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
kwitsch/repo-explorer-mcp 0 Claude Code 7 839 tok
momadhuynh04/probrowser Real-Browser Automation MCP Server for AI Agents - Anti-Detection 0 Claude Code, Codex, OpenCode 2 2,302 tok
benethos-hub/lexware-office-mcp Unofficial MCP server for the Lexware Office accounting API — runs over stdio or HTTP. 0 Claude Code 1 4,775 tok
MoayadAbbara/FPL-MCP Manage your Fantasy Premier League team with AI — an MCP server that reads, analyses, and 0 Claude Code 3 768 tok
hlucent/airkorea-forecast-alert-mcp Real-time measurement information by station and province, real-time CAI lookup by station 0 Claude Code 1 3,030 tok
fopost/fopost-mcp fopost.com MCP server for Fopost. +14 tools to schedule, publish and analyze social posts from Claude 0 Claude Code 1 2,358 tok
Kenyi001/oraculo-radiohead casandra-two.vercel.app Market Oracle MCP for Aleph Hackathon 2026 — real market state for AI agents 0 Claude Code, Cursor 41 —
kkday-it/kkday-be2-mcp 0 Claude Code 2 2,585 tok
rozetyp/paperpress paperpress-production.up.railway.app Detects a company's brand from its live URL (not a database) and renders markdown into a P 0 Claude Code 1 1,707 tok
JunctionX-Korea-2026-JoyRide/gyeongbuk-mcp 0 Claude Code, Codex, OpenCode 2 558 tok
jubayertalha/vibeframe A control plane for agentic coding: a living, in-repo model of intent, architecture, and c 0 Claude Code, Codex, OpenCode 3 1,283 tok
Cuvara/game-art-mcp AI-driven pixel-art style system and MCP server for 2D RPG game art direction 0 Claude Code 1 1,519 tok
edosulai/silenthand-cua Unofficial Computer Use host. Click, type, and read AX trees without stealing focus. Ready 0 Claude Code, Codex, OpenCode 2 1,052 tok
brwbo/apic apic - app-to-API compiler: a computer-use agent explores an app once and emits a verified 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 993 tok
LeChabrax/apple-mail-mcp MCP server for Apple Mail on macOS: read, search, send and manage email from an AI assista 0 Claude Code, Codex, OpenCode 7 1,552 tok
anthonywang-sg/Personal-Travel-Agent Autonomous Travel Planning Assistant with Two-Tier Tree of Thought reasoning, 156-destinat 0 Claude Code, Codex 1 —
blackhole2100/AI-assistant-with-HubSpot-CRM A Model Context Protocol (MCP) server that enables AI assistants to interact with HubSpot 0 Claude Code 1 1,470 tok
scampion/nutshell-mcp 0 Claude Code 1 974 tok
developerz-ai/universal-lsp One fast, low-memory C++ language server for many languages via declarative Lua plugins — 0 Claude Code, Codex, OpenCode 15 3,487 tok
ju-li/automata-mcp 0 Claude Code 1 23,323 tok
MOSW626/lig-room LIG room space reservation system — approval workflow, weekly calendar, and AI agent integ 0 Claude Code, Codex, OpenCode 2 159 tok
iamjarvs/netris-mcp 0 Claude Code 1 4,730 tok
patsypppe/sentinel A stateless MCP 2026-07-28 server and the conformance harness that grades it. Scans any MC 0 Claude Code 1 925 tok
axdvdv/wwall-mcp 0 Claude Code 1 1,446 tok
WistRu/Hypomnema Local-first tab manager and personal knowledge layer for multiple Chromium browsers. REST 0 Claude Code 1 98 tok
sanchez314c/claude-lens MCP server giving Claude Code searchable memory over past sessions — SQLite FTS5 index of 0 Claude Code 1 274 tok
TuanLdv/mcp-openapi-server-demo mcp-openapi-server-demo 0 Claude Code, Codex, Cursor, OpenCode 8 2,074 tok
gesparza8138/aws-messaging-mcp Serverless MCP server for SES email, SMS/MMS/RCS, and CloudFront-signed file sharing 0 Claude Code 1 1,344 tok
hlucent/airkorea-statistics-mcp Provides Korea Environment Corporation's AirKorea air pollution statistics service (Arpltn 0 Claude Code 1 2,222 tok
shogo-hs/guidepost-mcp An MCP server for navigating a tree of guidance. When an agent submits an answer label, it 0 Claude Code 1 1,931 tok
dimaKudr/etoro-mcp MCP server for Etoro. Could be used as a connector for Claude.ai 0 Claude Code 1 860 tok
hlucent/korea-living-weather-index-mcp 0 Claude Code 1 1,778 tok
balabeir/garmin-mcp 0 Claude Code, Codex, OpenCode 2 388 tok
casenterprises/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 2,173 tok
crunchtools/mcp-nagios Secure MCP server for Nagios Core monitoring 0 Claude Code 1 372 tok
hlucent/weather-forecast-mcp 0 Claude Code 1 1,948 tok
Markera-OU/pankow-mcp Pankow MCP server storefront: manifests, docs, and registry metadata (no app code) 0 Claude Code, Codex, OpenCode 2 678 tok
yunsy84/law_mcp 0 Claude Code 2 5,891 tok
perniemann/pnCore perniemann.com MCP engine that runs software delivery as named, gated steps; not one long chat. Skills, a 0 Claude Code, Codex, OpenCode 2 3,392 tok
rjpaganini/quickbooks-mcp-server Single-file MCP server giving Claude full read/write access to QuickBooks Online, plus rec 0 Claude Code 1 1,669 tok
longhdwst1full/social-connect-mcp-poc social-connect-mcp-poc.vercel.app 0 Claude Code, Codex, OpenCode 8 1,490 tok
ishfuseini/agentflow-mcp Agentic POC demo needs a credible internal MCP server that agents can call to translate me 0 Claude Code 6 —
TG-Techie/apple-mail-mcp 0 Claude Code 10 —
delaren47/gsc-ga4-mcp Local MCP server giving Claude Code read-only Google Search Console and GA4 access, with c 0 Claude Code 1 1,130 tok
Faysal-star/codeforces-mcp Simple MCP server for personalized Codeforces practice, problem discovery and performance 0 Claude Code 2 651 tok
OrellBuehler/search-console-mcp 0 Claude Code 1 1,861 tok
aryaminus/socials-assistant deploy.workers.cloudflare.com MCP server + agent skills for social media creators — TikTok/Instagram/Facebook/YouTube an 0 Claude Code, Codex, OpenCode 2 2,634 tok
Debanjan29/readonly-mssql-mcp-db 0 Claude Code 4 1,726 tok
vinilana/nf-mcp 0 Claude Code, Codex, OpenCode 3 260 tok
vkumar04/canvas-mcp-lite Lean, instructor-focused Canvas LMS MCP server built on FastMCP 0 Claude Code 1 1,330 tok