发现优秀的 MCP 服务器

DocAgent

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

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.

Serveur MCP SSE pour Google Docs

专门用于管理 Google Docs 文档的 MCP SSE 服务器

Archimedes Market MCP

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

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。

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.

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

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。

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.

Redmine MCP Server

Enables AI assistants to find and manage Redmine tickets via the Redmine REST API, supporting issue listing, details, updates, and comments.

Multi-Server MCP Project

A multi-server implementation that uses OpenAI's LLM to orchestrate multiple tool servers providing web search, weather lookup, random facts, and PostgreSQL database querying capabilities.

canvas3d-mcp

Enables AI agents to create, render, and validate 3D scenes, 2D art, and games in HTML canvas using Three.js, WebGL, or Canvas 2D, with multi-angle screenshots, structured validation reports, and interactive playtesting.

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.

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.

uploadcheck

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

Pitstop

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

Nabu + Nisaba

Provides semantic code intelligence tools (search, structural views) and a workspace TUI interface for LLM agents to efficiently navigate codebases, manage context, and maintain architectural patterns across Python, Java, C++, and Perl projects.

CIViC MCP Server

Enables structured queries and data analysis of cancer genomics information by interfacing with the Clinical Interpretation of Variants in Cancer (CIViC) API. It converts GraphQL responses into queryable SQLite tables for efficient clinical interpretation and natural language interaction.

mcp-opcode

MCP server for opcode gasless trading API, enabling agents to perform trades, logins, and account operations through a sign-then-submit flow without holding private keys.

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.

AI Research Assistant MCP Server

An MCP-based AI agent that retrieves and processes documents to answer queries using a RAG pipeline with LangChain and Claude models. It enables document indexing, context-aware retrieval, and multi-tool orchestration for research and knowledgebase applications.

iso27001-mcp

Turn Claude into an ISO 27001 compliance assistant — controls, risk register, policies, evidence tracking, SoA generation, and full audit workflows in one local encrypted MCP server.

WhatsApp MCP Server

An MCP server that connects Claude and other LLM clients to WhatsApp via the Baileys library. Enables sending and receiving messages, listing chats, downloading media, and more.

Tailscale MCP Server

Enables interaction with the Tailscale API to manage devices, ACLs, keys, and DNS configurations directly from MCP clients like Claude Desktop or Raycast.

Clark MCP Server

Provides a memory layer for personal agents, enabling MCP-compatible agents to store and query profile, factual, episodic, and procedural memory.