发现优秀的 MCP 服务器

mermaid-mcp

Renders Mermaid diagram markup to PNG images using Puppeteer/Chromium. Enables AI-generated diagrams to be previewed inline and saved to disk.

LDAP4Claude

MCP server that connects Claude Code to LDAP/Active Directory for user lookup, group management, authentication, and role mapping.

4everland-hosting-mcp

Enables AI-driven deployment of code to decentralized storage networks like Greenfield, IPFS, and Arweave, providing instantly accessible webpage domains.

SonicWall MCP Server

Enables intelligent analysis of SonicWall firewall logs through natural language queries. Provides real-time threat detection, network security monitoring, and log analysis with support for both SonicOS 7.x and 8.x versions.

Webots MCP

Full-access MCP server for the Webots robot simulator that enables AI assistants to see, understand, and modify a running simulation, including scene-tree inspection/editing, robot control, viewport screenshots, and arbitrary code execution.

Remote MCP Server (Authless)

A template for deploying authentication-free MCP servers on Cloudflare Workers that can be accessed remotely via SSE. Provides quick deployment and connection to MCP clients like Claude Desktop and Cloudflare AI Playground.

@h2-papers/mcp-server

Enables searching and retrieving molecular hydrogen medical literature from H2 Papers database, with per-paper safety notes always included in results.

RentCast MCP Server

Connects Claude to the RentCast API to provide tools for accessing property valuations, rent estimates, and real estate market statistics. Users can retrieve detailed property data and active listings for specific ZIP codes through natural language queries.

openwhispr-transcribe

Provides tools for local meeting speaker analysis and hybrid cloud transcription, supporting resumable transcription and alignment.

DocAgent

Enables document retrieval, OCR, web search, and calculator tools via a RAG pipeline and LangGraph agent, all running locally with Ollama.

DynamoDB Read-Only MCP

一个服务器，使像 Claude 这样的大型语言模型 (LLM) 能够通过自然语言请求查询 AWS DynamoDB 数据库，支持表管理、数据查询和模式分析。

uploadcheck

Thin MCP wrapper over the hosted UploadCheck API to quality check videos, podcasts, and clips before upload.

Dragonglass TradingView MCP

Enables AI co-pilots to interact with TradingView charts, manage alerts via REST API, automate morning briefs with custom trading rules, and perform real-time market analysis.

northwoods-pack

Deploys a sovereign personal AI harness on your Cloudflare account, providing identity, memory with provenance, and a chat interface, plus MCP tools for external AI assistants to access your persistent memory and conduct contract.

Serveur MCP SSE pour Google Docs

专门用于管理 Google Docs 文档的 MCP SSE 服务器

lazymac-mcp

42 developer tools through one MCP install

Archimedes Market MCP

Enables AI agents to search and discover verified deep-tech engineering bounties with real funding, using a single search_bounties tool.

Shopify MCP Server

Enables interaction with Shopify store data through the GraphQL Admin API, supporting product, customer, and order management. It allows users to search, retrieve, create, and update store resources via natural language commands.

Spotify MCP Server

将 Claude 与 Spotify 连接，允许用户控制播放、搜索内容、获取音乐信息以及管理 Spotify 队列。

TestMcpServer

一个模型上下文协议服务器的实现，通过标准化的接口提供数学运算。该服务器使用 TypeScript 和 Node.js 构建，演示了如何通过模型上下文协议规范创建和暴露工具。

realagent-mcp

An MCP server that enables AI agents to perform SM2-based identity binding, generate and verify SD-JWT verifiable presentations, and use SM2 cryptographic operations with local communication and national cryptography encryption.

Task MCP Server

Enables AI clients to manage todo tasks through Tools for adding, listing, completing, and searching, alongside Prompts for daily reviews and task breakdowns. Exposes task lists and statistics as Resources with local JSON file persistence.

yandex-search-api

Wraps Yandex Cloud Search API v2 for web search, returns compact JSON results.

vision-gemma

Provides offline, privacy-preserving image recognition, OCR, and scene description for AI assistants via the Model Context Protocol, with Vulkan-accelerated local processing.

Context Optimizer MCP Server

Provides AI coding assistants with context optimization tools including targeted file analysis, intelligent terminal command execution with LLM-powered output extraction, and web research capabilities. Helps reduce token usage by extracting only relevant information instead of processing entire files and command outputs.

Memory MCP

Provides persistent AI agent memory using a local vector database for long-term semantic storage and short-term session scratchpads. It enables low-latency memory operations including search, storage, and bulk management without external cloud dependencies.

Slack MCP Server

This MCP server provides integration with the Slack API via HTTP transport, allowing for channel management and message operations. It enables users to list channels, send or edit messages, search message history, and retrieve user information through standardized tools.

Reflex

Instant, code-aware local search engine

Pitstop

Description: Classify AI/API execution failures. * Returns WAIT, CAP, or STOP with * corpus-grounded precedent from 63 * confirmed production failures.