发现优秀的 MCP 服务器

ffmcp

A local MCP server for Firefox that gives AI agents full control over the browser via a Unix socket, enabling automation of tabs, pages, cookies, and more without exposing any network ports.

akm-mcp

This MCP server enables AI agents to manage artifacts across sessions by providing tools for searching, retrieving, and registering entries in a persistent ledger, ensuring consistency and traceability of agent outputs.

rangeview-mcp

Read-only MCP server for searching and browsing the Rangeview Sports product catalog, including firearms, ammunition, optics, and accessories.

MCP Data Analysis Agent

An MCP server that answers natural-language questions over CSV, Excel, and SQL data by providing deterministic tools for loading, profiling, querying, cleaning, statistical analysis, visualization, and reporting. It enables LLMs to plan and interpret while all computation is done exactly through MCP tools.

Text Classification MCP Server (Model2Vec)

Enables fast text classification using Model2Vec static embeddings with 10 default categories (technology, business, health, etc.), supports custom category management, batch processing, and provides both local and remote deployment options.

SimDoc MCP Server

Enables access to scientific simulation documentation and code snippets for simulators like PyBaMM and Cantera. Provides AI-powered search and retrieval of simulation examples and documentation through natural language queries.

Sybil MCP

Monitors Notion databases in real-time to detect project risks, such as delayed engineering tasks overlapping with marketing campaign launches. It automatically generates alerts in a Notion Alert Center and allows users to perform on-demand risk analysis through Claude.

excel-mcp-server

Enables manipulation of Excel files including creating, reading, writing data, formatting, charts, pivot tables, and worksheet management via natural language.

EAG MCP Demo

A FastMCP server with web search, local notes CRUD, and a generative UI dashboard using Prefab.

WeatherXM Pro MCP Server

WeatherXM Pro MCP Server

Google Calendar MCP Server

Enables management of multiple Google Calendar accounts with support for searching, creating, updating, and deleting events on primary calendars through natural language, with encrypted credential storage.

SiYuan Note MCP Server

镜子 (jìng zi)

presentations-ai

Generate professional AI-powered presentations from a topic, raw text, or document file. Export to PPTX, PDF, image, or shareable link.

carrydesk

Cross-sectional funding-carry rankings for Hyperliquid perpetual futures, metered per call in USDC via x402 on Base.

database-mcp-server

A Model Context Protocol (MCP) server that provides database operations as tools for LLM-powered applications. Supports PostgreSQL, MySQL, and MongoDB databases with connection pooling and flexible result formatting.

mcp-divoom-lan

Enables AI clients to control Divoom LAN devices, including watchface management, brightness adjustment, and screen control through natural language.

nextcloud-tasks-mcp

MCP server for managing Nextcloud Tasks (todos) via CalDAV, allowing Claude to view, add, complete, edit, and delete tasks with GitHub OAuth authentication.

llmsdottxt-mcp

Auto-discovers llms.txt documentation from project dependencies and exposes it to AI coding agents via MCP, enabling agents to read first-party docs without scraping or guessing.

chart-mcp

Renders interactive Chart.js charts inside MCP hosts like Claude Desktop, enabling users to switch chart types and regenerate random data without leaving the UI.

kie-ai-mcp-server

Universal MCP server for all Kie AI image generation and editing models, enabling text-to-image, image-to-image, and image editing via natural language.

mcp-mode-switcher

An MCP server that lets you switch between different MCP configuration profiles directly from inside Claude Desktop.

Italy Transfers

Real-time train, bus, ferry and private transfer prices between 40+ Italian cities

ft_mcp

A Python MCP server implemented from scratch, providing tool execution capabilities like system time and file hashing via stdio or HTTP transport.

PySqlitMCP

Enables comprehensive SQLite database management through natural language including database creation, table operations, data CRUD operations, backup/restore, and CSV import/export functionality. Built on FastMCP framework with PySqlit library for reliable database interactions.

MCP Docs Server

Fetches and parses documentation from llms.txt files to enable AI assistants to access and query documentation dynamically.

ChromeBrowserMCP

A read-only bridge that lets ChatGPT inspect open Chrome tabs, exposing tools to list, read, and search tabs without accessing sensitive data.

Alibaba Cloud MCP Demo

A Vue 3 and Express application that demonstrates interaction with Alibaba Cloud's Bailian API for natural language processing and intent parsing, supporting tasks like weather queries.

fruits-mcp

Enables management of Product Fruits knowledge base articles, categories, and images through natural language commands via MCP.

ClinicalTrials.gov MCP Server — OncoHub

A production-quality MCP server that wraps the ClinicalTrials.gov v2 API, providing structured, TTL-cached access to trial data worldwide and Turkey via 4 MCP tools.

Synapse

Provides structural code intelligence via 26 MCP tools, enabling AI assistants to query code symbols, dependencies, and call graphs accurately without file-pasting.