How real projects configure their agents

31,986 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
patrickdeanfox/zuar-portal-mcp MCP server that lets Claude create and manage Zuar Portal HTML blocks 1 Claude Code 26 416 tok
zarfld/presonus-studiolive-mcp MCP server using featherbear / presonus-studiolive-ap 1 Claude Code, Codex, GitHub Copilot, OpenCode 67 61,377 tok
skycaier/sky-windows-remote-executor MCP-native Windows remote execution service with Web UI and FastAPI 1 Claude Code, Codex, OpenCode 2 724 tok
lamenting-hawthorn/supermem Persistent AI memory: four-tier retrieval (SQLite FTS5 → graph → vectors → LLM agent) 1 Claude Code 1 1,952 tok
jordanburke/dakboard-mcp-server 1 Claude Code 2 1,159 tok
Iziedking/Agent-QA agentsqa.xyz A private, portable memory for AI agents. 1 Claude Code, Codex 17
mohsen-ahmed-pm/cdu-climate-peer-comparison-mcp Claude Skill + MCP server that generates climate peer comparison reports — emissions trend 1 Claude Code 1 1,146 tok
SilenceEchoLab/PhantomHand An extremely simple and lightweight browser-control engine designed for large language mod 1 Claude Code, Codex, OpenCode 2 1,517 tok
lefcgis/qgis-mcp QGIS MCP: bridge Claude AI and QGIS Desktop over the Model Context Protocol. Fork of nkara 1 Claude Code, Gemini CLI 2 5,925 tok
rrizwan98/lara-marketing-connector Lara Marketing Connector - remote MCP server (45 marketing skills + orchestration logic) f 1 Claude Code, Codex, OpenCode 2 35 tok
someshwarpatil/gemini-image-mcp Claude Code MCP server for generating & editing images with Google Gemini (Nano Banana / N 1 Claude Code 1 750 tok
GeorgeStrakhov/mcpeasy the easiest way to set-up and self-host your own multi-MCP server with streamable http tra 1 Claude Code 1 7,722 tok
clarity-contrib/tailwindcss-mcp-server MCP server for TailwindCSS utility classes, documentation, and project assistance with sup 1 Claude Code 1 856 tok
lordbasilaiassistant-sudo/llmgine lordbasilaiassistant-sudo.github.io LLM-native game engine: attach a Mind (LLM), Eyes (vision) & Voice (neural TTS) to ANY ent 1 Claude Code 2 507 tok
rodcoppi/switchboard-mcp Let your Claude Code (CLI) agents talk to each other — a local hub that connects independe 1 Claude Code 1 2,278 tok
smhunt/skycut-drone-video-pipeline Local-first MCP server that turns raw drone footage into polished marketing cuts — scan, C 1 Claude Code 1 1,999 tok
getmochify/mochify-cli mochify.app High-performance Rust CLI & MCP Server for bulk image compression (AVIF, WebP, JXL, HEIC). 1 Claude Code 1 2,426 tok
MalcolmXavier7/orange-box MCP server for fal.ai's generative media API — 600+ image, video, audio & text models. 1 Claude Code 1
gghammer/MCP_JLINK 1 Claude Code 1 1,340 tok
d-issy/mcp A Model Context Protocol (MCP) server providing comprehensive file operations 1 Claude Code 1 1,313 tok
bsj-m-takigawa/eventos-mcp 1 Claude Code 4 1,003 tok
jsilets/linkedin-outreach-agent Self-hosted, agent-driven LinkedIn outreach framework. Agentic control loop exposed over M 1 Claude Code 1
aniruddh-jammoria/renpho-health-mcp Sync your Renpho smart-scale data to local files and explore it from an AI agent through M 1 Claude Code 1 129 tok
RainRaini4/warframe-mcp 1 Claude Code, Codex, Gemini CLI, OpenCode 3 2,824 tok
prof-ramos/LeXML-mcp MCP server for LexML Brasil — legislative search, URN resolution, and service metadata. 1 Claude Code, Codex, OpenCode 2 158 tok
