43,853 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 agents7,784Claude Code6,676Data and AI3,658Backend and APIs3,500Languages3,392Git and workflow3,252Planning3,233Code review2,768Testing2,420Memory and context2,364Writing and docs2,341DevOps and cloud2,330Research2,286Frontend2,271Security2,055Project management1,754
All Claude Code32,000 Codex23,558 OpenCode22,502 GitHub Copilot3,568 Gemini CLI1,915 Cursor1,737 Windsurf150 Kiro87
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| josego85/TechWordTranslatorMCP-Server 🤖 MCP Server: Translate technical terms 🔤 | English/Spanish/German 🌍 | FastMCP ⚡ | 0 | Claude Code | 1 | 2,774 tok |
| kaushikkumarkr/RAG-MCP | 0 | Codex, OpenCode | 1 | 7,194 tok |
| imanagerpms/trelloAI Server MCP per gestire Trello con Cursor AI | 0 | Codex, Cursor, OpenCode | 2 | 400 tok |
| kaeba0616/chzzkDevChat MCP channel server for conveying Chzzk live chat ideas to Claude Code | 0 | Claude Code | 1 | 546 tok |
| devgabrielsborges/bullet-mcp-server A Model Context Protocol (MCP) server that provides physics simulation capabilities using | 0 | GitHub Copilot | 1 | 426 tok |
| LoindP/gitLab_mcp_loind | 0 | Claude Code | 1 | 1,170 tok |
| cicy-dev/electron-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 2,707 tok |
| narteyr/audio-mcp | 0 | Codex, OpenCode | 1 | 40 tok |
| joconnell19/mcp-chart-forge Theme-first chart generation MCP server | 0 | Claude Code | 3 | 619 tok |
| ebiyy/pb-mcp | 0 | Claude Code | 2 | 778 tok |
| ideabosque/mcp_rfq_processor | 0 | Codex, OpenCode | 1 | 662 tok |
| aibtcdev/stacks-mcp-server Model Context Protocol (MCP) server for read-only interaction with Stacks Blockchain | 0 | Claude Code | 1 | 36 tok |
| shreyapatelcodes/email-agent An MCP server that turns Claude Desktop into your Gmail assistant | 0 | Claude Code | 1 | 351 tok |
| nianyi778/jira-dev-mcp nianyi778.github.io Local MCP server for Jira Cloud-driven development — search issues, read tasks, parse atta | 0 | Claude Code, Codex | 5 | 917 tok |
| m3rak1trad1ng/tradingview-mcp TradingView MCP bridge via Chrome DevTools Protocol — forked from tradesdontlie/tradingvie | 0 | Claude Code | 1 | 1,873 tok |
| shanaka95/cursor-mem-mcp Memory for Cursor | 0 | Cursor | 1 | 806 tok |
| TadMSTR/pm2-mcp An MCP server that gives agents structured read and limited write access to PM2 services. | 0 | Codex, OpenCode | 1 | 974 tok |
| LaserFocused-ee/ai-docs-mcp MCP server for providing documentation to Claude | 0 | Claude Code | 1 | 948 tok |
| sammrafferty/BYU-LS-MCP MCP server connecting Claude to BYU Learning Suite — assignments, grades, deadlines, and m | 0 | Claude Code | 1 | 1,304 tok |
| selvin-paul-raj/Linkedin-Alpic-Mcp Production-ready LinkedIn MCP Server for ChatGPT & Claude with Composio integration, OAuth | 0 | Claude Code | 1 | 482 tok |
| jimiryquai/power-platform-orchestration-agent Intelligent conversational orchestration agent that automates enterprise-level Power Platf | 0 | Claude Code | 2 | 2,857 tok |
| cyprocypro/mcp-discord | 0 | Claude Code | 1 | 515 tok |
| mingyo186/instrument-mcp Instrument MCP Server - Connects AI and test equipment via the MCP protocol (oscilloscopes | 0 | Claude Code | 8 | 2,011 tok |
