31,992 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 agents7,690Claude Code6,656Data and AI3,669Backend and APIs3,506Languages3,395Planning3,227Git and workflow3,219Code review2,753Testing2,387Memory and context2,368Writing and docs2,331DevOps and cloud2,317Research2,292Frontend2,266Security2,036Productivity1,725
All Claude Code31,992 Codex23,401 OpenCode22,346 GitHub Copilot3,564 Gemini CLI1,917 Cursor1,741 Windsurf146 Kiro83
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| shuolol/sellfox-mcp | 2 | Claude Code, Codex, OpenCode | 3 | 3,149 tok |
| willer/mcp-operator | 2 | Claude Code | 1 | 276 tok |
| razz-team/brighty-agent-toolkit Banking for AI agents — MCP server + AgentSkills for Brighty. Works with Claude, Codex, Cu | 2 | Claude Code, Codex, OpenCode | 2 | 3,985 tok |
| selfagency/teamdynamix-mcp teamdynamix-mcp.self.agency 🎟️ TeamDynamix MCP Server (unofficial) | 2 | Claude Code, Codex, GitHub Copilot | 3 | 1,307 tok |
| malaya-zemlya/tls-mcp Small MCP server for analyzing TLS certificates | 2 | Claude Code | 1 | 1,030 tok |
| ginomoretta-creator/gmat-mcp-server MCP server that turns NASA's GMAT into an AI copilot: headless script execution with valid | 2 | Claude Code | 1 | 1,004 tok |
| shenyuexin/mobile-e2e-mcp AI-first mobile E2E MCP orchestration | 2 | Claude Code, Codex, OpenCode | 8 | 2,053 tok |
| Olson3R/confluence-mcp Confluence MCP Service - Enables Claude to interact with Atlassian Confluence through Mode | 2 | Claude Code | 1 | 1,740 tok |
| laat/mor mor.laat.dev Notes CLI and MCP | 2 | Claude Code | 6 | 996 tok |
| Nuttapon/context-hub-mcp | 2 | Claude Code, Codex, OpenCode | 4 | 544 tok |
| ryanmichaeljames/dataverse-mcp An MCP server for interacting with Microsoft Dataverse environments. Built with FastMCP an | 2 | Claude Code | 3 | 924 tok |
| aiconnect-cloud/agentjobs-mcp An MCP (Model Context Protocol) server that allows AI agents to query and manage jobs in t | 2 | Claude Code | 22 | 1,792 tok |
| 106-/kakuyomu-mcp An MCP (Model Context Protocol) server for loading content from the Japanese novel publish | 2 | Claude Code | 1 | 896 tok |
| Rohit-Seelam/Perplexity_MCP MCP server for Perplexity AI integration with Claude Desktop - three complexity levels for | 2 | Claude Code | 1 | 2,238 tok |
| RadonX/mcp-trilium | 2 | Claude Code | 1 | 1,037 tok |
| mattbalmer/knbn-mcp MCP server for knbn tool | 2 | Claude Code | 1 | 595 tok |
| vuvuvu/streamersonglist-mcp A Model Context Protocol server for StreamerSongList APIs - works with Claude Desktop and | 2 | Claude Code | 1 | 812 tok |
| twalichiewicz/meshseeks MCP server that spawns specialized AI agents that work in parallel to solve complex proble | 2 | Claude Code | 1 | 2,375 tok |
| aldilaff/mcp-wyze-server An MCP (Model Context Protocol) server for controlling Wyze smart home devices using the w | 2 | Claude Code | 1 | 961 tok |
| Doctacon/mcp-worktree-workflows MCP server for automated parallel development using git worktrees. Workflows: 1. Voting 2. | 2 | Claude Code | 16 | — |
| Happiest-d/kaiten-mcp | 2 | Claude Code | 1 | 1,493 tok |
| asachs01/float-mcp float.com A community MCP server for float.com. | 2 | Claude Code | 48 | 72 tok |
