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
A2C-SMCP/theseus-kit MCP server for safely inspecting, editing, templating, and publishing TFRobot configuratio 0 Claude Code 2 2,827 tok
cornerblue/aibtc-mcp-server-orphan Bitcoin-native MCP server for AI agents: BTC/STX wallets, DeFi yield, sBTC peg, NFTs, and 0 Claude Code 1 4,300 tok
MarcoValdiviesoB/mcp-dashboard Interactive MCP Dashboard - AI workspace manager with real-time widgets, charts, and colla 0 Claude Code 1 317 tok
jhurleyai/irishtaxhub-mcp Irish Tax Hub — MCP server for Claude Code integrations 0 Claude Code, Codex, OpenCode 3 1,030 tok
kdowding/Stela Self-hosted home for agent-built artifacts - publish over MCP from any agent; stable URLs, 0 Claude Code 1 1,002 tok
isityael/apple-mail-mcp MCP server for local Apple Mail automation: read, search, compose, organize, and analyze m 0 Claude Code 7 1,077 tok
toddgilbert93/Horatio Horatio — a flight recorder for MCP-driven Blender work: capture traffic, distill with NVI 0 Claude Code 1 2,212 tok
likidu/mcp-server-tidbcloud tidb.link MCP server for interacting with TiDB Cloud OpenAPI and databases 0 Claude Code, Codex 2 663 tok
dkasipovic/pik-mcp olx.ba MCP koji dozvoljava različitim AI agentima da pretražuju OLX radnju 0 Claude Code 1 3,565 tok
Dreamshot-io/mcp-server MCP server for Dreamshot AI image and video generation 0 Claude Code 1 358 tok
Adriftnote/tool-box-mcp Central MCP registry for AI tools with Vector Search + Knowledge Graph 0 Claude Code 1 147 tok
bphillab/somethingawful_forums_mcp mcp for something awful forums 0 Claude Code 1 808 tok
danielyayla/kiln AI-native SDLC tool: a knowledge graph linking intent → requirement → blueprint → work ord 0 Claude Code, Codex, OpenCode 2 2,878 tok
Rbillon59/vinted-mcp-server 0 Claude Code 1 962 tok
martoc/mcp-a2a-documentation MCP server for Agent-to-agent docs 0 Claude Code 1 2,059 tok
ArdaUzun/drawio-desktop-mcp draw.io Desktop with built-in MCP server for AI agent diagram creation 0 Claude Code 1 1,861 tok
ravi-03/netscribe A Chrome (Manifest V3) extension that captures network traffic across your tabs — HTTP, Gr 0 Claude Code 2 —
CaseyRo/mcp-timely MCP server for Timely time tracking — question-shaped read tools (projects overview, time 0 Claude Code 1 1,277 tok
nlebovits/parseltongue-claude MCP server wrapping Parseltongue's symbolic verification engine for Claude Code. 0 Claude Code 1 431 tok
mrkutin/sonoff-mcp Sonoff MCP server for smart home control 0 Claude Code 1 4,267 tok
desunit/google-play-analytics-mcp 0 Claude Code, Codex, OpenCode 2 994 tok
jgt87/local-llm-mcp MCP server for fast synchronous calls to a local model via Ollama 0 Claude Code 1 1,163 tok
Mnehmos/mnehmos.ffmpeg-llm.mcp FFmpeg-based video editing engine with MCP tool exposure and OpenRouter LLM autopilot 0 Claude Code 1 1,109 tok
oscardagrach/fortigate-mcp MCP server for managing FortiGate firewalls via the FortiOS REST API 0 Claude Code 1 559 tok
Das-rebel/marketic White-label marketing strategy brain — ensemble AI, calibrated market signals, margin-awar 0 Claude Code 1 1,058 tok
nordio-ai/brreg-mcp-server Norwegian business register (Brønnøysundregistrene) as an MCP server — companies, roles, s 0 Claude Code 1 92 tok
saiden-dev/browse Browser automation MCP server for Claude Code 0 Claude Code 2 1,633 tok
Ippei523/pokemon-mcp-server 0 Claude Code 1 1,229 tok
Cogni-AI-OU/vastai-host-mcp MCP server to manage host-side Vast AI written in TypeScript. 0 Claude Code, Codex, GitHub Copilot, OpenCode 18 6,662 tok
giltiq/giltiq-mcp MCP server for EU VAT validation — VIES + BZSt failover, §18e qualified confirmations, cac 0 Claude Code, Codex, OpenCode 2 427 tok
ylt/nodered-mcp Node-RED MCP server — Python/FastMCP implementation with Pydantic models, flow patching, l 0 Claude Code 1 1,970 tok
Zantonse/OktaMCP 0 Claude Code 1 1,488 tok
iberi22/strudelMCP MCP Server for teaching AI agents to compose music using Strudel syntax 0 Claude Code 1 836 tok
umutc/scrapedo-mcp-server MCP server for Scrapedo web scraping API - Enable Claude Desktop to perform web scraping v 0 Claude Code 1 2,121 tok
dinimiciuillabs-cloud/loometo loometo.com Open-source node-based AI creative studio. 276 models, bring your own keys, and an MCP ser 0 Claude Code 1 997 tok
Shigurex/boj_jstat_mcp 0 Claude Code 1 —
zacharycox-tamu/mcp-checkuptime A MCP server for pinging and curling sites for uptime 0 Claude Code 1 119 tok
CaptainCrouton89/browser-tools-mcp 0 Claude Code 1 534 tok
sebastienfi/mcp-twilio-sms MCP server that lets Claude send SMS text messages via Twilio. 0 Claude Code 1 426 tok
beeltec/context-usage-mcp MCP server exposing a get_context_usage tool that reports the current session's raw token 0 Claude Code, Codex, OpenCode 8 583 tok
sebastienfi/mcp-vapi-generic-caller MCP server that lets Claude make AI-powered outbound phone calls via Vapi. 0 Claude Code 1 718 tok
zacdreyer/wp-betheme-mcp MCP Server for BeTheme Wordpress Theme 0 Claude Code, Codex, OpenCode 2 389 tok
jcyamacho/agent-memory Persistent memory for MCP-powered coding agents. 0 Claude Code, Codex, OpenCode 2 1,002 tok
marklubin/mcp-email-server Minimal MCP server for email via ProtonMail Bridge 0 Claude Code 1 1,705 tok
autobb888/j41-sovagent-mcp-server 0 Claude Code 1 1,217 tok
keisku/yfinance-mcp Yahoo Finance MCP server providing market data and technical analysis tools 0 Claude Code 1 248 tok
thegridwork/wiki Compliance knowledge base MCP server — GDPR, EU AI Act, CCPA, licensing, accessibility. 33 0 Claude Code 1 1,470 tok
architect-34/triage-mcp Local-first GitHub issue-triage MCP server: ingest → embed → evaluate → serve grounded ret 0 Claude Code 1 1,927 tok
Austinnui/vinance-recipes-skills ShipSwift for React/Next.js - 31 production-ready component recipes via MCP 0 Claude Code 1 627 tok
kars0311/quantforge AI-driven, polyglot quant research pipeline — Python backtest engine, R analytics, MCP-dri 0 Claude Code, Codex, OpenCode 2 1,185 tok