43,695 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 |
|---|---|---|---|---|
| dinehq/feishu-mcp | 3 | Claude Code | 1 | 458 tok |
| pimpmypixel/immich-mcp-server MCP Server for Immich 2.0 API integration with AI agents | 3 | GitHub Copilot | 1 | 928 tok |
| ikrigel/mcp-server-cv-modify | 3 | Claude Code | 1 | 5,083 tok |
| silviosotelo/oracle-apex-mcp-server | 3 | Claude Code | 1 | 8,720 tok |
| danjam/mcp-launchbox | 3 | Claude Code | 1 | 2,356 tok |
| bjulius/QueryCounterMCP An MCP Server to count and categorize queries across models | 3 | Claude Code | 1 | 1,145 tok |
| sixees/mcp-curl Simple MCP server to execute cURL commands - ideal for Desktop AI Clients (Claude / ChatGP | 3 | Claude Code, GitHub Copilot | 2 | 1,681 tok |
| mkmeral/containerized-strands-agents This is an MCP server that hosts strands agents. The goal is to create containerized stran | 3 | Codex, OpenCode | 1 | 3,526 tok |
| aplaceforallmystuff/mcp-wisdom Philosophy-grounded thinking frameworks for Claude - an MCP server providing Stoic, Cognit | 3 | Claude Code, Codex, Gemini CLI, OpenCode | 4 | 446 tok |
| den-tanui/kitty-mcp MCP Server for interacting with kitty terminal | 3 | Claude Code | 15 | — |
| taciturnaxolotl/traverse traverse.dunkirk.sh snatching amp walkthrough for my own purposes mwhahahaha | 3 | Claude Code | 1 | 723 tok |
| TadMSTR/task-queue-mcp A FastMCP server that exposes the agent orchestration task queue as an MCP tool interface. | 3 | Codex, OpenCode | 1 | 1,901 tok |
| kieranklaassen/farmbot-agent-cli-mcp Agent-native CLI and MCP server for FarmBot hardware control | 3 | Claude Code | 1 | 601 tok |
| kolarova-ops/rohlik-mcp MCP server that lets you shop groceries across the Rohlik Group platforms (Rohlik.cz, Knus | 3 | Claude Code | 1 | 805 tok |
| alisoroushmd/zotero-mcp MCP server for Zotero — search, add papers, write Word docs with live citations | 3 | Codex, Gemini CLI, OpenCode | 2 | 5,357 tok |
| sandraschi/openclaw-molt-mcp FastMCP 2.14+ server bridging MCP clients ( Cursor, Antigrav, Claude …) with the OpenClaw | 3 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf | 6 | 2,475 tok |
| Prgebish/mcp-telegram MCP server for Telegram — connect Claude to your real Telegram account via User API (MTPro | 3 | Claude Code | 1 | 245 tok |
| qelos-io/better-mcp | 3 | Claude Code | 1 | 689 tok |
| n0zer0d4y/asana-project-ops deepwiki.com Advanced Asana MCP Server with batch operations, direct section assignment, and selective | 3 | Claude Code | 1 | 2,139 tok |
| agenticpay-dev/agenticpay agenticpay-dev.github.io MCP-native pay-per-tool-call micropayments for AI agents (Solana + USDC + x402) | 3 | Claude Code, Cursor | 3 | 1,840 tok |
| quiltdata/quilt-mcp-server | 3 | Claude Code, Codex, OpenCode | 12 | 1,142 tok |
| tomtapia/mcp-trustedadvisor-server Use Trusted Advisor as a model context protocol. | 3 | GitHub Copilot | 1 | 146 tok |
| MTimma/knowerage Local MCP server that tracks AI analysis coverage against your codebase | 3 | Codex, OpenCode | 1 | 262 tok |
| jrenaldi79/google-workspace-mcp NPM-distributable Google Workspace MCP server for Claude Desktop, Claude Code CLI, and Cha | 3 | Claude Code | 1 | 1,137 tok |
| krystian-ai/ai-image-gen-mcp Scalable MCP backend optimized for Claude Code and Claude Desktop — secure, low-latency, p | 3 | Claude Code | 1 | 1,005 tok |
| ihiteshgupta/gmail-mcp-server Gmail MCP Server for Claude Code - Search, send, and manage emails via AI | 3 | Claude Code | 1 | 1,202 tok |
