发现优秀的 MCP 服务器

altium-designer-mcp

An MCP server that provides file I/O and primitive placement tools, enabling AI assistants to create and manage Altium Designer component libraries.

Vertex AI Imagen MCP Server

Enables image generation and editing using Google Vertex AI's Imagen API through natural language commands in MCP clients like Claude Desktop.

Databricks MCP Server

一个实现了模型补全协议（MCP）的服务器，它允许大型语言模型（LLM）通过自然语言与 Databricks 资源进行交互，包括集群、作业、笔记本和 SQL 执行。

Research MCP Server

镜子 (jìng zi)

MongoDB MCP Server

好的，让我来帮你翻译成中文： **让我们创建一个 MongoDB MCP 服务器。** (Ràng wǒmen chuàngjiàn yī ge MongoDB MCP fúwùqì.)

Sekha MCP Server

This MCP server exposes Sekha memory tools (store, search, update, etc.) to any MCP-compatible client, enabling persistent conversation memory across Claude Desktop, Claude Code, and other applications.

dat-ai-mcp

Provides browser automation, audio transcription, and LLM chat as MCP tools for any agent.

MCP Portfolio Server

Fetches and normalizes investment portfolio data from eToro and Interactive Brokers (IBKR), enabling AI agents to consolidate, aggregate, and visualize holdings across brokers.

MCP Weather Demo

A demonstration server for ModelContextProtocol that provides weather tools and prompts for Claude AI, allowing LLMs to access external data without manual copying.

Researcher MCP Server

Enables LLMs to research answers using DuckDuckGo web and news search plus Wikipedia, providing up-to-date information and current events.

Linear Kanban Server

Enables management of Linear kanban boards, projects, and issues directly through Claude via the Model Context Protocol. It includes an automatic task tracking hook that synchronizes Claude's real-time work progress directly to Linear boards.

Portable-Agent-Memory

Local-first, MCP-first cross-agent cognitive asset layer that enables agents to store, retrieve, govern, and migrate memory, roles, and verified skills as portable assets via MCP tools and SQLite.

edt-mcp-tool-description-optimizer

Optimizes EDT MCP tool descriptions by replacing verbose documentation with concise summaries stored in SQLite, reducing context usage while allowing on-demand retrieval of full tool guides.

workspace-ai

Enables AI assistants to interact with Gmail accounts via MCP, providing tools for listing labels, searching, reading, drafting, and sending emails with OAuth2 authentication.

compass-mcp

Enables intelligent model selection for coding tasks by analyzing task type, scope, and difficulty, with fallback chains and host-specific mappings.

ContextLattice

ContextLattice is an HTTP-first, MCP-compatible memory/context/task orchestrator that persists writes and returns fused recall from specialized stores with local-first defaults. Primary URL: https://contextlattice.io/ Install: https://contextlattice.io/installation.html Troubleshooting: https://contextlattice.io/troubleshooting.html

Drop Beacon

MCP server for Drop Beacon (edc4me.com) — search and explore 80,000+ EDC products across 1,000+ brands. Track new drops, compare prices across retailers, check real-time stock availability, and analyze market trends for knives, flashlights, fidget toys, wallets, pens, and more.

GroupDocs.Merger MCP Server

Enables document merging, splitting, and info retrieval for PDF, DOCX, XLSX, PPTX, and 30+ formats via AI agents.

kubernetes-mcp

A Model Context Protocol (MCP) server that provides safe, read-only access to Kubernetes resources for debugging and inspection. Built with security in mind, it offers comprehensive cluster visibility without modification capabilities.

Enterprise-MCP

An MCP server providing calculator and file system tools, enabling AI agents to perform mathematical calculations and file operations.

Skeleton MCP Server

A template project for building Model Context Protocol servers with FastMCP framework, providing example CRUD API implementations, Docker support, and development best practices.

spec-coding-mcp

A local MCP server for spec-driven development, enabling users to create, review, and manage specs that guide AI code generation and testing.

Rust Docs MCP Server

🦀 防止 AI 助手提供过时的 Rust 代码建议。这个 MCP 服务器获取最新的 crate 文档，使用嵌入/LLM，并通过工具调用提供准确的上下文。

GNews MCP Server

Enables searching news articles and retrieving top headlines from the GNews API with support for filtering by topic, language, and country.

Orgo MCP Server

Enables AI agents to control virtual computers through Orgo, supporting computer management, screen actions, shell commands, file operations, streaming, and AI completions.

polar-mcp-mini

Minimal MCP server connecting Polar AccessLink to Claude, enabling retrieval of exercises, sleep, and nightly recharge data.

Xava Labs MCP Template

A template repository for bootstrapping Model Context Protocol (MCP) servers with WebSocket and SSE support, enabling real-time bidirectional communication and server-to-client streaming in Cloudflare Workers.

BioMCP

A high-performance MCP server that gives LLMs access to 25 biomedical tools federated across 50+ upstream APIs for genes, variants, drugs, diseases, literature, clinical trials, and structural biology.

mcpstrike

MCP server that connects an LLM via Ollama to security tools for autonomous or guided penetration testing from a terminal interface.