发现优秀的 MCP 服务器

Minisend MCP

MCP server for Minisend payment APIs, enabling stablecoin-to-local-currency payouts and on-ramps across Kenya, Nigeria, Ghana, and Uganda. Exposes tools for off-ramp, on-ramp, checkout, wallets, and API knowledge, with permissions-based tool visibility.

mcp-pandas

Enables data analysis on CSV/Excel files using pandas. Supports profiling, column interpretation, sandboxed code execution, and interactive chart generation.

MPT SE: Certidão Negativa de Feitos

MCP server for consulting negative certificates of court cases (Certidão Negativa de Feitos) from the Ministério Público do Trabalho in Sergipe, Brazil, via a single read-only tool.

dandi-query-server

Enables complex queries over data on the DANDI Archive and provides a system for managing text notes. It features tools for note creation, resources for note access via custom URIs, and prompts for generating summaries.

NATS MCP Server

使用 NATS CLI 的 NATS 消息系统的 MCP 服务器 - 启用 AI 代理与 NATS 消息传递进行交互。

WithSeismic MCP

一个用 TypeScript 实现的模型上下文协议（Model Context Protocol）服务器，它为开发者构建和部署 AI 工具和提示提供了一个流畅的框架，专注于开发者体验，具有零样板代码和自动工具注册的特性。

Wanyi Watermark Remover

Extracts watermark-free videos and images from Douyin (TikTok) and Xiaohongshu (RedNote) share links, with optional AI-powered video transcription support.

Japan Area Code MCP Server

Provides access to Japanese statistical standard area codes (標準地域コード) from official government data, enabling users to list and search area codes by prefecture or municipality name.

CNPC JavaDoc MCP Server

Enables AI agents to search CustomNPCs JavaDoc for methods, fields, and class hierarchies across multiple Minecraft versions and forks.

SBU Syllabus MCP

An MCP server that transforms course syllabi into structured, queryable data — accessible directly from Claude.ai.

Google Calendar MCP Server

Integrates Google Calendar with the Model Context Protocol to manage events, search agendas, and check availability. It features Home Assistant integration and SSE support for remote access through Claude Desktop.

Hivemind

Provides instant access to a searchable knowledge base of 16,000+ community-driven troubleshooting solutions for common coding problems. Includes community feedback and smart ranking to help AI assistants find the most effective solutions.

mcp-server-ispace-wiki

Enables AI assistants to perform CRUD operations, search, batch operations, and commenting on iSpace Wiki documents.

OpenRouter MCP Multimodal Server

Enables chat and image analysis through OpenRouter.ai models. Supports text chat, image generation, and analysis with multiple images and custom questions.

Shopping MCP Server (Amazon + Target)

Enables AI assistants to search products, manage shopping carts, place orders, and retrieve order history from Amazon and Target accounts.

Workforce MCP

Provides specialist context for AI agents, enabling them to work as different roles (UI, DE, SRE, etc.) through MCP prompts and tools.

@ratel-ai/mcp-server

Exposes a Ratel tool catalog over MCP with two tools (search_tools and invoke_tool), and includes a CLI for managing multi-scope MCP configurations, OAuth flows, and telemetry.

reference-patterns

Provides access to self-contained, runnable implementation patterns across multiple programming languages via MCP tools for searching and retrieving documentation and code examples.

ts-graph-mcp

A TypeScript code graph tool with MCP integration that enables AI agents to perform semantic search and graph traversal (call graphs, paths between symbols) across a codebase.

Reef

reef is a hosted remote MCP server that gives a group shared, long-term assistant memory: a private cove per person plus shared coves for a household, a trip, or a project, stored as human-editable Markdown pages with privacy enforced by Postgres row-level security. Works from Claude (including mobile), ChatGPT desktop, and Codex at https://reefwith.me/mcp, with a CLI on PyPI (reef-cli) and

mcp-server-toolkit

A production-ready MCP server providing 8 tools for file operations, shell command execution, web search and fetching, plus AI-powered code review and text summarization, with built-in security controls.

powerbi-tabular-mcp

tabular-mcp

Startup Concierge Go MCP Server

An MCP server that enables searching Korean government startup grants, checking eligibility, scoring applications, and writing business plans with deterministic coaching.

codebase-indexer

A semantic codebase indexer MCP server that chunks source code, generates embeddings via Ollama, and stores them in Qdrant for natural-language code search.

Medical MCP Server

A comprehensive Model Context Protocol (MCP) server for medical document processing with advanced AI capabilities, including OCR, medical NER, local embeddings, and vector search.

EggTart

MCP server for Minecraft Bedrock Edition providing 7 tools for zone management, building, scanning, and command execution via LLM.

Linear MCP Server

Enables interaction with Linear workspace through the Model Context Protocol, supporting issue management, project cycles, teams, and global search.

Dart MCP Server

一个基于 Dart 的 MCP 服务器实现，它通过标准化工具和无缝的 Dart 集成，实现 AI 辅助的任务管理、文档处理和工作区组织。

OpenUtau-MCP

Enables AI agents to generate, inspect, and micro-tune OpenUtau .ustx project files and DiffSinger neural expression curves.