45,053 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989
All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| raihan0824/mcp-fooocus-api | 2 | Claude Code | 1 | 856 tok |
| ethereumfollowprotocol/google-services-mcp google-services-mcp.efp.workers.dev MCP server for interacting with the google services used by the EFP team | 2 | Claude Code | 3 | — |
| bobleer/deepseek-harness-plugin-mcp MCP server that lets any agent discover, install, and run DeepSeek Harness plugins (topic: | 2 | Codex, OpenCode | 1 | 122 tok |
| Junjianxin/jjx-js-reverse-mcp An enhanced MCP tool combining js-reverse-mcp and chrome-devtool-mcp. | 2 | Claude Code | 1 | 796 tok |
| CSOAI-ORG/music-production-ai-mcp meok.ai 🔌 Exposes music production tools over MCP (MEOK AI Labs); see the README for the tool lis | 2 | Cursor | 1 | 76 tok |
| Augustas11/antseed-explorer antfeed.org On-chain buyer intelligence for the AntSeed P2P AI services network on Base | 2 | Codex, OpenCode | 1 | 163 tok |
| Agenxy/dibs agenxy.org Tells agents what the others are working on, and where they collide. | 2 | Claude Code, Codex, OpenCode | 2 | 10,153 tok |
| banksynchq/banksync-mcp BankSync MCP server — connect AI agents to bank accounts, transactions, balances, and inve | 2 | Claude Code, Codex, OpenCode | 2 | 2,316 tok |
| SecondLifes/code-intel Hybrid semantic+keyword code search, RAG chat, and a 17-tool MCP server for Delphi/Pascal | 2 | Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode | 50 | 8,454 tok |
| rajephon/k-lottery CLI + MCP server for purchasing Donghaeng Lottery Lotto 6/45 tickets, checking balances, a | 2 | Claude Code, Codex, OpenCode | 2 | 4,976 tok |
| isomorphic-team/isomorphic-app isomorphic.sh The Org Brain: a GitHub-backed team knowledge base that Claude can search, read, and edit | 2 | Claude Code | 9 | 3,479 tok |
| sommio/qwen-omni-mcp An MCP server that gives Claude Code and other AI agents video, image, audio, and audio-vi | 2 | Claude Code, Codex, OpenCode | 10 | 1,894 tok |
| moorej2400/ai-memory-mcp Portable hybrid AI-memory MCP with Graphify-backed retrieval | 2 | Claude Code, Codex, OpenCode | 2 | 874 tok |
| xiaojiou176-open/multi-ai-panel xiaojiou176-open.github.io Compare-first, browser-native AI compare workspace for ChatGPT, Gemini, Perplexity, Qwen, | 2 | Claude Code, Codex, OpenCode | 2 | 2,544 tok |
| TheFractalyst/QuantConnectMCP QuantConnect/Lean MCP server - 6 tools for docs lookup, code validation, and code generati | 2 | Codex, OpenCode | 1 | 437 tok |
| MrJPTech/macro-pickle Local, database-free AI creative toolkit — image & video generation plus a typed, brand-aw | 2 | Claude Code | 1 | 2,817 tok |
| Noctilucenty/ATLAS Short-horizon FX binary-option prediction on IQ Option: calibrated LightGBM + expected-val | 2 | Claude Code | 1 | 1,032 tok |
| dinglebear-ai/synapse npmjs.com Rust MCP and CLI server for local Synapse workflows: Docker/Compose control, host inspecti | 2 | Claude Code, Codex, Gemini CLI, OpenCode | 4 | 5,463 tok |
| pinion05/supabase-mcp-lite Lightweight Supabase MCP server implementation | 2 | Claude Code | 1 | 1,254 tok |
| shumi-ai/shumi-mcp Shumi crypto trade-intelligence MCP server — markets, funding rates, narratives, regime, a | 2 | Claude Code | 1 | 187 tok |
| flight505/MCP_DinCoder | 2 | Claude Code | 1 | 1,557 tok |
| ferocknew/cf-search-mcp | 2 | Claude Code | 2 | 888 tok |
| BuyWhere/buywhere BuyWhere agent-native product catalog API | 2 | Codex, OpenCode | 1 | 1,103 tok |
| dinglebear-ai/rgotify npmjs.com Rust MCP server and CLI for Gotify push notifications, with stdio/HTTP transports, auth, C | 2 | Claude Code, Codex, Gemini CLI, OpenCode | 4 | 4,153 tok |
| rolliinc/rolli-mcp npmjs.com MCP server for Rolli IQ — social media search and analytics | 2 | Claude Code | 1 | 1,382 tok |
| sunub/obsidian-mcp-server npmjs.com An MCP Server designed to make it easy for AI agents or external applications to browse an | 2 | Gemini CLI | 1 | 1,157 tok |
