发现优秀的 MCP 服务器

MPM-Coding

Provides AI coding assistants with code search, impact analysis, task chaining, and persistent memory to turn AI demos into deliverable code.

ElevenLabs MCP Enhanced

An enhanced server for ElevenLabs that enables high-quality text-to-speech, voice cloning, and multi-speaker dialogue management. It features advanced conversational tools for transcript retrieval, history tracking, and emotional audio synthesis using the v3 model.

LogicMem MCP Server

Provides persistent memory, reasoning, agent-to-agent sharing, and immutable audit trail for AI agents via the Model Context Protocol.

Test MCP Server

Manages user data with resources, tools, and prompts for CRUD operations on a JSON file.

Veroq

web search and financial search intelligence MCP server — /ask /verify + 52 tools for verified market data, trading signals, fact-checking with evidence chains, and 1,061+ tickers. Ask anything, verify everything.

RAG MCP Server

A Model Context Protocol (MCP) server for Retrieval-Augmented Generation (RAG) operations. It provides tools for building and querying vector-based knowledge bases from document collections, enabling semantic search and document retrieval capabilities.

Timers Studio MCP Server

Enables LLM clients to answer prospect questions about Timers Studio, a professional broadcast timer platform, with first-party data on competitive positioning, use cases, personas, and recommended plans.

Bandmate MCP Server

Provides access to the Bandmate REST API for managing songs with chord notations, lyrics, and metadata, as well as organizing them into lists. Supports searching, creating, updating, and retrieving songs and playlists with optional authentication.

mcp-kanban

A local-first Kanban board for AI agents that enables ticket management via MCP tools, with a real-time web UI.

Delx Living Body

Meta-MCP that auto-detects installed wellness connectors and composes them into one body data layer.

vercel-mcp

Enables management of Vercel projects, deployments, domains, environment variables, and teams via the Vercel REST API.

Muse AI Image MCP Server

Read-only MCP server exposing Muse AI Image's styles, pricing, FAQ, and official links to AI clients like Claude Desktop, enabling knowledge retrieval without API keys.

Math I Choose to Ignore MCP Server

AI-powered expense tracking MCP server that connects LLM clients to PostgreSQL for natural language expense management.

mcps-for-macos

A collection of small MCP servers for macOS automation that expose Apple Mail, MoneyMoney, and Spotlight functionality as tools via AppleScript and command-line, enabling AI applications to search mail, manage contacts and transactions, and perform system-wide file searches through natural language.

ragflow-mcp-server-fixed

A fixed MCP server that interacts with RAGFlow for dataset management and chat operations, handling legacy endpoint errors and providing a fallback to OpenAI-compatible endpoints.

Web Fetch MCP Server

Provides tools to fetch web content in HTML, JSON, text, or Markdown formats via MCP. Supports custom headers, length limits, and start index.

Python MCP Server Template

Python MCP 服务器的模板仓库

apple-photos-mcp

Enables AI assistants to query and export from the macOS Apple Photos library using natural language, backed by osxphotos.

Hunch

MCP server that exposes Kalshi prediction markets as tools for AI agents, enabling conversational trading with safety features like demo mode, preview-before-place, and hard caps.

Obsidian MCP Bridge

Enables Obsidian vault to act as an MCP server for Claude and as an MCP client to external servers like MCP ANA PJe, allowing seamless interaction between notes and legal case systems.

CLAWD Wallet

A unified MCP server providing x402 payments, TAP identity verification, referral onboarding, and domain registration for Claude Code and other MCP clients.

Googlebot Simulator MCP

Simulates Googlebot crawling to verify bot detection and analytics tracking by capturing events and providing detailed reports.

mcp-comicvine

Enables searching Comic Vine resources via a single search tool, integrated into the Pipeworx MCP gateway.

ansys-workbench-mcp

Enables automated control of Ansys Workbench, Mechanical, and MAPDL through scripted journals and batch processing for simulation workflows.

MCP Project Query Server

Enables users to manage projects and retrieve random wallpapers through a TypeScript-based MCP server. Supports project queries, creation, and Bing wallpaper retrieval with Spring Boot-style architecture.

mcp-server-apache-airflow

Enables interaction with Apache Airflow through the Model Context Protocol, allowing users to manage DAGs, task instances, variables, connections, pools, XComs, and datasets.

Talamus

Local-first, source-grounded memory for AI agents, with citations, bitemporal history, review-gated corrections, and MCP tools for search and recall.

Statewave

MCP server for Statewave, an open-source memory runtime for AI agents. Provides persistent memory, context retrieval, and memory compilation through the Model Context Protocol.

Beeper MCP Server

Enables interaction with blockchain chains through a note storage system that allows adding, accessing, and summarizing notes via custom URI schemes.