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.

MCP Unity is a Unity Editor extension that implements the Model Context Protocol. It bridges the interaction between AI assistants and Unity projects through a Node.js server, providing functions such as menu execution, object selection, and component update.

The MCP Proxy Server is a tool that aggregates multiple MCP resource servers and provides services through a single HTTP interface. It supports real-time updates and flexible configuration.

Kom is a Kubernetes operation management tool that provides functions such as multi-cluster management, resource creation, deletion, update, and query, Pod operations, and SQL queries. It supports CRD and built-in resource operations, simplifying the daily operation and maintenance of k8s.

The Supabase MCP server is a tool based on the Model Context Protocol (MCP) that provides a standard interface for AI assistants to interact with Supabase databases, supporting database operations such as create, read, update, and delete.

A server based on the Model Context Protocol for managing GitLab kanban task operations, providing functions such as task list query, creation, update, deletion, and commenting.

A PowerShell tool for analyzing and updating the Model Context Protocol (MCP) servers of Claude Desktop, supporting multiple project types and an automated update process.

GitHub Actions automated workflow configuration, including version update and NPM package publishing functions

An MCP server that provides Notion integration, supporting operations such as page search, creation, update, and database management, enabling seamless interaction between language models and the Notion workspace.

The LDAP MCP server is a tool that exposes LDAP directory services through the Model Context Protocol (MCP), allowing clients to perform directory searches and create, read, update, and delete operations, and supporting secure connections and read-only mode.

Google Calendar MCP Server is an integrated service that connects the Claude desktop assistant with Google Calendar, enabling the viewing, creation, update, and deletion of calendar events through natural language interaction.

This is an MCP server project integrated with Google Tasks, providing functions such as task search, listing, creation, update, and deletion, and supporting authentication through OAuth.

Skill Retriever is an MCP server based on a graph database, specifically designed for the retrieval and installation of Claude Code components. It automatically indexes component repositories on GitHub, returns the minimum correct set of components and their dependencies based on task descriptions through semantic search and graph traversal algorithms, and supports security scanning and automatic synchronization and updates.

Ref MCP is a Model Context Protocol server that provides AI programming tools or agents with access to documentation for APIs, services, libraries, etc. It is a one-stop solution to keep agents updated on documentation in a fast and token-efficient manner.

An MCP server for JIRA data access, providing relationship tracking, optimized data payloads, and AI context data cleaning functions, supporting operations such as issue search, creation, update, and attachment management.

ToolBox is an AI-driven automated tool development platform that provides modular architecture, AI-assisted tool generation, enterprise-level service integration, and real-time update functions.

A simple task management server demonstration project based on the MCP Go library and Redis, supporting functions such as task creation, update, deletion, assignment, and status marking.

This project is a CSS teaching MCP server built on Node.js and TypeScript, providing personalized CSS feature update services, including resource management, tool invocation, and prompt guidance functions.

A secure MCP skill version manager that supports automatic update detection, security scanning, multi-version management, intelligent merging, and A/B testing.

An MCP server for analyzing website UI interfaces and providing precise repair instructions for AI programming assistants to solve the problem of messy UI updates when using tools such as Copilot and Cursor.

This project is an MCP server connected to the OKX exchange, providing real-time cryptocurrency data acquisition functions, including tools such as price query, historical candlesticks, and real-time subscription. It supports multiple data visualization formats and WebSocket real-time updates.

MCP-Mealprep is a Docker-based MCP server collection project that provides various AI tools and services through containerized deployment, supporting secure updates and flexible expansion.

MEMEX is a knowledge management server based on the MCP protocol, used to manage technical guides and AI context, providing functions for creation, search, update, and deletion, and supporting semantic search and integration with Claude AI

An MCP server that connects to different grocery supplier APIs, providing product search and shopping cart update functions

RuleGo-Server is a lightweight, high-performance, modular automated workflow platform based on RuleGo. It supports visual orchestration, hot updates, AI support, and multi-tenancy, and is suitable for various scenarios such as iPaaS, API orchestration, and IoT rule engines.

An MCP server that provides code context for AI assistants by indexing local code into a graph database, supporting code analysis, relationship query, and real - time update functions.

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

A local STDIO MCP server that provides tools for searching and retrieving Google Gemini API documentation, supporting full-text search and automatic content updates

A comprehensive server for interacting with the WhatsApp Business API, supporting functions such as message sending, template management, media uploading, and business profile updates.

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.

The Mixpanel MCP Server is a tool for integrating Mixpanel analytics into AI workflows, supporting event tracking, page view tracking, user registration tracking, and user profile updates.

This project includes two servers based on the Model Context Protocol (MCP): an IoT device control server and a memory management server. The IoT server provides device control, status query, and real-time update functions, suitable for scenarios such as smart homes and industrial IoT; the memory management server provides long-term memory storage and semantic search functions, suitable for fields such as conversation history and knowledge management.

An unofficial Dub.co short - link MCP server that allows AI assistants to create, update, and manage short links through the Dub.co API.

An MCP server based on the Datawrapper Python library that allows AI assistants to create, publish, update, and display Datawrapper charts, supporting chart operations through chat interactions.

GitHub Actions automated workflow for npm package version updates and publishing

The WikiJS MCP Server is a tool that connects Claude to the Wiki.js knowledge base, allowing Claude to search, read, update, and create Wiki.js document pages for automated management of the team's knowledge base.

A tool that provides the latest documentation of npm packages for the IDE. It retrieves README documentation from GitHub repositories or npm packages to ensure that developers obtain real - time updated package information.

A SQL service application based on Spring Boot, providing SQL query and update functions, supporting the export of results as CSV files, and being a component of the Spring AI MCP framework.

Cyclops MCP is a tool that allows AI agents to securely manage and deploy Kubernetes applications through the Model Context Protocol, providing template validation and application creation/update functions

This is a project memory library management service based on SQLite, providing storage and retrieval functions for project background, decision records, progress updates, etc. through the MCP protocol, and supporting independent data management by project path.