发现优秀的 MCP 服务器

arXiv Research Assistant MCP Server

An MCP server that allows Claude AI to search, explore, and compare arXiv papers efficiently through a custom-built local server.

zettelforge

ZettelForge is an agentic memory system for cyber threat intelligence that extracts CTI entities, resolves aliases, and builds a knowledge graph, serving past investigations to analysts and Claude Code via MCP.

Tuba Workflow MCP Server

This MCP server bridges to the Tuba.ai platform, enabling programmatic control of AI vision workflows through callable tools such as running workflows, checking status, fetching results, and updating workflow blocks.

drawio-parser-mcp

Validates and parses Draw.io XML syntax, enabling analysis and verification of diagram structures, especially for AI-generated content.

spotify-mcp

Enables AI assistants to search Spotify and manage playlists, library, and playback via a remote MCP server running on Cloudflare Workers.

LLMDoc

MCP server for semantic search across llms.txt documentation sources, with hybrid two-stage retrieval and automatic background refresh.

Quantitative Researcher MCP Server

提供用于管理定量研究知识图谱的工具，从而能够对研究项目、数据集、变量、假设、统计检验、模型和结果进行结构化表示。

llm-toolkit

An MCP server that turns an LLM API into MCP tools, providing four LLM-powered tools (ask_llm, summarize, translate, extract_json) and running locally over stdio or remotely over HTTP.

AIMLPM/markcrawl

Crawl any website into clean Markdown, search through pages, read full content, and extract structured data using OpenAI, Claude, Gemini, or Grok — with auto-citation and resume support.

fusion

Enables LLMs to perform analytical SQL queries on PostgreSQL/MySQL databases via DuckDB, with tools for querying, aggregation, and materialized views.

plane-mcp

An MCP server for the Plane project management platform that enables users to manage workspaces, projects, and work items. It supports full CRUD operations for issues while providing access to cycles, modules, labels, and workflow states.

Gemini MCP Server

Enables text generation and image generation using Google Gemini API, with configurable models and parameters, saving generated images as local files.

SEFAZ BA: IPVA Notificado

MCP server for consulting SEFAZ BA IPVA Notificado (vehicle tax) data from official sources. Read-only, works with any MCP client, pay-per-use with prepaid credits.

ESPHome MCP Server

Enables AI assistants to manage ESPHome devices by listing, inspecting, editing, validating, compiling, and flashing firmware over-the-air via the ESPHome WebSocket API.

Google Search Console MCP

MCP server for the Google Search Console API. Enables search performance analytics, sitemap management, URL index inspection, and property management through natural language.

yandex-lavka-mcp

Enables AI assistants to search products, manage a cart, and place orders with Yandex Lavka, requiring explicit human confirmation before charging.

apple-mcp

A unified MCP server for macOS native apps, currently supporting Calendar and Reminders via EventKit with bidirectional sync, and Mail planned.

unifi-rmcp

MCP server and CLI for UniFi Network controllers: clients, devices, WLANs, firewall, and health over stdio or streamable HTTP, with auth.

Codebase Explorer MCP Server

Analyzes any codebase to detect project type, languages, frameworks, entry points, API routes, controllers, services, components, tests, and more.

RollingGo Hotel MCP

Enables AI agents to search, compare, and book hotels worldwide through natural language, with real-time pricing and availability, plus price monitoring and order management.

BSL MCP Server

Enables analysis of BSL/OS files using the BSL Language Server, providing diagnostics and code formatting.

uuid-mcp

Enables generation of random UUIDs (version 4) through a simple MCP tool.

Qanat Goose MCP Extension

Integrates Square sandbox catalog and orders management with voice commands (via ElevenLabs) and hand gesture controls (via MediaPipe) through an interactive seller dashboard in Goose Desktop.

Eyes-MCP

A research MCP server that enables AI agents to query the internet using multiple sources like SearXNG, GitHub, Reddit, and YouTube, and returns synthesized answers with citations.

mcp-server-docker

Provides a secure MCP interface to execute commands inside Docker Compose service containers, with real-time output capture and configurable timeouts.

AtlasRepo MCP

Enables read-only access to the AtlasRepo decision catalog, allowing users to search for evidence-backed projects, tools, and repository decision records without loading the full catalog.

void-bridge

Exposes a secure, path-confined bridge to a local workspace and git remotes, enabling MCP clients to search, read, write, reset files, and perform git operations.

fallhronboard-mcp

MCP server for the foldkit framework, exposing 7-prime spine, κ-bands, and fold operations as tools and resources for integration with MCP clients like Claude and Cursor.

beatport-mcp

An MCP server that lets Claude search the Beatport catalog and manage your Beatport playlists, including adding tracks to playlists by name.

mcp-dogceo

Enables fetching random dog photos, listing available breeds and sub-breeds, and retrieving breed-specific image galleries through the Dog CEO API.