43,872 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 agents7,796Claude Code6,678Data and AI3,657Backend and APIs3,502Languages3,394Git and workflow3,252Planning3,236Code review2,768Testing2,425Memory and context2,361Writing and docs2,344DevOps and cloud2,337Research2,286Frontend2,272Security2,058Project management1,756
All Claude Code32,008 Codex23,577 OpenCode22,522 GitHub Copilot3,569 Gemini CLI1,916 Cursor1,739 Windsurf152 Kiro87
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| aimanhk2023-chencc/finance-mcp | 0 | Codex, OpenCode | 1 | 141 tok |
| jeius/mcp-servers A monorepo of Model Context Protocol servers | 0 | Claude Code, Codex, OpenCode | 3 | 1,176 tok |
| GlacianNex/fmp-qualtrim-mcp MCP server for stock research: Financial Modeling Prep fundamentals, valuation and screeni | 0 | Claude Code | 1 | — |
| lanefoundry/groundlane Trusted web access layer for AI agents. Vendor-neutral MCP server: web search, fetch, dete | 0 | Codex, OpenCode | 1 | 1,421 tok |
| AngelN-Halo/google-mcp Authenticated, read-only MCP server for narrowly scoped Google Workspace Directory lookups | 0 | Codex, OpenCode | 1 | 744 tok |
| wyattlindsey/plant-intel-mcp MCP server giving agents structured plant data for garden planning: species care profiles, | 0 | Claude Code | 1 | 762 tok |
| eduardoantoniojunior/otrs-mcp-server Projeto de MCP Server para o OTRS. | 0 | Codex, Kiro, OpenCode | 3 | 1,462 tok |
| Lumitorus/freecad-mcp-next FreeCAD MCP(Model Context Protocol) server | 0 | GitHub Copilot | 1 | 413 tok |
| aesoper101/vision-mcp MCP server giving text-only agents vision understanding & OCR via Chinese and internationa | 0 | Claude Code | 2 | — |
| LesVulture/regwatch-co Monitor normativo y legislativo colombiano con procedencia obligatoria: ningún dato sin UR | 0 | Claude Code | 1 | 2,524 tok |
| KevinInoCol/coppeliasim-mcp pypi.org MCP server to drive CoppeliaSim 4.10 from Claude Code and other MCP clients — build scenes | 0 | Claude Code | 1 | 1,674 tok |
| roguebot13/stash Bookmark MCP server | 0 | Claude Code, Codex, OpenCode | 2 | 159 tok |
| YingsHermes/lifestyle-mcp-gym Lifestyle MCP gym assistant with human and agent registration | 0 | Claude Code, Codex, OpenCode | 2 | 159 tok |
| memvara/openclaw-memvara OpenClaw: hosted Memvara MCP (mcp add / native plugin). Not a capture plugin. | 0 | Claude Code | 1 | 4,286 tok |
| arrugit/vuln_mcp_app | 0 | Claude Code | 1 | 4,434 tok |
| btcmatic-com/btcmatic-mcp-server MCP server for the BTCMatic agent API — pay-per-call Bitcoin context over Lightning (402/L | 0 | Codex, OpenCode | 1 | 109 tok |
| MalekYala/yala-agentic-toolkit Yala Agentic Toolkit — 570 AI-agent CLI tools + MCP server for Claude, Codex & Cursor - On | 0 | Claude Code, Codex, OpenCode | 2 | 4,699 tok |
| ChenchaoZhao/citekick Agentic tools for academic paper search MCP and Skills | 0 | Codex, OpenCode | 1 | 1,693 tok |
| ak8x6/talent-bridge-lebanon talent-bridge-lebanon.lovable.app AI career-matching agent for Lebanese CS graduates - semantic job retrieval, deterministic | 0 | Codex, OpenCode | 1 | 115 tok |
| hara-lang/hara-mcp | 0 | Codex, OpenCode | 1 | 550 tok |
| naubergois/FileAgent FTP para agentes: arquivos por hash, painel admin e MCP | 0 | Cursor | 2 | — |
| Steph-ux/linkedin-mcp-server LinkedIn MCP server — Patchright + 10 tools, persistent browser, rate limiter | 0 | Claude Code | 1 | 4,059 tok |
| samabenie1/skylight-mcp-fork Skylight MCP Patched | 0 | Claude Code | 1 | 1,203 tok |
| hwillGIT/library-of-context hwillgit.github.io Local-first semantic paging and durable virtual memory for bounded AI context | 0 | Codex, OpenCode | 2 | 680 tok |
