Discover Awesome MCP Servers

Python MCP Server Examples

A collection of Python-based Model Context Protocol servers that extend AI assistant capabilities with tools for calculations, AWS services (S3 and RDS), and PostgreSQL database operations.

Playwright MCP with Electron Support

Enables Model Context Protocol tools for automating web browsers and Electron desktop applications using Playwright's accessibility tree snapshots. It supports window management and JavaScript execution in the main process, providing deterministic automation through structured data.

Property MCP Server

Connects Claude AI to real estate data via the ATTOM Data API, enabling property information lookup and analysis using natural language queries.

MCP AI Memory

Enables AI agents to store, retrieve, and manage contextual knowledge across sessions using semantic search with PostgreSQL and vector embeddings. Supports memory relationships, clustering, multi-agent isolation, and intelligent caching for persistent conversational context.

Database MCP Server

An extensible MCP server for database operations that supports PostgreSQL for managing schemas, tables, data, and user permissions. It features automatic migration recording for DDL changes and integrates with various AI-powered editors like Cursor, Zed, and Claude Code.

AverbePorto-MCP

AverbePorto MCP 服务器 (AverbePorto MCP fúwùqì)

Android MCP

A lightweight bridge enabling AI agents to perform real-world tasks on Android devices such as app navigation, UI interaction, and automated QA testing without requiring computer-vision pipelines or preprogrammed scripts.

MCPHub

用于人工智能服务的可嵌入模型上下文协议（MCP）解决方案。通过统一的界面，将 MCP 服务器与 OpenAI Agents、LangChain 和 Autogen 框架无缝集成。简化了不同人工智能应用中 MCP 工具的配置、设置和管理。

GBox MCP Server

Gbox MCP 服务器

MCP Server for Spotify

一个 Spotify MCP 服务器 (Yī gè Spotify MCP fúwùqì)

Delphi Compiler MCP

Enables compilation of Delphi (RAD Studio) Object Pascal projects through natural language commands. Supports automatic Debug/Release builds for Win32 and Win64 platforms using the native Delphi compiler toolchain.

oda-mcp

Enables agentic grocery shopping on Oda (Norway) and Mathem (Sweden) platforms through an MCP-compatible interface. Users can search for products, manage their shopping cart, and access order history using natural language commands.

mercadolibre-mcp

Connects AI agents to MercadoLibre, the largest e-commerce marketplace in Latin America. Search products, get item details, browse categories, track trends, and convert currencies.

SAP Ariba Source MCP Server by CData

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for SAP Ariba Source (beta): https://www.cdata.com/download/download.aspx?sku=PBZK-V&type=beta

ClawAIMail

Email infrastructure for AI agents — create inboxes, send/receive email, search messages, and manage threads via MCP tools.

MCP Server with OpenAI Integration

Production-ready MCP server that integrates OpenAI API with extensible tool support, enabling dynamic plugin loading and knowledge search capabilities through multiple interfaces including CLI and browser UI.

Mong MCP Server

Provides a moby-like random name generator through the Model Context Protocol, enabling AI assistants to generate random Docker-style names for use in applications and workflows.

vibe

Social layer for AI coding — DMs, presence, discovery, and multiplayer games between developers. 68 tools including messaging, presence, memory, and 27 multiplayer games.

TalkToAnki

An MCP server that enables AI assistants to seamlessly manage Anki flashcards, decks, and templates through the AnkiConnect API. It supports intelligent querying, batch note creation, and detailed study progress analysis using natural language.

MCP-demo-blog-analyzer

好的，这是将 "A quickstart to test MCP blog analyzer client and a webpage visitor server" 翻译成中文的几种选择，根据不同的侧重点略有不同： **选项 1 (偏技术，简洁):** 快速开始：测试 MCP 博客分析客户端和网页访问者服务器 **选项 2 (更详细，更易理解):** 快速入门：测试 MCP 博客分析器客户端和网页访问者服务器 **选项 3 (更口语化):** 快速上手：测试 MCP 博客分析客户端和网页访问者服务器 **选项 4 (强调目的):** 快速开始：用于测试 MCP 博客分析客户端和网页访问者服务器的指南 **选择哪个取决于你的具体需求。** 如果面向技术人员，选项1或2更合适。 如果面向更广泛的受众，选项3或4可能更好。

mail-smtp-mcp

A TypeScript MCP server that enables LLMs to send outbound emails via SMTP with support for attachments and HTML content. It includes outcome-oriented tools for account validation and enforces strict security policies like recipient allowlists and size limits.

Shell Exec MCP

Enables execution of bash commands with support for timeouts and background jobs, allowing file operations, build commands, system inspection, and long-running tasks.

claude-skills-mcp

Enables intelligent semantic search and discovery of relevant Claude Agent Skills using vector embeddings. Provides access to curated scientific skills and supports both GitHub repositories and local skill directories.

Hot-News

One-stop aggregation service of hot trends across the entire network based on the Model Context Protocol (MCP) protocol, supporting real-time updates and multi-data source expansion.

Todoist MCP Server

A Model Context Protocol server that enables advanced task and project management in Todoist via Claude Desktop and other MCP-compatible clients.

Sentiment402 MCP Adapter

Provides access to Sentiment402 market sentiment data for global markets, crypto, TradFi, and specific assets, with built-in support for x402 micropayment protocol when API responses require payment.

ssh-mcp-server

Enables AI assistants to securely execute remote SSH commands, perform file transfers, and monitor system status through a standardized interface. It features robust security controls including command whitelisting, blacklisting, and credential isolation to prevent unauthorized operations.

Yahoo Finance MCP Server

这是一个模型上下文协议（MCP）服务器，它提供来自雅虎财经的全面金融数据。它允许您检索关于股票的详细信息，包括历史价格、公司信息、财务报表、期权数据和市场新闻。

MCP Server

A TypeScript server that exposes various code automation tools powered by Gemini, including code refactoring, test generation, documentation creation, debugging assistance, and code navigation capabilities.

MCP-Discord

A Discord Model Context Protocol server that enables AI assistants to interact with Discord by sending messages, managing channels, handling forum posts, managing webhooks, and processing reactions.