3,719 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960
All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| prest/prest-mcp-adapter prestd.com Official stdio MCP adapter for pREST: bridge Cursor, Claude, and other MCP clients to pRES | 0 | GitHub Copilot | 1 | 513 tok |
| rflukerii-dev/docbot-mcp Bidirectional CSV <> JSON <> Markdown transformer | 0 | GitHub Copilot | 3 | 1,848 tok |
| saajunaid/caddis-plugin saajunaid.github.io caddis — an opinionated Claude Code plugin for verification-first agentic development: pha | 0 | GitHub Copilot | 32 | 81,196 tok |
| salehrifai42/qmetrymcp mcp for qmetry | 0 | Claude Code, GitHub Copilot | 4 | 3,678 tok |
| shigechika/aruba-central-mcp MCP server for Aruba Central: expose AP, switch, and client status to AI assistants | 0 | Claude Code, GitHub Copilot | 2 | 3,345 tok |
| shigechika/boxadm-mcp MCP server for Box admin-log analytics — external-sharing visibility, read-only | 0 | Claude Code, GitHub Copilot | 2 | 6,149 tok |
| shigechika/cloudarmor-mcp MCP server for Google Cloud Armor WAF log patrol — deny summaries, false-positive checks, | 0 | Claude Code, GitHub Copilot | 2 | 3,763 tok |
| shigechika/entraadm-mcp MCP server for Microsoft Entra ID sign-in/audit-log triage (read-only) | 0 | Claude Code, GitHub Copilot | 2 | 7,595 tok |
| shigechika/eos-mcp MCP server for Arista EOS device operations via eAPI | 0 | Claude Code, GitHub Copilot | 2 | 3,648 tok |
| shigechika/gwsadm-mcp MCP server for Google Workspace security auditing — login audit, external sharing, daily b | 0 | Claude Code, GitHub Copilot | 2 | 7,158 tok |
| shigechika/keycloak-mcp MCP server for the Keycloak Admin REST API — a strong ally for auth troubleshooting: inspe | 0 | Claude Code, GitHub Copilot | 2 | 3,303 tok |
| shigechika/zapi-mcp MCP server for the Zabbix API — daily brief, problems, hosts, items | 0 | Claude Code, GitHub Copilot | 2 | 4,079 tok |
| rwestergren/hevy-mcp Manage your Hevy workouts, routines, folders, and exercise templates. Create and update se | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 6,835 tok |
| syamaner/coffee-roaster-mcp pypi.org RoastPilot MCP server for coffee-roaster telemetry, controlled actuation, first-crack dete | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 15 | 2,861 tok |
| takeyaqa/PictMCP Pairwise testing for your AI assistant | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 511 tok |
| WYRE-AI/atera-mcp conduit.wyre.ai MCP server for Atera — ticketing, device monitoring, alerts, and customer management tools | 0 | GitHub Copilot | 1 | 858 tok |
| Warnes-Innovations/oboe-mcp | 0 | Claude Code, GitHub Copilot | 4 | 3,015 tok |
| WebRTCGame/SQLITE-MCP SQLITE MCP | 0 | Claude Code, Codex, GitHub Copilot | 3 | 757 tok |
| u9401066/medvision-mcp Medical Vision AI Tools via Model Context Protocol | 0 | Claude Code, GitHub Copilot | 20 | 2,021 tok |
| vs4vijay/espresso-mcp An MCP Server for the Espresso Android Test Framework, crafted to improve testing capabili | 0 | GitHub Copilot | 1 | 1,539 tok |
| Wendelius/mcpserver_udemy Udemy training on building MCP Servers | 0 | GitHub Copilot | 1 | 461 tok |
| danielscholl/mvn-mcp-server MCP Server for interacting with Maven Repositories | 0 | Claude Code, GitHub Copilot | 5 | 2,815 tok |
| cbruyndoncx/ThirdBrAIn-MCPSERVERS-IQ MCP Servers focused collection of repo's (using git-subrepo for easy updating --ALL) | 0 | Claude Code, GitHub Copilot | 2 | 1,266 tok |