| kchaturanga/mcp-gate | 0 | Claude Code | 1 | 1,738 tok |
| damusix/buffer-mcp MCP for Buffer social media posting | 0 | Claude Code | 1 | 370 tok |
| inmydata/AgentMCP inmydata.ai An MCP server that enables AI agents to access inmydata's powerful data querying capabilit | 0 | Claude Code | 1 | — |
| tehprof/support-mcp support.tehprof.kz MCP server for TehProf Support — 30 AI tools for helpdesk, tickets, analytics, Bitrix24 CR | 0 | Claude Code | 1 | 1,821 tok |
| bradthebeeble/mcp-macos-cua macOS Computer Use Agent — MCP server + Claude Code skill for GUI automation via screensho | 0 | Claude Code | 1 | 141 tok |
| tecnomanu/mcp-telegram-agent A mcp for send message to a bot on Telegram for any notification. | 0 | Claude Code, Codex, Cursor, OpenCode | 2 | 551 tok |
| matutezam/atlassian-mcp mcp-atlassian.soomiles.com MCP server for Atlassian tools (Confluence, Jira) | 0 | Codex, GitHub Copilot, OpenCode | 2 | 2,677 tok |
| HelyeFab/memory-man MCP Memory Manager - Persistent memory system for Claude Code across multiple projects | 0 | Claude Code | 1 | 1,032 tok |
| reenrik/zube-mcp | 0 | Claude Code | 3 | 676 tok |
| wisenbergg/couchloop-mcp MCP server integration with CouchLoop AI backend | 0 | GitHub Copilot | 1 | 1,349 tok |
| DanDaDaDanDan/mcp-osint | 0 | Claude Code | 1 | 1,053 tok |
| 6547709/teslamate-mcp | 0 | Claude Code | 1 | 2,129 tok |
| amanarneja/XSpreadsheet MCP Server to perform CRUD operations on an Excel. This code has been generated by GitHub | 0 | GitHub Copilot | 1 | 330 tok |
| nuwax-ai/nuwax-openui-mcp OpenUI over MCP for Nuwax with inline and sidecar rendering | 0 | Claude Code, Codex, OpenCode | 2 | 263 tok |
| Jatin-Gurwani/local-docker-mcp | 0 | Claude Code | 1 | 1,332 tok |
| vandien284/mcp-server | 0 | Claude Code, Codex, Cursor, Gemini CLI, OpenCode | 7 | 10,581 tok |
| syenite-ai/syenite Retired — DeFi MCP server for AI agents (Mar–Aug 2026). Unmaintained, MIT. | 0 | Claude Code | 1 | 2,455 tok |
| rdnpradipta/muninn Page-citable RAG knowledge base + MCP server for personal research PDFs | 0 | Claude Code | 1 | 1,326 tok |
| wasomma/fpv-sim-mcp MCP server exposing the fpv-sim force-on-force sUAS/cUAS simulation as agent-callable tool | 0 | Claude Code | 1 | 1,008 tok |
| k0nkupa/godot-mcp | 0 | Codex, OpenCode | 1 | 308 tok |
| kevinb361/routeros-inspector-mcp Unofficial read-only MCP server for MikroTik RouterOS inspection and policy-backed audits | 0 | Claude Code, Codex, OpenCode | 2 | 364 tok |
| devrandom/mcp-fstools file system tools - read/edit/write | 0 | Codex, OpenCode | 1 | 750 tok |
| meghamshb2006/mcpcontrol | 0 | Claude Code | 2 | — |
| ArkaAiAdmin/Agentic-Memory Local-first semantic memory system for AI agents with MCP, FTS5, KG, temporal reasoning, a | 0 | Claude Code, Codex, OpenCode | 9 | 5,809 tok |
| cbhl/farming-game-mcp | 0 | Codex, OpenCode | 1 | 687 tok |
| OlliMakarova/mcp-metro MCP server to search for routes in the Moscow metro and calculate the duration of the trip | 0 | Claude Code, Codex, OpenCode | 15 | 5,429 tok |
| songod0906/open-video-guide Local-first open-source tool that converts tutorial videos into evidence-grounded illustra | 0 | Claude Code, Codex, OpenCode | 2 | 612 tok |