31,986 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 agents7,720Claude Code6,662Data and AI3,665Backend and APIs3,500Languages3,396Planning3,238Git and workflow3,234Code review2,760Testing2,394Memory and context2,365Writing and docs2,333DevOps and cloud2,315Research2,289Frontend2,264Security2,036Project management1,736
All Claude Code31,986 Codex23,463 OpenCode22,407 GitHub Copilot3,565 Gemini CLI1,914 Cursor1,740 Windsurf150 Kiro84
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| y-hirakaw/mcp-gh-pr-mini A minimal MCP (Model Context Protocol) server for interacting with GitHub pull requests. | 0 | Claude Code | 11 | 1,374 tok |
| brandon-fryslie/vibedungeon-voice VibeDungeon voice/agents MCP server (forked from elevenlabs/elevenlabs-mcp) | 0 | Claude Code | 1 | 1,294 tok |
| PAID-LLC/paid-llc-website | 0 | Claude Code | 1 | 1,005 tok |
| caryan/vscode-notebook-mcp MCP server for VSCode notebook | 0 | Claude Code | 1 | 3,563 tok |
| yagomp/seoagent Agent-first SEO toolkit — keyword research, rank tracking, site audits, competitor analysi | 0 | Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode | 5 | 2,451 tok |
| dks50217/NetStoneMCP Model Context Protocol (MCP) tools for FFXIV using NetStone and external APIs via LLMs. | 0 | Claude Code | 1 | 966 tok |
| sfeeney1897/wasp-mcp MCP server implementing the WASP (Web Agent Semantic Protocol) structured web retrieval fo | 0 | Claude Code | 1 | 6,995 tok |
| Echo3s-io/echo3s-mcp | 0 | Claude Code | 1 | 1,116 tok |
| LENA-EE/simple_mcp mcp_perl_critic | 0 | Claude Code | 1 | 2,806 tok |
| MoyGulati/claude-operator Autonomous multi-worker orchestrator MCP server for Claude Code | 0 | Claude Code | 1 | 454 tok |
| scopweb/mcp-go-github Go-based MCP server that connects GitHub to Claude Desktop, enabling direct repository ope | 0 | Claude Code, Codex, OpenCode | 2 | 3,014 tok |
| Ethan2298/DataBook An AI-editable SQL database app. The MCP server IS the app — its tool definitions encode t | 0 | Claude Code | 1 | 3,776 tok |
| paulieb89/whatdotheyknow-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 753 tok |
| gmantovani2005/mcp-docs | 0 | Claude Code | 1 | 1,153 tok |
| goto-software/plane-mcp-server Plane MCP Server (fork of makeplane/plane-mcp-server) | 0 | Claude Code | 1 | 937 tok |
| mirenqinggege/postgres-mcp Postgres MCP | 0 | Claude Code | 1 | 1,101 tok |
| antoinefamibelle/ghost-mcp-flamby ghost-mcp | 0 | Claude Code | 1 | 693 tok |
| ajaaysrinivaas/reddit_mcp Reddit MCP Server is a read-only Model Context Protocol server that fetches and normalizes | 0 | Claude Code, Codex | 2 | — |
| thinhbv/tradingview_mcp | 0 | Claude Code | 2 | 1,873 tok |
| snowykte0426/datagsm-mcp npmjs.com DataGSM MCP Server | 0 | Claude Code, Codex | 5 | — |
| LeoKuPo/xugu-mcp The mcp server for xugu Database | 0 | Claude Code | 1 | 978 tok |
| moshez/memcp | 0 | Claude Code | 1 | 465 tok |
| Tatsh/wiswa-mcp tatsh.github.io FastMCP server exposing Wiswa settings discovery for AI assistants. | 0 | Claude Code, Codex, OpenCode | 22 | 1,114 tok |
| berkayildi/mcp-llm-eval pypi.org MCP server for LLM evaluation gates. | 0 | Claude Code | 1 | 2,653 tok |