| tomohiroJin/weatherlink-mcp A Model Context Protocol (MCP) server that provides real-time weather data to AI assistant | 0 | GitHub Copilot | 1 | 638 tok |
| ipdelete/workout_mcp_server MCP Server for workout info | 0 | Claude Code, GitHub Copilot | 8 | 1,649 tok |
| passerbyflutter/libreoffice-mcp-tools MCP server for reading, writing, and editing Office documents via LibreOffice | 0 | Codex, GitHub Copilot, OpenCode | 2 | 3,184 tok |
| starter-series/profilekit-mcp MCP server for ProfileKit. Render GitHub profile SVG cards from Claude Code, Codex CLI, or | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 390 tok |
| haxos-anon/autotask-mcp1 | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 59 | 22,920 tok |
| adepanges/teamretro-mcp-server npmjs.com Model Context Protocol (MCP) server for TeamRetro integration. | 0 | GitHub Copilot | 1 | 1,832 tok |
| yagomp/seoagent Agent-first SEO toolkit — keyword research, rank tracking, site audits, competitor analysi | 0 | Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode | 5 | 2,451 tok |
| Asakitan/MC-World-MCP MC-World-MCP | 0 | GitHub Copilot | 1 | 789 tok |
| iduryodhanrao/MCP MCP server for pdf, doc, images | 0 | GitHub Copilot | 1 | 1,188 tok |
| masrisystems/dot-agents Universal, portable multi-agent configuration, skills catalog, instruction sets, and sync | 0 | GitHub Copilot, Kiro | 23 | 9,978 tok |
| voarsh2/mcp-atlassian mcp-atlassian.soomiles.com MCP server for Atlassian tools (Confluence, Jira, Btibucket DC) | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 2,240 tok |
| Robiton/notebooklm-mcp-cli Enterprise + Personal MCP server and CLI for Google NotebookLM. Adds Discovery Engine REST | 0 | Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf | 8 | 6,392 tok |
| cheng306/mcp-server | 0 | GitHub Copilot | 1 | 258 tok |
| maithanhduyan/mcp-server MCP Server | 0 | GitHub Copilot | 1 | 328 tok |
| jurislm/coolify-mcp jurislm.github.io MCP server for Coolify. 35 tools for managing self-hosted PaaS through AI assistants. | 0 | Claude Code, GitHub Copilot | 2 | 2,615 tok |
| mehrshadshams/CopilotMCP | 0 | GitHub Copilot | 1 | 856 tok |
| gavinz0228/openai-agents-sdk-mcp A Model Context Protocol (MCP) tool plugin that provides documentation for the OpenAI Agen | 0 | GitHub Copilot | 1 | 234 tok |
| fastmcp-me/mcp-airflow-api deepwiki.com 🔍Model Context Protocol (MCP) server for Apache Airflow API integration. Provides compreh | 0 | GitHub Copilot | 1 | 769 tok |
| Mahima-Sanketh-Git/mcp-foundry 🤖 Explore Model Context Protocol (MCP) with Google Gemini. TypeScript monorepo covering M | 0 | GitHub Copilot | 1 | 1,421 tok |
| PetitBaguette/play-sound-mcp-server MCP server for playing local sound files | 0 | GitHub Copilot | 1 | 78 tok |
| vnkishortech/mcp_python | 0 | GitHub Copilot | 1 | 87 tok |
| sethdavis512/my-first-mcp A minimal Model Context Protocol (MCP) starter project with Vite, TypeScript, and Hono. In | 0 | GitHub Copilot | 1 | 811 tok |
| nana-tajima-pro/mcp-handson A repository for building a movie theater box-office operations agent | 0 | GitHub Copilot | 1 | 314 tok |
| sayedpfe/MCP | 0 | GitHub Copilot | 1 | 294 tok |
| ecatchup/basercms-mcp | 0 | GitHub Copilot | 1 | 552 tok |
| shaleen-wonder-ent/simple-mcp-server A simple MCP Server | 0 | GitHub Copilot | 1 | 229 tok |
| SufyaanKhateeb/MCP | 0 | GitHub Copilot | 1 | — |