Discover Awesome MCP Servers

Spatial Lakehouse MCP

An Iceberg-native geospatial MCP server powered by DuckDB that provides tools for spatial SQL queries, catalog discovery, and data management. It enables LLM agents to interact with Apache Iceberg lakehouses to perform complex spatial analysis, joins, and aggregations.

opinet-mcp

Provides access to Korea Petroleum Corporation's Opinet fuel price API for South Korea. Enables querying of current national and regional fuel averages, recent price trends, lowest-price stations, and nearby gas station details through natural language.

Universal Image Generator MCP Server

A multi-provider AI image generation server that allows users to create and transform images using Google (Imagen & Gemini), ZHIPU AI CogView-4, or Alibaba Bailian through any MCP-compatible application.

Runway API MCP Server

Enables AI video and image generation through the Runway API. Supports video generation from images and text prompts, image creation, video upscaling and editing, and task management.

Google Analytics Data API MCP Server

镜子 (jìng zi)

Cloudflare Playwright MCP

Enables AI assistants to control a browser through Cloudflare Workers, allowing them to perform web automation tasks like navigation, typing, clicking, and taking screenshots. Provides 14 browser automation tools that can be used with various AI platforms including Claude Desktop and VS Code.

Space Frontiers MCP Server

Enables language models to search and interact with Space Frontiers data sources including library, telegram, and reddit databases through keyword and semantic search capabilities.

Binance Cryptocurrency MCP

Enables AI agents to access real-time Binance cryptocurrency market data including prices, order books, candlestick charts, trading history, and 24-hour statistics through natural language queries.

Azure Resource MCP Server

直接从任何 MCP 客户端提供用于列出和查询 Azure 资源的工具，使您无需离开工作流程即可高效地浏览 Azure 基础设施并分析成本。

DAI MCP Server

Provides persistent memory capabilities through Neo4j graph database integration, allowing storage and retrieval of interconnected knowledge with complex relationships between entities. Enables long-term retention and querying of information across multiple conversations through graph-based memory management.

SerpApi MCP Server

Enables searching across multiple search engines (Google, Bing, YouTube, DuckDuckGo, etc.) and retrieving parsed search results via SerpApi integration.

Finam MCP Server

Enables integration with the Finam trading platform through Trade API. Provides access to account information, market data, trading instruments, and order management for Russian financial markets.

MongoDB MCP Server

Provides a standardized interface for AI assistants to interact with MongoDB databases, enabling CRUD operations, schema analysis, and database management through the Model Context Protocol.

OriginUI MCP Server

Enables searching, browsing, and installing OriginUI components through the Model Context Protocol. It provides detailed component information, visual previews, and installation commands compatible with the shadcn CLI.

NotebookLM MCP Server

Enables direct integration with Google NotebookLM from MCP clients, allowing agents to query notebooks, manage libraries, and get grounded research answers without manual copy-pasting. Uses browser automation to maintain persistent authentication and provides RAG-style research capabilities within code editors.

ADP MCP Server by CData

ADP MCP Server by CData

Personal Research Assistant MCP

Enables semantic search and conversational querying across a personal research library of PDFs, DOCX, and other documents using a vector database. It provides tools for document summarization, finding related papers, and high-accuracy retrieval for AI clients like Claude Desktop.

Mailgent MCP Server

Provides identity infrastructure for AI agents to manage email communications, including sending, replying, and organizing messages. It also includes a secure vault for managing credentials and generating TOTP codes.

Penumbra MCP Server

用于 Penumbra 的 MCP 服务器，允许 AI 代理操作 Penumbra 钱包。

PostgreSQL MCP Server

Enables exploration and querying of PostgreSQL databases through natural language. Supports listing tables, viewing schemas, executing SELECT queries, filtering records, and retrieving database statistics.

cURL MCP Server

Enables LLMs to make HTTP requests using structured cURL commands with support for multiple authentication methods, custom headers, and comprehensive request/response control.

VULK MCP Server

Enables AI assistants to generate, edit, and deploy production-ready full-stack applications through VULK's automated development pipeline. It supports multi-file code generation, browser verification, and exports to web, PWA, and mobile platforms.

solitaire-ai

Identity infrastructure for AI agents. Gives agents an evolving persona, session continuity, and self-correcting retrieval so they stop being strangers. Local-first, model-agnostic.

GitLab MCP for Code Review

An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.

SiYuan MCP Server

Enables interaction with SiYuan Note through its API for comprehensive note management. Supports searching, creating, editing documents, managing notebooks, and daily notes operations through natural language commands.

Spotify MCP

Enables remote interaction with Spotify through the Model Context Protocol, allowing users to search tracks, control playback, and manage playlists with per-user OAuth authentication. It is hosted on Cloudflare Workers and supports remote MCP over HTTP for compatible clients.

Chainflip Broker as a Service

Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

Skyfly MCP Server

Provides real-time aircraft tracking data from OpenSky Network combined with FAA aircraft registry information, enabling rich aviation queries that merge live flight positions with technical specifications.

Documentation Search MCP Server

A Model Context Protocol server that enables intelligent searching across documentation for 30+ programming libraries and frameworks, fetching relevant information from official sources.

preflight-mcp

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