| fastmcp-me/mcp-outline A Model Context Protocol (MCP) server enabling AI assistants to interact with Outline docu | 0 | Claude Code | 2 | 1,833 tok |
| raboley/ado-mcp | 0 | Claude Code | 1 | 1,716 tok |
| CainDez/mcp-gitee | 0 | Claude Code | 1 | 524 tok |
| Groupthink-dev/tailscale-blade-mcp sidereal.cc MCP server for Tailscale network monitoring and security — 17 tools, token-efficient, SecO | 0 | Claude Code | 1 | 615 tok |
| chiKeka/alberta-tax-agent Alberta business tax filing agent. Claude MCP plugin with self-learning capabilities. 47 t | 0 | Claude Code | 1 | 1,434 tok |
| cubxxw/agent-diff-guard A pre-merge agent change gatekeeper — when an AI agent modifies CI/secrets, deletes tests, | 0 | Claude Code | 1 | — |
| dkoly/skillid Organization agent guardrails — policy-driven skills and hooks for Claude Code | 0 | Claude Code | 1 | 566 tok |
| Sassy-Dog/sassydog-skills Reusable AI agent skills and review agents for Claude Code, Gemini CLI, and other AI codin | 0 | Claude Code | 2 | 10,123 tok |
| kk376/dev-suite Developer environment configurations, Linux & WSL optimizations, multi-distro packaging au | 0 | Claude Code, Gemini CLI | 2 | — |
| lukaskellerstein/media-mcp MCP server for AI-powered media generation (images, videos, music, speech) using Google Ge | 0 | Claude Code | 11 | 1,608 tok |
| lockon-n/google-cloud-mcp | 0 | Claude Code | 1 | 668 tok |
| voarsh2/mcp-atlassian mcp-atlassian.soomiles.com MCP server for Atlassian tools (Confluence, Jira, Btibucket DC) | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 2,240 tok |
| HITMANdark07/neatcodeai | 0 | Claude Code | 1 | 2,125 tok |
| VeryLongOrgNameSuchWow/kanbantool-mcp MCP server for the Kanban Tool API — talk to your boards from Claude Code, Cursor, Cline, | 0 | Claude Code | 1 | 2,118 tok |
| focus-mcp/cli npmjs.com Focus your AI agents on what matters. 68+ bricks, 1 MCP server, modular context — from 200 | 0 | Claude Code, Codex, OpenCode | 1 | 2,711 tok |
| mundizzle/mun.digital mun.digital mun.digital — personal site | 0 | Claude Code, Codex, OpenCode | 10 | 1,077 tok |
| Aiyo28/Xee-mcp Lightweight MCP server: aggregates X (Twitter) into Claude / ChatGPT / any MCP client. One | 0 | Claude Code | 1 | 690 tok |
| afreakk/qutebrowser-mcp MCP server for qutebrowser browser automation | 0 | Claude Code | 1 | 1,488 tok |
| odoo-dgoo2308/xml-rpc-odoo-mcp | 0 | Claude Code | 1 | 377 tok |
| galvangabriel-web/agentropix-mcp Agentropix is a governed Model Context Protocol (MCP) server for digital forensics and inc | 0 | Claude Code | 1 | 10,380 tok |
| zc277584121/marketing-skills | 0 | Claude Code, Codex, OpenCode | 2 | 531 tok |
| niels-2005/mcp-server-document-search | 0 | Claude Code, Codex, OpenCode | 4 | 503 tok |
| okash1n/kb A shared context platform for multiple projects and multiple AIs. Runs as a local MCP serv | 0 | Claude Code, Codex, OpenCode | 2 | 2,173 tok |
| Pyroxin/mcp-server-unique-id-generator A small MCP server providing tools for generating unique IDs in various formats. | 0 | Claude Code | 1 | 403 tok |
| TCMPP-Team/tcsas-devtools-mcp-server | 0 | Claude Code | 1 | 899 tok |
| FORIFOR/mcp-rag-server | 0 | Claude Code | 1 | 1,274 tok |