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 |
|---|---|---|---|---|
| Matt-Beyond-Tech/superops-mcp | 0 | GitHub Copilot | 1 | 858 tok |
| Brooks-Sem/mcpserver | 0 | GitHub Copilot | 1 | 173 tok |
| kylemabry95/intervals.icu_to_claude_mcp_connection A standalone desktop application + Model Context Protocol (MCP) server that gives you comp | 0 | Claude Code, GitHub Copilot | 13 | 1,346 tok |
| Alexisb1988/hevy-mcp | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 10 | 7,262 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 | 20 | 6,662 tok |
| lucascortazz/mcp-cucumber-js-mobile-automation MCP server for mobile automation testing with Cucumber.js integration. Provides natural la | 0 | GitHub Copilot | 1 | 419 tok |
| aterx-hobby/effective-potato a runner mcp workspace | 0 | GitHub Copilot | 1 | 1,661 tok |
| devgabrielsborges/bullet-mcp-server A Model Context Protocol (MCP) server that provides physics simulation capabilities using | 0 | GitHub Copilot | 1 | 426 tok |
| matutezam/atlassian-mcp mcp-atlassian.soomiles.com MCP server for Atlassian tools (Confluence, Jira) | 0 | Codex, GitHub Copilot, OpenCode | 2 | 2,677 tok |
| wisenbergg/couchloop-mcp MCP server integration with CouchLoop AI backend | 0 | GitHub Copilot | 1 | 1,349 tok |
| amanarneja/XSpreadsheet MCP Server to perform CRUD operations on an Excel. This code has been generated by GitHub | 0 | GitHub Copilot | 1 | 330 tok |
| davidbuenov/dbv-pdf2md Conversor avanzado de PDF a Markdown optimizado para agentes de IA (Claude, Gemini), con e | 0 | Claude Code, GitHub Copilot, Gemini CLI | 3 | 1,343 tok |
| kevinnz/humanitix-mcp | 0 | GitHub Copilot | 1 | 545 tok |
| expansing/mcp_server_ha | 0 | GitHub Copilot | 1 | 2,274 tok |
| sandraschi/benny-the-dog-mcp Benny the dog health and care monitor - water bowls, movement, loneliness detection, sausa | 0 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf | 6 | 1,778 tok |
| mrsuber/davinci-resolve-mcp | 0 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode | 12 | 5,925 tok |
| mrodgersjs-web/rigforge rodgersintelligence.com Catches AI coding agents when they say work is done but it is not. | 0 | Codex, GitHub Copilot, OpenCode | 2 | 598 tok |
| 79cbd8hmgj-wq/RE-MCP | 0 | Claude Code, Codex, GitHub Copilot | 2 | 353 tok |
| usmanzia7864561/mcp-github-server | 0 | GitHub Copilot, Cursor | 2 | 241 tok |
| kazuki0529/git-readonly-mcp | 0 | GitHub Copilot | 1 | 234 tok |
| Imburr-BEL/ninjaone-mcp | 0 | GitHub Copilot | 1 | 858 tok |
| Dans-Plugins/dpc-mcp-server An MCP server for the DPC Zettelkasten — query the knowledge graph and read the commit-pin | 0 | GitHub Copilot | 1 | 624 tok |
| datamathcode/gitea-mcp Local Gitea MCP server | 0 | Codex, GitHub Copilot, OpenCode | 3 | 1,101 tok |
| JustinUbes/rag-nfl-analyst This is a RAG system and MCP server built to act as an NFL sports analyst for use in Ameri | 0 | Claude Code, GitHub Copilot | 2 | 44 tok |
| kazuki0529/ssh-inspector-mcp | 0 | GitHub Copilot | 1 | 219 tok |
| cyber-lazer-mermicorn/mcp-hub mcp-hub - Cutting-edge AI infrastructure | 0 | Codex, GitHub Copilot, OpenCode | 2 | 451 tok |
| 3lehr/brainlehr Deterministic, offline-capable knowledge store for any MCP client (Claude, Codex, Hermes, | 0 | Claude Code, GitHub Copilot | 8 | 1,697 tok |
| nambatipudi/mcpipe-toolchain MCPipe Toolchain — an MCP server + Electron app bridging AI clients to Confluence, GitHub, | 0 | GitHub Copilot | 1 | 1,546 tok |
| user-ic/vscode_mcp | 0 | GitHub Copilot | 1 | 333 tok |
| ShashankEd/demo-mcp-server This is a very small Model Context Protocol (MCP) example. | 0 | Claude Code, Codex, GitHub Copilot | 3 | 166 tok |
| lukislp/studylife-mcp MCP server exposing StudyLife (self-hosted study platform) data to Claude and other MCP cl | 0 | Claude Code, GitHub Copilot | 2 | 1,968 tok |
| WorldCentralKitchen/google_workspace_mcp workspacemcp.com Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive w | 0 | GitHub Copilot | 1 | 1,129 tok |
| humyai99/mcp-zyxel | 0 | GitHub Copilot | 1 | 318 tok |
| anshrajore/atelier-mcp Atelier is an MCP server and agent skill pack that adds post-generation quality gates to v | 0 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode | 4 | 1,967 tok |
| IsoCodeCrafter/PCP Standardize Context, Not Intelligence. An open protocol and MCP server for preserving proj | 0 | Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode | 5 | 3,290 tok |
| luizanunciostoca/toca-mcp-server | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 23 | 1,778 tok |
| t1nk333r/mcp-dockhand MCP Server for Dockhand Docker Management - exposes 130+ API endpoints as MCP tools | 0 | Claude Code, GitHub Copilot | 4 | 2,345 tok |
| Lumitorus/freecad-mcp-next FreeCAD MCP(Model Context Protocol) server | 0 | GitHub Copilot | 1 | 413 tok |
| acangialosi/outlook-mcp-server | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 750 tok |
| hassanvfx/mcp-data-analysis-agent Local-first, governed MCP analytics for SQLite and PostgreSQL. | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,091 tok |
| TuanLdv/testcase-generator-mcp-starter-qc Basic Testcase generation using Cursor AI & MCP. | 0 | GitHub Copilot | 1 | 629 tok |
| wylienorthwind/datto-rmm-mcp | 0 | GitHub Copilot | 1 | 858 tok |
| nimelkot/astra Hybrid code intelligence for AI agents: Python AST graphs, local semantic search, CLI, and | 0 | GitHub Copilot | 1 | 52 tok |
| Caucus-Race/copilot-datagate Copilot MCP server for accessing DB | 0 | GitHub Copilot | 1 | 1,397 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 |
| Builderstar/youtube-music-cli-mcp-fork Unofficial involvex/youtube-music-cli fork adding a local stdio MCP server; not affiliated | 0 | Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode | 6 | 6,513 tok |
| JDelgadoCMG/ninjaone-mcp1 | 0 | GitHub Copilot | 1 | 858 tok |
| RianHarahap/mcp-server | 0 | GitHub Copilot | 1 | 181 tok |
| MaximSantalov/ai_agent_mcp_jira | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 2,281 tok |
| DawidNowak/mcp-proxy Hardening MCP proxy: per-profile tool filtering, Streamable HTTP downstream, observability | 0 | GitHub Copilot | 1 | 1,010 tok |