How real projects configure their agents

23,819 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
RanneG/linkup_mcp Custom MCP server for Cursor IDE with web search and RAG 0 Claude Code, Codex, Cursor, OpenCode 3 6,918 tok
TejGandham/parchmark-mcp 0 Claude Code, Codex, OpenCode 2 1,485 tok
ytthuan/powerpoint-python-pptx-mcp mcp server for powerpoint 0 Claude Code, Codex, GitHub Copilot, OpenCode 6 7,816 tok
Hiroto0706/toggl_track_mcp_server An MCP server that retrieves Toggl Track data. 0 Codex, OpenCode 1 313 tok
Tapojit/schwab-mcp Chat with your portfolio. 0 Codex, OpenCode 1 1,708 tok
ab300819/codex-mcp 0 Claude Code, Codex, OpenCode 2 711 tok
MikBin/jules-mcp jules mcp server 0 Codex, OpenCode 1 2,052 tok
PavelKosik/finance-mcp-server 0 Claude Code, Codex, OpenCode 2 990 tok
leduardoaraujo/postgressql-mcp 0 Codex, OpenCode 1 1,787 tok
starter-series/mcp-server-starter starter-series.github.io MCP server starter — TypeScript + npm OIDC publishing + CI/CD. Part of Starter Series. 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,719 tok
bidouilles/mobile-pilot-mcp MCP server for mobile simulator control with live dashboard. Perfect for Flutter developme 0 Claude Code, Codex, OpenCode 2 4,391 tok
lazy-dinosaur/electron-test-mcp MCP server for testing Electron apps via Playwright - supports both CDP connection and dir 0 Codex, OpenCode 1 1,632 tok
exqlnet/unofficial-perplexity-mcp 0 Codex, OpenCode 1 143 tok
wellWINeo/buildout-mcp Better MCP server for buildin.ai 0 Codex, OpenCode 1 2,323 tok
evans-sam/fireflies-mcp An MCP server for fireflies 0 Claude Code, Codex, OpenCode 2 715 tok
Wyrhta-Labs/heorth-mcp Standalone MCP container for the Wyrhta Labs household - serves Heorth and KithLedger tool 0 Claude Code, Codex, OpenCode 2 2,135 tok
tetracoralla/decision-table Deterministic decision and constraint primitives for AI agents, distributed as a Codex plu 0 Codex, OpenCode 1 500 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
sebastienlevert/m365copilot-dev-mcp 0 Codex, OpenCode 1 6,665 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 Codex, OpenCode 1 917 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
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