This is a continuously updated curated list of MCP servers, covering multiple categories such as browser control, art and culture, cloud platforms, command - line, communication, customer data platforms, databases, developer tools, data science tools, file systems, finance and fintech, games, knowledge and memory, location services, marketing, monitoring, search, and utilities. Each project comes with a GitHub link and the number of stars, making it easy for users to quickly understand and use.

PraisonAI is a production-ready multi-AI agent framework with self-reflection capabilities, designed to create AI agents to automate the solution of various problems from simple tasks to complex challenges. It simplifies the construction and management of multi-agent LLM systems by integrating PraisonAI agents, AG2, and CrewAI into a low-code solution, emphasizing simplicity, customization, and effective human-machine collaboration.

sitemcp is a tool that can crawl the content of an entire website and use it as an MCP server. It supports functions such as custom page matching and content selectors, and is suitable for quick retrieval of documentation and blog - type websites.

A PostgreSQL database MCP service based on the FastMCP library, providing CRUD operations, schema inspection, and custom SQL query functions for specified tables.

MCP2Lambda is an MCP server that allows AWS Lambda functions to be used as tools for large language models (LLMs) without modifying the code. It builds a bridge between AI models and Lambda functions through the Model Context Protocol (MCP), enabling models to access private resources and perform custom operations.

The JetBrains MCP server plugin enables seamless integration between LLMs and IDEs and provides extension points for custom tools.

mcp-chat is an open-source and general-purpose MCP client tool for testing and evaluating MCP servers and proxies. It supports command-line interaction and web mode, can connect to various MCP servers (JS/Python/Docker), and provides functions such as chat history recording, model selection, and system prompt customization to help developers debug MCP services.

An Instagram data analysis tool that provides comment analysis, account comparison, user profiling, and potential customer identification functions

An MCP server that can dynamically obtain coding rule files for AI agents from GitHub repositories without local storage, supporting multiple community rule sets and custom rule libraries.

The SearxNG MCP service project runs a remote server script through uv and supports customizing the SearxNG instance URL

A meta - function architecture server that supports AI to dynamically create and execute custom tools

The Recraft AI MCP Server is a server that integrates MCP clients with Recraft AI's image processing capabilities, supporting functions such as generating and editing raster/vector images, creating custom styles, image vectorization, background processing, and image upscaling.

A custom MCP server that provides functions such as code repository management, test running, and development workflow generation

The Storybook MCP Server is a tool based on the model context protocol that provides functions for interacting with Storybook documentation and component information, including getting the component list, attribute details, and extracting specific information through custom JavaScript tools.

A text editing system integrated with Claude Desktop, which realizes text selection, editing, and automatic replacement functions at the macOS system level through the MCP protocol, supporting custom prompts and desktop notifications.

This is an MCP server connected to the Magento 2 REST API, supporting functions such as querying product information, customer order data, and sales statistics, and providing e-commerce data access services for MCP clients such as Claude.

The Logfire MCP server is a model context protocol service based on OpenTelemetry, which provides the ability for LLM to access application telemetry data and supports exception tracing and custom SQL queries.

This project adds custom memory paths and timestamp functions to the MCP team's Memory server, supporting the construction of a knowledge graph through LLM to manage interaction memory.

An MCP server that converts Mermaid charts into PNG images, supporting multiple themes and custom background colors.

The TickTick MCP Server is a task management API service, providing complete task and project management functions, including task creation/updating, project organization, habit tracking, etc., supporting OAuth authentication and rich custom options.

ai-create-mcp is a Go-based tool for converting OpenAPI specification files into Model Context Protocol (MCP) programs, supporting custom project settings and integration options.

This project implements a customizable MCP server for executing the RTE protocol, supporting multiple terminal types and SSL connections, and providing Java utility classes for easy function expansion.

An MCP server that provides access to custom YouTube playlists and can obtain the URLs of videos added within a specified time range.

SourceSage is an MCP server that visualizes the project directory structure in a beautiful Markdown format, supporting automatic documentation and highly customizable exclusion modes.

A comprehensive real estate data management MCP server, providing tools and resources for property listings, agent management, market analysis, customer relations, and regional intelligence.

Deep-Co is a cross-platform chat client developed based on Compose Multiplatform. It supports multiple LLM API providers, including OpenRouter, Anthropic, Grok, OpenAI, etc., and is compatible with OpenAI API and local models. It has functions such as chat record management, prompt management, role adaptation, TTS, etc., and supports multiple languages and theme customization.

The REI Crypto MCP Server is a multi - API integration platform that provides a fast MCP implementation for cryptocurrency data services such as DefiLlama and CoinGecko, supporting custom deployment and integration with the Claude desktop client.

A template project for building a custom Model Context Protocol (MCP) server, providing the basic structure and tool implementation, and supporting integration with Cursor and Claude Desktop.

This project is a proof-of-concept (POC) that demonstrates how to implement the Model Context Protocol (MCP) through a custom host for testing agentic systems. Core features include OpenAI-compatible API, Google Gemini integration, streaming response support, and tool invocation capabilities.

ComfyUI custom nodes support downloading pictures and videos from over 1000 websites such as Instagram, Reddit, YouTube, and TikTok, providing browser cookie authentication and file management functions.

Gauntlet - Incept is a system for generating high - quality educational content for students in grades K - 8, providing customized generation, annotation, and scoring functions for articles and question banks, including REST API and MCP services.

The Saleor MCP Server is a Model Context Protocol service designed for the Saleor e-commerce platform, allowing AI assistants to read product, customer, and order data through an HTTP connection and providing read-only API integration functions.

An MCP server template for creating custom tools for Cursor IDE, supporting multiple deployment methods

OmniFocus MCP Enhanced is an AI-driven productivity tool that provides native custom view access, hierarchical task management, intelligent filtering, etc., and deeply integrates Claude AI to achieve intelligent workflows.

TailorKit MCP is a middleware service connecting AI assistants with the TailorKit API, supporting the management of e-commerce product customization templates through natural language.

An implementation of a k6 load testing server based on the Model Context Protocol framework, supporting custom test durations and the number of virtual users, providing simple APIs and real-time test outputs.

This is a simplified JavaScript MCP server template for integrating with Claude Desktop. It provides basic tools and protocol implementation, making it easy for developers to quickly set up a custom MCP service.

This is a Spring Boot Starter for automatically integrating MCP (Model Control Protocol) services, supporting non - intrusive enhancement and custom tool parsing, and simplifying AI interface development.

This is a custom MCP server project integrated with Microsoft education APIs, supporting functions such as managing courses, assignments, and grading through tools like Claude Desktop.

The MCP Game Helper is a custom model context protocol server that provides AI - assisted tools for game developers, focusing on tasks such as combat balance, skill analysis, level rhythm, and simulation.