45,030 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980
All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| rordi-ai/loopbreaker Local-first MCP review graph extracted from Rordi: bounded agent review, attributable evid | 3 | Claude Code, Codex, OpenCode | 2 | 778 tok |
| mdadul/db-mcp Self-hosted MCP gateway that gives AI coding agents read-only access to your databases. | 3 | Claude Code, Codex | 3 | 919 tok |
| mezotv/proofdrop skills.sh Small HTTP MCP server that lets agents drop temporary public review proofs into Neon stora | 3 | Claude Code, Codex | 2 | — |
| sandraschi/database-operations-mcp MCP server and webapp for database operations with 15 portmanteau tools supporting SQLite, | 3 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf | 5 | 1,472 tok |
| rc4l/ZandronumMCP Experimental MCP Server for Zandronum. Speeds up modding and engine development. | 3 | Codex, OpenCode | 1 | 86 tok |
| handaas/industry-chain-mcp-server Industry chain analysis MCP service | 3 | Codex, OpenCode | 1 | 2,319 tok |
| CodingButter/code-health A comprehensive code health analysis CLI tool with dashboard and MCP support | 3 | Claude Code | 1 | 1,325 tok |
| cooky-dance/devspace-local-artifacts Privacy-conscious DevSpace MCP with safe Windows and Base64 artifact writes plus ngrok set | 3 | Codex, OpenCode | 1 | 351 tok |
| gong-yeongbin/mcp-seoul-rtd An MCP for querying real-time congestion, traffic, and weather at 121 major locations in S | 3 | Claude Code | 2 | 768 tok |
| Hamza-XP/confluence-mcp-server MCP server for reading and writing Confluence Cloud from Claude Code. Search, map space hi | 3 | Claude Code | 1 | 1,214 tok |
| openhonest/umbra slopaudit.org Umbra: an apophatic code auditor that reports what your tests are structurally unable to s | 3 | Codex, OpenCode | 1 | 2,438 tok |
| skyphusion-labs/search-mcp search-mcp.dev Cloudflare AI Search toolkit: MCP server, streaming /ask Worker, docs widget, and git-to-R | 3 | Claude Code | 1 | 1,411 tok |
| franciscpd/mcp-server-gmail MCP server for Gmail — read, search, send, reply, forward emails and manage labels using j | 3 | Claude Code | 1 | 800 tok |
| vecbase-labs/OpenShelf A generic MCP server for building and querying local PDF knowledge bases with DuckDB-backe | 3 | Codex, OpenCode | 1 | 523 tok |
| sandraschi/comfyops-mcp Fastmcp server and webapp for handling comfy (which is famously non-comfy) | 3 | Claude Code, Codex, Cursor, OpenCode, Windsurf | 4 | 1,045 tok |
| 1235ggb/deepseek-eyes Give DeepSeek eyes — use MCP to enable visionless DeepSeek to recognize images, compatible | 3 | Claude Code | 1 | 740 tok |
| wfbcargo/wfbcargo_spawn_mcp Local MCP server for the Spawn Games agent API, with a Playwright play client so an agent | 3 | Claude Code | 2 | — |
| axelfreeman/gymcamanalytics gymcamanalytics.com MCP server: gym attendance & trainer analytics from existing cameras | 3 | Codex, OpenCode | 1 | 326 tok |
| ByteOverDev/peak-window-mcp-app byteoverdev.github.io Alpine weather window analyzer — MCP App powered by Open-Meteo | 3 | Claude Code | 1 | 4,256 tok |
| Ciltress/sap-abap-mcp SAP ABAP MCP with ADT and JSON RPC - Multiple Authentication Methods | 3 | Codex, OpenCode | 1 | 3,641 tok |
| Suzu-Testing/metasploit-cursor-harness Agentic penetration testing harness bridging Cursor AI agents with Metasploit Framework vi | 3 | Claude Code, Codex, Cursor, OpenCode | 63 | 2,469 tok |
| ieeecsopen/mcp-cs npmjs.com IEEE Computer Society Universal Developer Operations, Diagnostics & AlgoJudge Competitive | 3 | Claude Code, Codex | 30 | — |
| Sou0327/knowmint knowmint.shop Knowledge marketplace where AI agents autonomously buy human expertise | 3 | Claude Code, Codex, OpenCode | 2 | 2,710 tok |
| 17861102832/wanyimem Created to serve the general public | 3 | Codex, OpenCode | 1 | 330 tok |
| SylphxAI/video-reader-mcp Cue — local-first video timeline evidence for agents: probe, subtitles, scenes, frames. SD | 3 | Codex, OpenCode | 1 | 390 tok |