| pm990320/google-workspace-mcp The Ultimate Google Docs, Sheets & Drive MCP Server. Google Docs MCP is an MCP server (pri | 3 | Claude Code | 3 | 4,172 tok |
| KalinYorgov/RN-upgrade-helper-MCP A Model Context Protocol (MCP) server that automates the React Native Upgrade Helper websi | 3 | Claude Code | 1 | 600 tok |
| knportal/formfill-mcp formfill.plenitudo.ai Fill any PDF form from your AI agent — MCP server for PDF form filling | 3 | Claude Code | 1 | 570 tok |
| Voxos-ai-Inc/clink-mcp-server clink.voxos.ai MCP server implementation for @voxos-ai/clink-mcp-server | 3 | Claude Code | 1 | 936 tok |
| pm990320/ultimate-playwright-mcp npmjs.com Multi-agent Playwright MCP server with tab group isolation — multiple AI agents share one | 3 | Codex, OpenCode | 1 | 333 tok |
| maxrabin/pdf-image-mcp | 3 | Codex, OpenCode | 1 | 68 tok |
| dutchbase/img-converter Fast, scriptable image conversion powered by Sharp. Ships as an npm package, a CLI, a REST | 3 | Claude Code | 1 | 632 tok |
| u9401066/pharmacy-mcp Pharmacy MCP Server - Drug information, dosage calculators, and interaction checkers via M | 3 | Claude Code, Codex, GitHub Copilot, OpenCode | 43 | 2,916 tok |
| coeusyk/personal-notes-assistant A RAG server for your Obsidian vault. | 3 | Claude Code | 1 | 900 tok |
| mrkhachaturov/ya-reviews-mcp | 3 | Claude Code | 1 | 1,332 tok |
| 2501-ai/vmware-mcp VMWare MCP server for LLMs | 3 | Claude Code | 1 | 463 tok |
| zuohuiyang/dump-analyzer-mcp-server An MCP server for remote Windows Crash Dump analysis via CDB, enabling AI agents to debug | 3 | Codex, OpenCode | 1 | 1,809 tok |
| KultivatorConsulting/pikvm_mcp_server PiKVM MCP Server | 3 | Codex, OpenCode | 1 | 1,468 tok |
| 3062-in-zamud/knowledgine Developer Knowledge Infrastructure - Extract structured knowledge from your codebase for A | 3 | Claude Code, Codex, OpenCode | 7 | 1,801 tok |
| mynghn/slack-mcp-server Read-only MCP server for Slack workspace data | 3 | Claude Code | 10 | 358 tok |
| abhisavakar/codeimpact Persistent codebase understanding for Claude, Cursor & AI coding assistants via MCP | 3 | Claude Code, Cursor | 2 | 4,457 tok |
| mocomoco-inc/mocovoice-mcp-server products.mocomoco.ai mocoVoice MCP Server | 3 | Claude Code | 1 | 552 tok |
| lakshyamehta03/wayback-machine-mcp pypi.org MCP server giving Claude and other LLM clients structured access to the Internet Archive's | 3 | Claude Code | 1 | 639 tok |
| jgabor/finsliparn Finsliparn is a MCP Server and Claude Code Plugin that adapts Poetiq's ARC-AGI solver meth | 3 | Claude Code, Codex, OpenCode | 7 | 665 tok |
| MacHu-GWU/mcp_ohmy_sql-project mcp-ohmy-sql.readthedocs.io A powerful Model Context Protocol (MCP) server that provides universal SQL database connec | 3 | Claude Code | 1 | 462 tok |
| andyleimc-source/tencent-ad-mcp MCP server for Tencent Ads Marketing API v3.0 — 358 tools | 3 | Claude Code | 1 | 309 tok |
| Furqankhanzada/hamara-hisaab Hamara Hisaab (ہمارا حساب) — self-hosted household finance ledger. API-first: every featur | 3 | Claude Code | 1 | 930 tok |
| yucx-go/agent-knowledge pypi.org AI agent knowledge & long-term memory · MCP server, knowledge graph, BM25 + RRF retrieval | 3 | Codex, OpenCode | 1 | 1,083 tok |
| cmeans/mcp-awareness Cross-platform memory and ambient awareness for AI agents — knowledge store, alert collati | 3 | Claude Code | 1 | 2,776 tok |