| joelmnz/mcp-markdown-manager Manage a Markdown knowledge library with AI MCP API | 2 | Claude Code, Codex, GitHub Copilot, OpenCode | 5 | 1,676 tok |
| kylestratis/spotify-mcp An MCP spotify for building Spotify playlists | 2 | Claude Code | 1 | 255 tok |
| Ayaanisthebest/appleMCP based of supermemoryAI's apple MCP server but edited for my needs | 2 | Claude Code | 1 | 271 tok |
| localSummer/task-manager-mcp A lightweight MCP (Model Context Protocol) server for task management with intelligent sta | 2 | Claude Code | 2 | 1,048 tok |
| opensubtitles/mcp.opensubtitles.com A TypeScript/Node.js-based MCP (Model Context Protocol) server for OpenSubtitles API integ | 2 | Claude Code | 1 | 3,024 tok |
| gchallen/withings-mcp | 2 | Claude Code | 1 | 810 tok |
| base-kit/docs-mcp npmjs.com An open-source local documentation MCP service for AI programming (Claude Code / Cursor): | 2 | Claude Code | 1 | 2,850 tok |
| danielwpz/polybrain-mcp An MCP server for connecting AI agents to multiple LLM models. | 2 | Claude Code | 1 | 1,810 tok |
| sachinparyani/mcp-server-shopping MCP server for shopping integration | 2 | Claude Code | 1 | 624 tok |
| agentage/server-memory MCP server for agentage Memory: exposes @agentage/memory-core vaults as the frozen 6 memor | 2 | Claude Code | 1 | 465 tok |
| HeshamWM/idfm-mcp-server MCP Server for Paris public transport data - Real-time departures, traffic info via IDFM P | 2 | Claude Code | 1 | 1,348 tok |
| phildougherty/infracost_mcp | 2 | Claude Code | 2 | 1,161 tok |
| INSIDE-HAIR/mcp-google-calendar-and-meet | 2 | Claude Code | 1 | 1,365 tok |
| jonpspri/databeak jonpspri.github.io Model Context Protocol server providing 40+ specialized CSV data manipulation tools for AI | 2 | Claude Code, Codex, OpenCode | 3 | 1,609 tok |
| jakedx6/helios9-MCP-Server | 2 | Claude Code | 2 | 2,654 tok |
| lenvolk/mcp-lifx | 2 | Claude Code, Codex, GitHub Copilot | 3 | 833 tok |
| freevisionsk/registeruz-mcp MCP server for Slovak Registry of Financial Statements (Register účtovných závierok) | 2 | Claude Code | 1 | 817 tok |
| Im-Hal-9K/capacities-mcp Capacities×MCP | 2 | Claude Code, Codex, OpenCode | 4 | 1,660 tok |
| HadyAhmed00/Android-MCP | 2 | Claude Code | 1 | 2,437 tok |
| jonmmease/jons-mcp-pushover An MCP server for sending push notifications via Pushover | 2 | Claude Code | 1 | 571 tok |
| Joint-Photon-Sciences-Institute/xraylarch-mcp | 2 | Claude Code | 1 | 4,335 tok |
| zlatanpham/anki-mcp | 2 | Claude Code | 1 | 477 tok |
| courtneyr-dev/meta-trac MCP server for WordPress Meta Trac - adapted from trac-mcp | 2 | Claude Code | 5 | — |
| Legorobotdude/mcp-image-gen MCP server for Gemini AI image generation | 2 | Claude Code, Codex, OpenCode | 2 | 748 tok |
| Tommertom/safer_fetch_mcp Copy from anthropic's Fetch MCP - to ensure code control | 2 | Claude Code | 1 | — |
| SaladTechnologies/mcproxy Remote headless browser sessions via MCP (Model Context Protocol) for SaladCloud. | 2 | Claude Code | 2 | 2,321 tok |
| lesleslie/session-buddy Session management MCP server for Claude Code — automatic session lifecycle, searchable me | 2 | Claude Code, Codex, OpenCode | 3 | 6,035 tok |
| cogell/assembly-ai-mcp | 2 | Claude Code | 1 | 513 tok |