projectcpu/project-cpu-mcp MCP server for Project CPU — AI agents interact with the game on behalf of players 1 Claude Code, Codex, OpenCode 5 2,819 tok
rubatoyd/nl-openapi-mcp 1 Claude Code 1 6,057 tok
sandraschi/leanforge-mcp Lean theorem prover MCP: automated proof search, mathlib integration, job management 1 Claude Code, Codex, OpenCode 2 1,889 tok
socraticsurge/telugu-calendar-utilities panchangam.astrochaganti.com Telugu Panchangam as calendar feeds — tithi, nakshatra, muhurtams, Ekadashi and 30+ festiv 1 Claude Code, Codex, OpenCode 2 1,180 tok
nexez-ai/nexez nexez.ai Agentic commerce platform 1 Claude Code, Codex, OpenCode 2 878 tok
nuver-labs/image-gen-mcp nuverlabs.com Stdio MCP server that generates and edits images with Gemini and OpenAI using your own API 1 Claude Code 1 1,774 tok
Qencode-Corp/mcp 1 Claude Code 1 3,706 tok
shyn-labs/shyn shyn.day shyn — a register of your days. Local-first memory for your Mac: pages, meetings, notes — 1 Claude Code 1 2,218 tok
adcrunchdev/mcp adcrunch.dev Ask AI about your ads — remote MCP server connecting Meta, TikTok, and Google Ads to Claud 1 Claude Code 1 472 tok
glbforge/glbforge glbforge.dev Make AI-generated 3D assets web-ready. Analyze against performance budgets, auto-optimize 1 Claude Code 1 1,761 tok
Bigred97/abs-mcp pypi.org Query the Australian Bureau of Statistics in plain English from Claude or any MCP client. 1 Claude Code 3 806 tok
A1-x-Tech/mcp-google-sheets MCP server for the Google Sheets API — search spreadsheets, read and write ranges, manage 1 Claude Code 1 2,550 tok
A1-x-Tech/mcp-google-slides MCP server for the Google Slides API — create and edit presentations, slides, text, shapes 1 Claude Code 1 2,546 tok
A1-x-Tech/mcp-google-tagmanager t.me MCP server for Google Tag Manager — inspect containers, prepare workspace changes and publ 1 Claude Code 1 1,537 tok
AceDataCloud/FaceTransformMCP acedata.cloud Face Transform MCP server — detect keypoints, beautify, age/gender transform, face swap, c 1 Claude Code, GitHub Copilot 2 934 tok
AceDataCloud/MinimaxMCP MCP server for MiniMax H3 multimodal video generation via AceDataCloud 1 Claude Code, GitHub Copilot 2 814 tok
CSOAI-ORG/councilof-ai councilof.ai Council of AI — independent AI-behaviour measurement via GSPC. 305-leaf Merkle root, Bitco 1 Claude Code, Codex, OpenCode 3 1,740 tok
Edison-Watch/sealgate-mcp 🦭 SealGate MCP 1 Claude Code, Codex, Cursor, OpenCode 12 1,367 tok
HrRodan/agent-workspace-mcp A sandboxed, agentic workspace providing secure filesystem, bash, and uv-powered Python ex 1 Claude Code, Codex, Gemini CLI 3 198 tok
Jemplayer82/mcp-switchboard Real-time inter-agent switchboard as a streamable-HTTP MCP server 1 Claude Code 1 880 tok
KaiErikNiermann/pypreset kaierikniermann.github.io CLI tool for comprehensive python project scaffolding, supports schema project presets, de 1 Claude Code 5 1,676 tok
MALeitch/live-chemdraw-mcp MCP server connecting Claude to a live ChemDraw window via COM automation 1 Claude Code, Codex, OpenCode 2 9,497 tok
Maha-Strategies/maha-corp-web maha-corp-web.vercel.app 1 Claude Code, Codex, OpenCode 3 101 tok
Odrin/rhizome-mcp odrin.github.io Crash-safe task tracking for AI coding agents over MCP: expiring leases, resumable attempt 1 Claude Code, Codex, OpenCode 5 236 tok
vectora-ltda/vectora Local-first AI assistant that runs as a sub-agent inside Claude Code, Paperclip, and any M 1 Claude Code, Codex, OpenCode 2 5,491 tok