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.

The HOPX MCP server is a service based on the model context protocol that allows AI assistants to execute Python, JavaScript, Bash, and Go code in isolated cloud containers, supporting data analysis and file operations.

Awesome MCP Servers is a comprehensive collection of Model Context Protocol (MCP) servers, covering 7,158 MCP servers divided into 33 categories, including AI integration, art and media, browser automation, cloud services, databases, developer tools, file systems, finance, gaming, hardware, healthcare, infrastructure, knowledge management, location maps, marketing, monitoring, multimedia processing, operating systems, project management, scientific research, security, social media, travel and transportation, utilities, and version control, etc.

This project provides an MCP server for deploying code to Google Cloud Run services, supporting deployment from various sources such as AI-assisted IDEs, AI assistant applications, and proxy SDKs.

Qiniu Cloud Storage File Upload Service

This project includes multiple GitHub Actions workflows for automated deployment and image publishing, including core service building and deployment, runner image building, and template synchronization to cloud storage.

The Unity MCP Server is a C# - based Model Context Protocol (MCP) service used to connect the Unity editor with external large - language models (LLM) or cloud - based AI agents to achieve real - time automation and intelligent interaction.

A serverless YouTube subtitle extraction service based on Cloudflare Workers, using the MCP protocol to achieve high - performance AI assistant integration

The Alibaba Cloud Operation and Maintenance MCP Server project provides a variety of cloud product operation tools, including functions such as starting, stopping, and querying services like ECS, VPC, RDS, and OSS, and supports automated operation and maintenance through API and OOS.

DuckDB MCP Server is a service that implements the Model Context Protocol (MCP), enabling AI assistants to interact with the DuckDB database via SQL, supporting queries from multiple data sources and cloud storage access.

A powerful FTP file manager that provides a modern interface for managing remote file operations

This project demonstrates a real-time multi-tool agent architecture based on LangGraph and the MCP protocol. By decoupling agent orchestration and tool execution, it realizes a modular and scalable AI system. The MCP service supports multiple transport protocols (SSE/STDIO), allows AI agents to dynamically call remote tools, and has cross-language and cloud deployment capabilities.

A lightweight server based on the Model Context Protocol (MCP), designed for image processing and cloud upload, supporting resizing, conversion, optimization, and uploading to multiple cloud storage services, suitable for AI assistants and automated workflows.

The Eyevinn Open Source Cloud MCP Server provides database, storage, and VOD processing services

The Eyevinn Open Source Cloud MCP Server provides web services such as databases, storage, and VOD processing pipelines based on open source technologies, avoiding vendor lock-in and supporting revenue sharing for creators.

The ScrAPI MCP Server is a web scraping service based on ScrAPI technology. It provides the function of extracting web page content in both HTML and Markdown formats and supports local deployment and cloud access.

Azure OpenAI DALL-E 3 integration server that provides image generation and download functions through the MCP protocol

The Qiniu Cloud MCP service is a model context protocol server built on Qiniu Cloud products, supporting AI large model clients to access Qiniu Cloud storage, intelligent multimedia services, and CDN functions.

The Box - MCP - Server is a model context protocol server for interacting with the Box cloud storage service. It supports authentication through JWT or developer tokens and provides file search and reading functions.

An intelligent icon search and recommendation service based on Cloudflare Workers, achieving efficient icon discovery through multi-algorithm semantic matching

This project deploys the MCP server through Google Cloud Run, uses GCP IAM authentication to achieve secure access, and provides a temporary solution for teams to share the SSE MCP service.

An unofficial MCP management tool for Scaleway serverless functions, supporting operations such as creating, deploying, deleting, and updating functions

The 360 AI Cloud Disk MCP service provides standardized cloud disk file management capabilities for AI models, supporting multiple access methods and rich file operation functions.

The Bitbucket MCP Server is a service that provides tools to interact with the Bitbucket API. It supports Bitbucket Cloud and Server and includes functions such as PR lifecycle management, branch management, file operations, and code reviews.

A file storage service that supports multi - cloud storage, providing a unified API interface and support for multiple cloud service providers

The Firefly MCP server is a TypeScript - based service used to seamlessly integrate with the Firefly platform to achieve discovery, management, and coding of cloud and SaaS resources.

This project is a list of MCP servers, covering multiple fields such as browser automation, tool integration, system automation, AI services, search, commands, workflow automation, social media, communication, customer data platforms, databases, knowledge storage, development tools, file systems, cloud storage, finance, location services, monitoring, research data, security, travel, data visualization, notes, marketing, identity, etc.

An MCP server based on the Google Docs API that supports language models to create, search, append, and update Google documents.

An MCP service that provides IPFS interaction functions on the Pinata platform for Claude, supporting operations such as file upload, search, and group management.

The Internet Search MCP is a service encapsulated based on Tencent Cloud's Internet Search API, providing intelligent search capabilities with millisecond - level response and minute - level updates, supporting multiple functions such as natural result retrieval and multi - modal VR cards, helping developers quickly integrate Internet search capabilities.

MCP Jira is an integration service designed for Jira Cloud, providing the function of searching for and reading Jira issues. It does not support Jira Server or Data Center.

A Postman MCP service based on Cloudflare Worker, providing the function of accessing Postman collections and environments through the Claude AI interface, supporting operations such as collection management, environment variable configuration, and test execution.

A list of MCP Server resources for common domestic services, covering multiple fields such as maps, weather, and cloud services

A service based on the Model Context Protocol (MCP) that provides AI assistants with the ability to access and analyze AWS CloudWatch logs, supporting log search, summary generation, and cross-service correlation.

An AI-driven research orchestration service based on Cloudflare Workers that provides comprehensive and structured research answers by intelligently analyzing queries, invoking multiple professional tools in parallel, and integrating the results.

A browser automation MCP server based on the Anchor Browser cloud service, providing remote browser control, proxy rotation, and anti - detection functions, and supporting Playwright operations

A comprehensive MCP tool for interacting with Google Workspace services (including documents, spreadsheets, presentations, and Cloud Drive), providing functions such as file management, content editing, and formatting.

A code explanation service based on Cloudflare Worker that analyzes code structure, functions, and relationships through the MCP protocol, and provides visual architecture diagrams and detailed descriptions.

The Alibaba Cloud Observable MCP Service provides a series of tools to access products such as Alibaba Cloud Log Service SLS and Application Real - time Monitoring Service ARMS. It supports functions such as natural language to query conversion, log analysis, and performance monitoring.

Hetzner Cloud Resource Management MCP Service