| AndreyTsibin/mcp-super-app-public MCP server for Claude Code: project bootstrap, skills, website generator (landing or donor | 2 | Claude Code | 1 | — |
| robinmordasiewicz/terraform-provider-f5xc registry.terraform.io Terraform provider for F5 Distributed Cloud (F5XC) - Community Edition | 2 | Claude Code | 7 | 8,569 tok |
| kuiralabs/ada-dev-cli Cardano CLI wallet and MCP server — wallets, balances, transfers, native assets, atomic sw | 2 | Claude Code | 1 | 625 tok |
| dinglebear-ai/rapprise npmjs.com Rust MCP server and CLI for Apprise notification fan-out across dozens of delivery backend | 2 | Claude Code, Codex, Gemini CLI, OpenCode | 4 | 1,363 tok |
| RoscoNL/intodns-mcp-server intodns.ai MCP server for IntoDNS.ai — free DNS, DMARC, SPF, DKIM, BIMI, MTA-STS, DNSSEC & email secu | 2 | Claude Code, Codex, OpenCode | 2 | 1,764 tok |
| neurarelay/relay-action-card neurarelay.com Run a Neura Relay Action Card and receive a governed Decision Receipt before execution. | 2 | Codex, OpenCode | 1 | 384 tok |
| getrephonic/rephonic-mcp Give AI agents and LLMs access to the Rephonic API. | 2 | Claude Code, Cursor | 1 | — |
| energychain/cernion-energy-tools MicroService Agent System for Energy Markets | 2 | Claude Code, Codex, GitHub Copilot, OpenCode | 28 | 5,673 tok |
| vincentvella/devloop devloop.build Browser control + dev-server logs on one correlated timeline — an MCP server with a headle | 2 | Claude Code | 1 | — |
| Tempguru-co/tempguru-mcp tempguru.co MCP server for W-2 event staffing across 345 US/CA markets: plan_staffing planner, live ra | 2 | Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode | 4 | 5,581 tok |
| xyver/daedal-map daedalmap.com Open geographic query engine — ask place-based questions in natural language, get answers | 2 | Claude Code | 1 | 1,099 tok |
| AceDataCloud/ProducerMCP platform.acedata.cloud MCP server for Producer/Riffusion AI music generation via AceDataCloud API | 2 | Claude Code, GitHub Copilot | 2 | 852 tok |
| GeiserX/lynxprompt-mcp MCP Server for LynxPrompt — browse, search, and manage AI configuration blueprints (AGENTS | 2 | Claude Code, Codex, OpenCode | 4 | 2,399 tok |
| GeiserX/duplicacy-mcp MCP Server for Duplicacy — monitor backup status, progress, and health from Prometheus exp | 2 | Claude Code, Codex, OpenCode | 4 | 2,367 tok |
| 06ketan/slideshot slideshot.vercel.app Convert HTML slides to high-res PNG, WebP, and PDF — CLI, Web App, MCP Server | 2 | Claude Code, Codex | 10 | 1,467 tok |
| DanielGuru/repomemory Persistent, structured memory for AI coding agents. Your repo remembers what every session | 2 | Claude Code, Codex, OpenCode | 2 | 5,463 tok |
| beel-es/beel-mcp docs.beel.es Servidor MCP de facturación electrónica española con VeriFactu (AEAT): emite facturas F1/F | 2 | Codex, OpenCode | 1 | 1,542 tok |
| Gainium/gainium-mcp | 2 | Claude Code | 2 | 543 tok |
| JoaoBerne/cli-bridge-mcp Your AI assistant, but it can phone a friend — an MCP server that consults a council of ot | 2 | Claude Code, Codex, OpenCode | 2 | 1,318 tok |
| 4DA-Systems/4DA 4da.ai 4DA knows every dependency on your machine and tells you — and your coding agent — what ch | 2 | Claude Code, Codex, OpenCode, Windsurf | 3 | 7,344 tok |
| CSOAI-ORG/contract-review-ai-mcp meok.ai 🔌 Exposes Contract analysis, clause extraction, and risk assessment. | 2 | Cursor | 1 | 79 tok |
| FadingLight9291117/mcp-harmonyos Model Context Protocol server for HarmonyOS development | 2 | Codex, OpenCode | 1 | 1,501 tok |
| Declade/lucairn-sdks lucairn.eu Lucairn SDKs — privacy-preserving AI infrastructure clients for TypeScript, Python, Go, an | 2 | Claude Code | 3 | 397 tok |
| sultanlive/vibeseo-mcp vibeseo.dev VibeSEO MCP — Model Context Protocol server for SEO research and content workflow | 2 | Gemini CLI | 1 | 338 tok |