43,695 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717
All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| AmiyaBot/Amiya-Bot-mcp-server AmiyaBot MCP Server | 3 | Claude Code, Codex, GitHub Copilot | 5 | 195 tok |
| MCPmed/allenbrain-mcp A comprehensive Model Context Protocol (MCP) server for querying the Allen Institute for B | 3 | Claude Code | 1 | 594 tok |
| PareshSoni468/katalon-mcp-server `Model Context Protocol server for Katalon Studio integration with Claude AI` | 3 | GitHub Copilot | 1 | 392 tok |
| falegria86/zoho-mcp | 3 | Claude Code | 1 | 5,732 tok |
| ivncmp/dbrain Persistent memory server for AI assistants. PARA taxonomy, hot/warm/cold tiers, dual REST | 3 | Claude Code | 1 | 3,935 tok |
| antonlunden/vehicle-mcp Expose your vehicle's information, status, and control via MCP | 3 | Codex, OpenCode | 1 | 100 tok |
| sablier-ai/sablier-mcp Sablier MCP — plug Wall Street-grade portfolio analytics, stress-testing, and SEC filing i | 3 | Claude Code | 1 | 309 tok |
| fernforestgames/mcp-server-godot npmjs.com MCP server for interacting with the Godot game engine and projects | 3 | Claude Code | 1 | 432 tok |
| chmouel/jayrah 🌞 Jayrah - Jira Terminal and web user interface and AI-powered command palette (MCP) 🌞 | 3 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 1,222 tok |
| magnus919/mcp-shlink | 3 | Codex, OpenCode | 1 | 1,320 tok |
| ifmelate/document-reader-mcp Universal MCP server for extracting text from various document formats and converts to .md | 3 | Cursor | 1 | 986 tok |
| guzus/grok-mcp pypi.org MCP server for searching X.com using xAI's Grok API with Live Search | 3 | Claude Code | 2 | 79 tok |
| hwc2357300448/doc-mcp-server A powerful Word document editing MCP server supporting AI coding tools such as Cursor, Git | 3 | Claude Code | 1 | 1,374 tok |
| Draco-Cheng/ai-readme-mcp | 3 | Claude Code | 1 | 320 tok |
| softagram/sgraph-mcp-server SGraph MCP Server | 3 | Claude Code | 1 | 1,045 tok |
| mohsinkhadim59/youtube-obsidian-mcp Automatically generate professional Obsidian study notes from YouTube videos using Claude | 3 | Claude Code | 1 | 3,471 tok |
| CAPHTECH/pce-memory | 3 | Claude Code, Codex, OpenCode | 4 | 5,255 tok |
| mcpambassador/server mcpambassador.ai Open-source MCP governance proxy -- authentication, authorization, audit, and a marketplac | 3 | Codex, GitHub Copilot, OpenCode | 2 | 1,515 tok |
| FASTPROD/ContextEngine npmjs.com MCP server — AI agents that remember across sessions. Zero API keys, 100% local. | 3 | Claude Code, GitHub Copilot, Cursor | 6 | 18,841 tok |
| Saperly/saperly-mcp MCP server for Saperly — give any AI agent a phone number | 3 | Codex, OpenCode | 1 | 2,467 tok |
| talkincode/hyperliquid-mcp-python hypmcp.talkincode.net A FastMCP-powered HyperLiquid trading MCP service that enables AI assistants to access per | 3 | GitHub Copilot | 1 | 1,525 tok |
| geoffmcc/sidekick Self-hosted, extensible AI agent platform with governed MCP tools, persistent project memo | 3 | Codex, OpenCode | 1 | 1,738 tok |
| evantahler/membot Versioned context store with hybrid search for AI agents. Stdio + HTTP MCP server and CLI. | 3 | Claude Code | 1 | 5,207 tok |
| jsavin/iac-mcp Universal bridge between AI/LLMs and native applications using Just-In-Time Discovery | 3 | Claude Code | 10 | 7,300 tok |
| Knuckles-Team/systems-manager System-Manager will update your system and install/upgrade applications. Supports Agentic | 3 | Claude Code, Codex, OpenCode | 2 | 4,701 tok |