| cyanheads/worldbank-mcp-server npmjs.com Query 29,500+ World Bank development indicators for 200+ countries across 60+ years via MC | 3 | Claude Code, Codex, OpenCode | 2 | 16,362 tok |
| mcp-gtw/demo-game Multiplayer, MCP-controlled action game built on mcp-gtw. | 3 | Claude Code, Codex, OpenCode | 2 | 11,360 tok |
| SiamAlSobari/mnemo-agent-memory High-precision persistent memory & knowledge graph engine for AI coding agents via Model C | 3 | Claude Code, Codex | 4 | — |
| cyanheads/wikidata-mcp-server npmjs.com Search and fetch Wikidata entities, execute SPARQL queries, and resolve external identifie | 3 | Claude Code, Codex, OpenCode | 2 | 14,638 tok |
| dan1d/mercadopago-tool Mercado Pago tool connector for AI agents, Telegram, WhatsApp and automation platforms | 3 | Claude Code | 1 | 783 tok |
| DevSkillsIT/Skills-MCP-Hudu MCP Server for Hudu Documentation Platform - 31+ tools for IT documentation management | 3 | Claude Code | 1 | 3,944 tok |
| KenosInc/dwf-mcp-server An MCP server that provides LLM-driven control of the Digilent Analog Discovery 3 via the | 3 | Claude Code | 1 | 1,606 tok |
| calintzy/evmscope EVM blockchain intelligence toolkit for AI agents — 23 MCP tools across 7 chains (Ethereum | 3 | Claude Code | 1 | 219 tok |
| jordanburke/ssh-client-mcp-server MCP server exposing SSH control for Linux servers via Model Context Protocol. | 3 | Claude Code | 1 | 2,090 tok |
| gregario/astronomy-oracle Celestial object catalog and observing session planner MCP server | 3 | Claude Code | 1 | 250 tok |
| jmcentire/signet-eval Claude Code policy enforcement hook — deterministic authorization for AI agent tool calls | 3 | Claude Code | 1 | 1,659 tok |
| HighVoltSound/ableton-auto-mix-mcp MCP server for AI-driven auto-mixing and auto-mastering in Ableton Live, tuned to a music | 3 | Codex, OpenCode | 1 | 89 tok |
| craigjmidwinter/mail-muncher craigjmidwinter.github.io An email client for AI agents. Filtered, read-only Gmail delivered to disk as .eml + markd | 3 | Claude Code, Codex, OpenCode | 2 | 1,325 tok |
| comparedge/mcp-server-comparedge comparedge.com MCP server for SaaS pricing data from ComparEdge.com — connect Claude to real-time SaaS pr | 3 | GitHub Copilot | 1 | 373 tok |
| benedya/octoquery Let AI agents query your databases safely: each DB becomes an MCP tool, each schema a skil | 3 | Claude Code, Codex, OpenCode | 5 | 671 tok |
| nikitacometa/mnemon-memory-mcp aisatisfy.me Persistent layered memory MCP server for AI agents — SQLite + FTS5 + vector hybrid search | 3 | Claude Code | 1 | 2,115 tok |
| cprice70/amazonads-mcp MCP server for Amazon Ads API - 9 tools for campaign management | 3 | Claude Code | 1 | 720 tok |
| mclaut/ariadne mclaut.github.io Local-first multilingual memory for Codex, Claude Code and MCP. Go + Qdrant + bge-m3, proj | 3 | Claude Code, Codex, OpenCode | 2 | 2,105 tok |
| LionelHuanSi/awesome-ai-agent-skills | 3 | Claude Code, Codex | 8 | — |
| agent-frontier/wgm Agent Skill — turn a rough request into working software (grill → plan → Ralph loop) | 3 | Claude Code, Codex, OpenCode | 13 | 314 tok |
| christopherlhammer11-ai/tool-use-guardian christopherhammer.dev Reliability wrapper for AI tool calls with retries, timeouts, JSON repair, and failure met | 3 | Claude Code | 1 | — |
| catalyst-cooperative/agent-skills Coding agent skills designed to help users work with PUDL data and the PUDL data processin | 3 | Claude Code, Codex, OpenCode | 2 | 3,628 tok |
| codyde/mcp-firecrawl-tool | 3 | Claude Code | 1 | 236 tok |
| lyarwood/kubevirt-mcp-server A simple Model Context Protocol server for KubeVirt | 3 | Codex, OpenCode | 1 | 1,239 tok |
| nklisch/krometrail krometrail.dev Local browser control and temporal visual evidence for AI agents — an MCP server that driv | 3 | Claude Code, Codex, OpenCode | 4 | 12 tok |