| ruben-salas20/nimbus-copiloto Servidor MCP y copiloto de IA para un helpdesk de soporte. Proyecto de aprendizaje de AI E | 0 | Claude Code | 1 | 2,985 tok |
| astatineRS/Nexoraa-tree Nexoraa — the open AI-workforce SaaS: animated interactive map of 137 AI jobs, gated skill | 0 | Claude Code, Codex, OpenCode | 2 | 159 tok |
| Xopoko/poland Official-source-first AI agent skills for life in Poland: immigration, work, tax, document | 0 | Codex, OpenCode | 1 | 895 tok |
| ZeroPointSix/steel-mcp-server Steel MCP Server for Railway deployment | 0 | Claude Code | 1 | 457 tok |
| klausmark/mcps Thin stdio MCP server acting as a logging and secret-injection facade for services that sh | 0 | Codex, OpenCode | 1 | 1,552 tok |
| courtkillion/utility-api utility-api-jn9g.onrender.com Exact residential electricity rates and bills for SRP (Phoenix, AZ), computed from filed t | 0 | Claude Code, Codex | 1 | — |
| Semmargl/enterprise-ai-chat-agent Internal enterprise chat agent: LangGraph create_agent + on-demand MCP filesystem server, | 0 | Claude Code | 1 | 4,000 tok |
| MasterBrogrammer/SW-OpenC64 Browser Commodore 64. Sibling of SW-OpenApple. MCP: WOZMCP64. | 0 | Claude Code, Codex, OpenCode | 19 | 12,423 tok |
| ZehuiTIAN/calibre-mcp MCP server that gives AI assistants (Claude Code, Claude Desktop, Cursor, ...) read and wr | 0 | Claude Code | 1 | 481 tok |
| zeneone/dsh-mcp MCP server management plugin for the DSH Web GUI: add, edit, delete, enable, disable, and | 0 | Codex, OpenCode | 1 | 722 tok |
| wernerth-cs/ticketsystem-mcp | 0 | Claude Code | 1 | 2,605 tok |
| PanuwatChinpratan/safe-runbook-mcp Policy-gated MCP server for version-controlled operational runbooks with dry-run planning | 0 | Codex, OpenCode | 1 | 386 tok |
| hassanvfx/mcp-data-analysis-agent Local-first, governed MCP analytics for SQLite and PostgreSQL. | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,091 tok |
| Mavline/docx_mcp_server_ts TypeScript MCP server for DOCX/OOXML processing: text, tables, images, headers/footers, SD | 0 | Claude Code | 1 | 1,549 tok |
| Mavline/mcp-server_word-translator MCP server that translates DOCX documents with the Google Cloud Translation API while pres | 0 | Claude Code | 1 | 2,681 tok |
| TuanLdv/testcase-generator-mcp-starter-qc Basic Testcase generation using Cursor AI & MCP. | 0 | GitHub Copilot | 1 | 629 tok |
| MiemieYang-yang/MODULAR-RAG-MCP-SERVER | 0 | Claude Code, Codex | 9 | — |
| dncore/efferent-ble-simulator Efferent — Turn Linux into a Bluetooth peripheral. BLE cycling/fitness device simulator (F | 0 | Claude Code | 1 | 3,013 tok |
| tetracoralla/state-machine Step Switch: a deterministic, side-effect-free finite-state transition kernel with CLI, MC | 0 | Codex, OpenCode | 1 | 468 tok |
| sakurameishi/codex-dsh-mcp a mcp for codex to manage jobs for dsh to save credits | 0 | Codex, OpenCode | 1 | 1,188 tok |
| minmax/pi-cli-mcp MCP server that delegates coding tasks to your locally installed pi CLI. Wraps the real bi | 0 | Claude Code, Codex, OpenCode | 6 | 462 tok |
| akmalkhaniub/drizzle-sentinel-mcp | 0 | Claude Code | 1 | 381 tok |
| txcxgzs/ssh-mcp Derivative fork of YawLabs/ssh-mcp with server-side SSH credential aliases and known_hosts | 0 | Claude Code | 1 | 708 tok |
| aesoper101/image-gen-mcp Multi-provider AI image generation MCP server (stdio) for agents without image capabilitie | 0 | Claude Code | 2 | — |
| VasquezNodier/mcp-oracle Unofficial MCP for on-prem Oracle: schema, PL/SQL, and read-only SQL. | 0 | Codex, OpenCode | 1 | 341 tok |
| ariaprism/nowhere-mcp Enables AI to travel the world through MCP and review routes, logs, and postcards from a l | 0 | Codex, OpenCode | 1 | 1,967 tok |