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
kud/mcp-qobuz kud.io 🎵 MCP server for Qobuz — search, browse, and explore your music library via AI 0 Claude Code, GitHub Copilot 2 1,880 tok
andyjianzhou/imessage-send-mcp Minimal MCP server to send iMessages via macOS Messages app (osascript, no Full Disk Acces 0 Claude Code 1 254 tok
markobullrush/motion-mcp-2 0 Claude Code, Codex, OpenCode 2 1,949 tok
markobullrush/motion-mcp-3 0 Claude Code, Codex, OpenCode 2 1,949 tok
NcrMancer/concisr Token compression for AI contexts. By GreyMatter 0 Claude Code 1 909 tok
rapaul/moo2-mcp MCP Server for Master of Orion 2 - Reverse engineer game state by peeking at memory 0 Claude Code 11 154 tok
alejandroviera/zephyr-squad-server-mcp MCP server for Zephyr Squad Server/Data Center — drive ZAPI test management from an AI age 0 Claude Code 1 2,167 tok
believe3344/multimodal-mcp Give any MCP client (opencode / Claude Desktop / Cursor / Cherry Studio, etc.) a pair of " 0 Claude Code 1 997 tok
Rikuto-des/slide-mcp Generate designed Figma Slides from GitHub Copilot via MCP — 31 layouts, themes, charts, i 0 Claude Code, GitHub Copilot 2 745 tok
xcodethink/openwaycast Turn a company URL into a vertical brand-film — script, voiceover, city backgrounds, MP4. 0 Claude Code, Codex, OpenCode 2 1,618 tok
LlamaopNV/aegis A compliance kernel for MCP: a policy-enforcing orchestrator that mediates every agent too 0 Claude Code 1 1,215 tok
bb4rjfl/korea-trip-concierge Korea Trip Concierge - MCP server helping foreign visitors in Korea (places, foreigner-fri 0 Claude Code 5 7,457 tok
sikulovi-s-r-o/seoradar-mcp 0 Claude Code 1 327 tok
Elizabeth1979/accessibility-engine AI-first accessibility testing: augments Playwright with contextual AI quality judgments g 0 Claude Code 1 533 tok
benethos-hub/yahoo-finance-mcp Unofficial MCP server for Yahoo Finance data (via yfinance), read-only, stdio or HTTP 0 Claude Code 1 2,156 tok
andreparmar/hevy-mcp-remote Remote-ready MCP server for Hevy workout data — full API coverage via chrisdoc/hevy-mcp, w 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,177 tok
saltyeg/cadkit-mcp cadkit + onshape MCP servers for driving Onshape from an LLM — idiomatic, fully-defined, v 0 Claude Code 1 530 tok
Mnemoq/MnemoQ Local-first memory engine for AI agents — MCP-native, graph-linked, spaced repetition. Pro 0 Claude Code, Codex, OpenCode 21 641 tok
MichalisKampouridis/income-machine 0 Claude Code 1 925 tok
dfieser/lcf-strain-life dfieser.github.io AI-agent-native low cycle fatigue strain-life analysis. Python library plus MCP server: re 0 Claude Code, Codex, OpenCode 3 2,570 tok
100-mitra/dentops-copilot MCP-native agentic dental copilot: a Claude agent orchestrates 5 FastMCP tools to draft gr 0 Claude Code 1 1,243 tok
TingdeLiu/quant.ai US-equity quant research that lives inside your AI assistant (Claude/Codex via MCP): expla 0 Claude Code, Codex, OpenCode 2 2,529 tok
santiago-migoni/apple-notes-mcp 0 Claude Code 1 1,227 tok
88plug/os-control-mcp 88plug.github.io Linux systemd MCP for Claude Code & Grok — services, journald, D-Bus, power via structured 0 Claude Code 1 1,104 tok
sandovaldavid/kioku kioku.sandovaldavid.com MCP Server for Obsidian. AI agents can read, search and write your vault via the Model Con 0 Claude Code, Codex, OpenCode 6 2,111 tok
Nielsen642/n8n-mcp 0 Claude Code 9 2,591 tok
devRonPark/kakao-playmcp My Personal Japanese Learning Coach MCP — an entry in the Kakao PlayMCP competition 0 Claude Code 8 527 tok
cxdpowered/mcp-ccnu-lib 0 Claude Code 1 1,892 tok
vkpatva/crypto-mcp MCP Server for EVM Chains 0 Claude Code, Cursor 15 —
ZivAvraham76/litmos-mcp 0 Claude Code 1 995 tok
foundryside-dev/plainweave plainweave.foundryside.dev Code-grounded intent for the Weft suite — a code-UP traceability graph (SEI → requirement 0 Claude Code, Codex, OpenCode 11 5,546 tok
alesop95/legal-consultant Local-first project to navigate through Italian legislation with a simple MCP server 0 Claude Code 8 1,326 tok
Knuckles-Team/aris-mcp Software AG ARIS (EPC process models) — MCP server / API client / A2A agent 0 Claude Code, Codex, OpenCode 2 1,503 tok
codingriver/upilot upilot Unity Editor automation bridge for AI agents and MCP clients 0 Claude Code, Codex, OpenCode 2 880 tok
UnifyAPIPRO/UNIFYAPI unifyapi.pro Unified MCP gateway — 818 tools, one key, pay-per-call with crypto via x402 0 Claude Code, Codex, OpenCode 2 79 tok
Anjani27/Linkedin-Job-Scraper-MCP-Server 0 Claude Code, Codex, OpenCode 2 79 tok
itslansa/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
allardhoeve/foundry-cli A CLI and MCP server for FoundryVTT 0 Claude Code 1 617 tok
mocchalera/xserver-files-mcp Local stdio MCP server and CLI for safe XServer file operations over SFTP. 0 Claude Code, Codex, Gemini CLI, OpenCode 3 571 tok
datacore-one/datacore-mcp MCP server exposing Datacore knowledge and learning capabilities 0 Claude Code 1 206 tok
mayanks/null0 An open-source MCP server that connects AI assistants (Claude, ChatGPT, and others) to you 0 Claude Code 1 950 tok
lxnewayfarer/gitlab-mcp A production-ready OAuth 2.0 MCP server that lets AI agents interact with GitLab through a 0 Claude Code 1 1,490 tok
devanshu-tg/tg-sf-mcp 0 Claude Code 1 3,090 tok
jacobwjs/brand-images-to-notion Generate on-brand images with gpt-image-2 and upload them into Notion — an MCP server Clau 0 Claude Code 1 1,177 tok
4nm1tsu/vikunja-mcp 0 Claude Code 1 2,215 tok
PieterVDMerwe/ollama-wrapper-mcp A Python-based Model Context Protocol (MCP) server wrapping local Ollama capabilities. 0 Claude Code, Codex 1 —
jiridudekusy/signal-cli-mcp 0 Claude Code, Codex, OpenCode 2 825 tok
zeal-tristian-chevier/containerized-freshbooks-mcp 0 Claude Code 3 818 tok
PRojas01/SP-DevControl Local governance layer for AI-assisted development. Policy enforcement, approval gates, au 0 Claude Code, Cursor 3 724 tok
gblush/impactdotcom-mcp 0 Claude Code 1 1,192 tok