How real projects configure their agents

22,224 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
complynx/ff-mcp Firefox-attached MCP server 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,003 tok
fjxyyzg3/renderdoc-mcp MCP server for RenderDoc — AI-assisted GPU frame capture analysis 0 Codex, OpenCode 2 677 tok
vikrambtech2025-png/alpaka-mcp MCP server + CLI for Alpaca Trading API — trade stocks, ETFs, and crypto through AI assist 0 Codex, OpenCode 1 931 tok
HaoNgo232/nestjs-devtools-mcp Bridge AI coding agents to your NestJS application's runtime state via the Model Context P 0 Codex, OpenCode 1 684 tok
timoconnellaus/bun-runner-mcp MCP server for running TypeScript/JavaScript with Bun 0 Claude Code, Codex, OpenCode 5 286 tok
zerotrust-labs/solodit-mcp 0 Codex, OpenCode 1 541 tok
sebastienlevert/m365copilot-dev-mcp 0 Codex, OpenCode 1 6,665 tok
orange521456/comfyui_mcp_project 0 Claude Code, Codex, OpenCode 2 45 tok
nikolaymokh-dev/yandex-direct-mcp Hardened fork of axisrow/yandex-direct-mcp-plugin — an MCP server for Yandex.Direct. Read- 0 Claude Code, Codex, OpenCode 2 10,880 tok
harunme/github-star-mcp 0 Claude Code, Codex, OpenCode 2 542 tok
84emllc/uptimerobot-mcp 84em.com MCP server for UptimeRobot monitoring API v2 0 Claude Code, Codex, OpenCode 2 612 tok
elad12390/notification-mcp 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,494 tok
maxvoltage/sourcetap SourceTap is an MCP server that lets your AI assistant instantly learn and search any libr 0 Codex, OpenCode 1 332 tok
tazhate/claude-context-local Local semantic code search MCP server for Claude Code. Zero external APIs. 0 Codex, OpenCode 1 333 tok
knowmax/mcp-atlassian-main 0 Codex, OpenCode 1 733 tok
b19805652/cloudflare-image-mcp-s3 OpenAI-compatible image generation API + S3 image storage+ Streamable HTTP MCP server powe 0 Claude Code, Codex, OpenCode 18 724 tok
rookslog/arxiv-sanity-mcp MCP-native arXiv research discovery substrate 0 Claude Code, Codex, OpenCode 2 3,755 tok
urjeetpatel/excel_mcp_server An MCP (Model Context Protocol) server for reading Excel workbooks (.xlsx). Built with Fas 0 Codex, OpenCode 1 204 tok
hangboss1761/idux-mcp Mcp server for IDux UI 0 Claude Code, Codex, OpenCode 2 934 tok
revanshine/my-design-platform A professional-grade, containerized Model Context Protocol (MCP) server platform designed 0 Codex, OpenCode 1 4,078 tok
kogai/smaregi-mcp 0 Codex, OpenCode 1 1,494 tok
ch201y00n/cve-mcp 0 Codex, OpenCode 1 2,307 tok
TadMSTR/nextcloud-mcp FastMCP server for Nextcloud — occ admin, OCS provisioning, WebDAV file ops 0 Codex, OpenCode 1 559 tok
rbibbey/agileimagegen-mcp A proxy for generating images using AI models that also implements support for producing i 0 Codex, OpenCode 1 607 tok
laomeifun/ezssh-mcp Easy SSH MCP Server - Execute commands and transfer files via SSH with AI (OpenAI, Claude, 0 Codex, OpenCode 1 2,142 tok
trash-panda-v91-beta/truenas-mcp 0 Claude Code, Codex, OpenCode 2 917 tok
ArmorNGlory/armornglory-mcp-server MCP server for Christian streetwear, faith-based clothing, trucker hats, and foam clogs. E 0 Claude Code, Codex, Gemini CLI, OpenCode 3 2,374 tok
abetoluwani/linkedin-mcp-server Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to 0 Claude Code, Codex, OpenCode 8 3,886 tok
jarnielcataluna/gtm-tag-architect Public Antigravity & Claude Code plugin for GTM container auditing, interactive setup, and 0 Codex, OpenCode 1 203 tok
theamargupta/memory-mcp mcp.devfrend.com 0 Claude Code, Codex, OpenCode 2 1,263 tok
waalwalker1/regulated-mcp-insurance-deployment Open-source reference architecture for deterministic, auditable insurance quotation workfl 0 Claude Code, Codex, OpenCode 14 702 tok
swang62/hatchet-mcp Personal local AI agent framework with LangGraph orchestration, Hatchet tracing and durabi 0 Codex, OpenCode 1 390 tok
Raghu23-dev/trigsight trigsight.vercel.app Portfolio with an AI assistant that cannot make a claim it can't prove — every citation is 0 Claude Code, Codex, OpenCode 2 159 tok
assebler-grkha/VE-MCP 0 Claude Code, Codex, OpenCode 3 1,074 tok
megabaka404/steam-personal-mcp Let AI read your Steam library, wishlist, prices, achievements and play history via MCP. 0 Codex, OpenCode 1 67 tok
limjonathan/runtime-mcp Drop-in library exposing your app's live logs, DB schema, config, and feature flags to cod 0 Codex, OpenCode 1 701 tok
sebahrens/bpmn-mcp 0 Claude Code, Codex, OpenCode 4 1,526 tok
rehanvipin/sqlite-mcp-server Learning how to make an MCP server. Made one to talk to a DB. Developed with AI 0 Codex, OpenCode 1 120 tok
devasur/eve-mcp-handshake-repro Minimal reproduction: one eve MCP tool call costs six HTTP requests (vercel/eve) 0 Claude Code, Codex, OpenCode 2 686 tok
fix-a-lot/crawl4ai-local-for-windows Crawl4ai local MCP server for Windows(no WSL) 0 Claude Code, Codex, OpenCode 2 20 tok
2022f-mulbscs-100-del/Relay-mcp-server 0 Codex, OpenCode 1 293 tok
astroicers/security-weekly-mcp MCP Server-based cybersecurity weekly report system — integrates 32 international and Taiw 0 Claude Code, Codex, OpenCode 4 2,130 tok
ShreeMulay/autoresearch-mcp MCP server for autoresearch technique discovery and experiment tracking. Inspired by Karpa 0 Codex, OpenCode 1 524 tok
ablinovsibset-spec/internet-shop-mcp 0 Codex, OpenCode 1 120 tok
w21180239/mcp-outlook-lite Production-grade MCP server for Microsoft Outlook — email, calendar, attachments, SharePoi 0 Claude Code, Codex, OpenCode 2 768 tok
ramich2077/tgreader-mcp Telegram channel reader MCP server built with Telethon + FastMCP 0 Codex, OpenCode 1 1,548 tok
horiiiiii032929/ga-gsc-analytics-mcp 0 Codex, OpenCode 1 2 tok
koteyye/openrouter-genimage-kote-claude-code Generate and edit images through OpenRouter directly from Claude Code 0 Codex, OpenCode 1 112 tok
nicstark/motion-mcp-server-01 0 Claude Code, Codex, OpenCode 2 2,173 tok
ady133t/Cloudflare-Memory-Mcp 0 Codex, OpenCode 1 489 tok