| thevibeworks/barkme-mcp-server MCP server for Bark iOS push notifications — a single notify tool, device aliases instead | 3 | Claude Code | 1 | 706 tok |
| Sage-Bionetworks/synapse-mcp synapse.org A Model Context Protocol (MCP) server that enables AI agent access to Synapse. Deployed in | 3 | Claude Code | 1 | 1,295 tok |
| ham-zax/satori satori.hamza.my.id Agent-safe code retrieval for MCP coding agents: runtime-first search, exact reads, call g | 3 | Codex, OpenCode | 1 | 3,005 tok |
| williamzujkowski/mcp-standards-server williamzujkowski.github.io A comprehensive Model Context Protocol (MCP) server that provides intelligent NIST 800-53r | 3 | Claude Code | 1 | 2,985 tok |
| DEBARPAN2000/tradingview-mcp AI-assisted TradingView chart analysis — connect Claude Code to your TradingView Desktop f | 3 | Claude Code | 1 | 1,873 tok |
| WebexCommunity/webex-bot-mcp Webex MCP Server for Bot Functionality | 3 | Claude Code | 1 | 2,106 tok |
| mattmre/EVOKORE-MCP-PUBLIC EVOKORE-MCP — a multi-server Model Context Protocol aggregator with skill discovery, HITL | 3 | Claude Code | 7 | — |
| joch/obsidian-connect-mcp Query your Obsidian vault using Dataview using an MCP | 3 | Codex, OpenCode | 1 | 2,238 tok |
| Yongthyuan/agent-context-bridge yongthyuan.github.io Local-first context bridge and CC Switch installable MCP handoff integration for coding ag | 3 | Codex, OpenCode | 1 | 649 tok |
| procpalee/OpenDART-MCP-Server open-dart-mcp-server.vercel.app A web MCP server for South Korea's Electronic Disclosure System (DART) | 3 | Claude Code | 1 | 1,364 tok |
| bugparty/resume-mcp-server | 3 | Codex, Cursor, OpenCode | 2 | 2,587 tok |
| lkh081231/screenshot-feedback-hook-mcp Let your coding agent SEE what it builds. Cross-platform screenshot feedback for AI agents | 3 | Claude Code | 2 | 2,933 tok |
| sourjya/tracepulse Runtime feedback MCP server for AI coding agents. ViewGraph sees the UI - TracePulse feel | 3 | Claude Code, Kiro | 6 | 88 tok |
| GreenFlux/handsontable-mcp-server blog.greenflux.us Model Context Protocol server providing access to Handsontable documentation for AI-powere | 3 | Claude Code | 1 | 571 tok |
| simonrueba/tripwire Context injection for AI agents, triggered by the codebase itself | 3 | Claude Code | 2 | — |
| camplight/knowledgeplane Shared memory for AI agents and teams -- MCP server with knowledge graph, vector search, a | 3 | Claude Code | 1 | 2,328 tok |
| SimoneRecchia/minecraft-schematic-lab Local-only lab: Claude builds, previews and exports WorldEdit Sponge .schem schematics via | 3 | Claude Code | 1 | 3,558 tok |
| gagahkharismanuary/tradingview-mcp-codex TradingView MCP Bridge for Codex | 3 | Codex, OpenCode | 1 | 191 tok |
| WagoAlex/wago-plc-mcp-server | 3 | Codex, OpenCode | 1 | 3,128 tok |
| danchev/openmarkets docs.openmarkets.dev A Model Context Protocol (MCP) server for agentic retrieval of financial market data | 3 | Claude Code, Codex, GitHub Copilot, OpenCode | 9 | 8,910 tok |
| Samix2026/invest-gate-ksa Open-source knowledge base for foreign investment, business setup, and regulatory data in | 3 | Claude Code | 7 | 4,184 tok |
| thepapermen/django-mcp-sql Read-only PostgreSQL surface for an LLM agent over MCP with security in mind | 3 | Claude Code | 1 | 589 tok |
| cristip73/MCP-email-server | 3 | Claude Code, Cursor | 2 | 2,976 tok |
| ladla90077-web/solidworks-mcp SolidWorks 2022 MCP server: run, test and auto-fix VBA macros via COM. Self-improving know | 3 | Claude Code | 1 | 552 tok |
| GitDro/mcp_playground Give local models some superpowers | 3 | Claude Code | 1 | 2,874 tok |