发现优秀的 MCP 服务器

MCP Server

A lightweight and extensible Model Context Protocol server built with Node.js, exposing custom tools and resources for AI clients.

Research MCP Server

Enables AI assistants to discover and manage arXiv papers by searching for papers, extracting metadata, and browsing saved collections, all within the conversation.

ccpp-tools-mcp

MCP server providing deterministic, standards-traceable engineering calculations for combined-cycle power plant balance-of-plant design, such as fluid properties, pipe sizing, pump NPSH, and valve sizing, with every result including method, assumptions, and warnings.

MessengerFlow MCP Server

Enables AI assistants to manage marketing campaigns, Facebook accounts, and lead generation tasks through the MessengerFlow platform. It provides tools for interacting with messaging inboxes, scraping leads, and accessing real-time performance analytics.

Code Runner MCP Server

镜子 (jìng zi)

Ableton Cookbook MCP

Bridges AI assistants with Ableton Live, enabling real-time control, offline project analysis, version tracking, and rack/preset parsing for music production workflows.

Vector Search API

In-memory vector store with TF-IDF vectorization and cosine similarity search, paid per call via x402 micropayments.

mcp-uselessfacts

Enables fetching random useless facts and today's useless fact of the day via the uselessfacts.jsph.pl API.

Accessibility Mobility Context Router

This MCP server helps people with disabilities plan accessible trips by fusing calendar events, transit accessibility data, venue info, and weather into a context package for AI assistants.

Polarion MCP Server

Enables interaction with Siemens Polarion requirements management system through natural language. Supports authentication, project management, work item queries, document access, and requirements analysis.

RE-MCP Server

A local, privacy-first MCP server that orchestrates Ghidra, Binary Ninja, x64dbg, and system tools to provide AI assistants with powerful binary analysis capabilities.

zero-mcp-starter

A Cloudflare-deployed MCP server providing web search and webpage reading via Jina, plus current weather and forecasts via WeatherAPI, with keys stored securely on the user's account.

Seedance 2.0 MCP Server

Provides read-only access to Seedance 2.0 AI video generator information including styles, pricing, documentation, and official links for MCP-compatible AI clients like Claude Desktop, Cursor, Windsurf, and Continue.

Homespun

Hand a human a rich interactive UI by URL from any MCP client and get structured data back: forms, approvals, surveys, pickers, editable lists. Round-trip human-in-the-loop for agents.

Jokes MCP Server

A Model Context Protocol server that delivers various types of jokes (Chuck Norris, Dad jokes, etc.) to Microsoft Copilot Studio and GitHub Copilot upon user request.

mcp-debugpy

MCP server for AI-assisted Python debugging using debugpy and Debug Adapter Protocol, enabling AI agents to run tests, set breakpoints, and inspect variables via natural language.

tsconfig-inheritance-flattener-mcp

Resolves TypeScript config inheritance chains to reveal effective compiler options, resolves path aliases to physical files, and validates project references for AI agents.

paper-search

Enables searching, downloading, and exporting academic papers from 20+ scholarly sources including arXiv, PubMed, and Semantic Scholar. Supports multi-source concurrent search, citation network tracing, and export to CSV, RIS, and BibTeX.

Axiom MCP Server

适用于 Axiom 的 MCP 服务器

SommelierX Wine Pairing MCP

Wine pairing intelligence for AI assistants. 7 MCP tools for sommelier-grade wine recommendations: pair wines with meals, ingredients, or recipe URLs, reverse pairing, group dinner planning, and search. Powered by a proprietary Wine DNA algorithm with 600+ wine archetypes. Supports API key and x402 (USDC on Base) autonomous agent payments.

Apifox MCP Server

Enables users to import OpenAPI 3 and Swagger 2 formatted JSON data directly into Apifox projects. It provides a tool for automating API documentation management and synchronization through Model Context Protocol clients.

Solarium

A knowledge base MCP server backed by Qdrant vector database with local embeddings for semantic search and document management.

Redash MCP Server

Enables AI assistants to manage Redash queries, dashboards, visualizations, and data sources via natural language.

MCP Odoo

A TypeScript middleware that connects to Odoo via XML-RPC and provides HTTP API endpoints for querying leads, customers, and activities. Enables integration with orchestrators and LLM systems to interact with Odoo data through natural language.

Photo AI Studio MCP Server

Enables AI photo generation, editing, and video creation from MCP-compatible clients like Claude Desktop, Cursor, and Windsurf.

comprehend-markdown

Translates project README files into multiple languages via MCP server or standalone pipeline, using local LM Studio models for translation, critique, and revision.

MCP Code Analysis Server

An intelligent server that provides semantic code search, domain-driven analysis, and advanced code understanding for large codebases using LLMs and vector embeddings.

claude-sessions-mcp

MCP server for managing Claude Code conversation sessions