfyui-mcp 1 Claude Code, Codex, Gemini CLI, OpenCode 3 2,059 tok
Roee-Tsur/whatsapp-mcp 1 Claude Code 1 1,824 tok
flic/node-red-contrib-mcp-server Generic Model Context Protocol (MCP) server nodes for Node-RED: expose flows as MCP tools 1 Claude Code 7
fabiolenine/mcp_deepmen0 1 Claude Code 1 2,260 tok
dkritarth/context-kernel dkritarth.com Token-gated MCP server on Cloudflare Workers that serves your hand-curated context memory 1 Claude Code, Codex, OpenCode 2 801 tok
nschneir/PET-Project nschneir.github.io PET Project is a set of tools, skills, and an MCP to enable agentic Commodore PET coding a 1 Codex, OpenCode 1 1,766 tok
konstruktoid/prescryb MCP server for CVE/config remediation orchestration: SSH inventory, OSV/NVD lookups, CIS/D 1 Claude Code, Codex 4 821 tok
YuLeiFuYun/machine-bridge-mcp Hosted Remote MCP bridge to a local machine daemon 1 Codex, OpenCode 1 5,863 tok
hongti/mcp-openai-image MCP server wrapping OpenAI gpt-image-2 for image generation and editing 1 Claude Code 1 636 tok
CopperEagle/agora MCP server for seamless, massively parallel agent collaboration to boost your productivity 1 Codex, OpenCode 1 3,091 tok
astraclawteam/agent-computer-use-mcp xiaozhi.qlogicagent.com Evidence-driven Windows Computer Use for MCP Hosts: semantic observation, secure screensho 1 Codex, OpenCode 1 1,267 tok
Randhir123/claude-ops-investigator MCP-based ops investigator 1 Claude Code, Codex, OpenCode 16 8,956 tok
tcconnally/perseus-amd-act-ii Perseus Vault x AMD Instinct — encrypted, local-first agent memory kept off the GPU. AMD D 1 Codex, OpenCode 1 769 tok
abdul-hamid-achik/cortex cortexai.tools Local-first agent kernel: a durable case file + phase machine (orient → investigate → plan 1 Codex, OpenCode 1 8,871 tok
Gato513/kicad-mcp 1 Claude Code, Codex, OpenCode 3 5,360 tok
Sekharz/web-scrapper-mcp A small playwright scrapper to scrape web pages but can used through Natural Languages or 1 GitHub Copilot 1 291 tok
alarconcesar/flow-mcp 1 Claude Code 1
loumalouomega/Kratos-MCP-Server loumalouomega.github.io MCP server for Kratos Multiphysics 1 Claude Code 1 4,237 tok
TommyKisly/f1-mcp Live Formula 1 data over MCP — standings, results, and schedule as tools, with an MCP Apps 1 Claude Code, Codex 1
ash25082003/jarvis-mcp Local-first Markdown memory server for MCP-compatible AI clients 1 Claude Code, Codex, OpenCode 2 1,237 tok
davidvornholt/mail-mcp Draft-only IMAP helper for Thunderbird workflows — MCP server + CLI on a shared Effect cor 1 Claude Code, Codex, OpenCode 15 698 tok
0xendale/evm-agent-toolkit Deterministic MCP toolkit for autonomous AI agents auditing and optimizing EVM smart contr 1 Claude Code, Codex, Gemini CLI, OpenCode 3 1,474 tok
ShiroKSH/skills Roblox Studio skill and local MCP bridge for Claude Code, Codex, and other coding agents. 1 Codex, OpenCode 1 145 tok
asish-singh/mcp-site-gateway npmjs.com Turn any existing website into a working MCP server so AI assistants can search and use it 1 Claude Code 1 338 tok
daniil-shumko/cloudflare-workers-mcp 1 Claude Code 1 1,303 tok
tvolodi/penpot-mcp 1 Claude Code 1 777 tok