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.

This is a server that implements the MCP code execution mode. Through a single-tool bridge and zero-context discovery mechanism, it reduces the overhead of MCP tool calls from tens of thousands of tokens to about 200 tokens and securely executes Python code in the root container, supporting data science and secure isolation.

An MCP server that provides access to the WolframAlpha LLM API, supporting natural language queries for questions in multiple fields such as math and science

Ruchy is a modern programming language for data science and scientific computing, with a self - hosted compiler, a comprehensive toolchain, and enterprise - level quality standards.

MCP-DBLP is a service based on the Model Context Protocol (MCP) that provides large language models with the ability to access the DBLP computer science literature database, including functions such as search, citation processing, and BibTeX export.

Paperclip is a Model Context Protocol (MCP) server that supports searching for and retrieving research papers from Arxiv, the Open Science Framework (OSF) API, and OpenAlex.

An MCP server that provides access to the WolframAlpha LLM API, supports natural - language queries in multiple domains such as mathematics, science, and history, and returns structured responses.

The medRxiv MCP Server is a bridge connecting AI assistants with the medRxiv preprint library, enabling the search and access of health science preprints through the Model Context Protocol (MCP).

The medRxiv MCP Server is a bridge connecting AI assistants with the medRxiv preprint library, enabling the search, access, and analysis of health science papers through the MCP protocol.

Molecule-MCP is a server that connects molecular science tools with Claude AI, enabling AI to directly control molecular modeling tools through the MCP protocol

An MCP server designed for the campus system of the Macau University of Science and Technology, enabling LLM to automatically log in to Wemust and Moodle, obtain class schedules, query course materials, view to-do items, download course materials, and automatically open pages.

The NGSS MCP Server is a protocol server that provides the curriculum standards for the middle school stage of the Next Generation Science Standards (NGSS) in the United States for AI assistants. It contains 55 standards and supports 3D framework queries, high - performance caching, and various search tools.

The Claude-LaTeX MCP integration project connects Claude AI with LaTeX editors through Anthropic's Model Context Protocol (MCP), providing AI - assisted functions for academic writing, science fiction creation, and philosophical writing, including core tools such as formula generation, document structure optimization, and reference management, as well as professional extension modules for different types of content.

This project demonstrates how to integrate MCP agents with NASA's Open Science Data Repository (OSDR) tools to achieve the fetching, analysis, and summary generation of biological data.

The medRxiv MCP Server is a bridge tool connecting AI assistants and the medRxiv preprint library, enabling functions such as searching for preprints, retrieving metadata, and accessing content in the field of health science through the Model Context Protocol (MCP). It supports local storage and paper analysis prompts.

MCP Server Repository of the Space Science and Engineering Center at the University of Wisconsin

This is a comprehensive collection of Model Context Protocol (MCP) servers, covering multiple categories such as AI services, art and culture, browser automation, cloud platforms, cloud storage, command lines, communication, customer data platforms, data science tools, databases, developer tools, file systems, finance, games, knowledge and memory, location services, marketing, monitoring, notes, other tools and integrations, research and data, search, security, social media, system automation, travel and transportation, version control, and workflow automation.

The medRxiv MCP Server is a bridge connecting AI assistants with the medRxiv preprint library, providing functions such as paper search and metadata acquisition through the MCP protocol, and supporting health science research.

A Python MCP server designed for the UK Science Museum Group API, allowing LLMs to access museum data and supporting integration with Claude Desktop

MCP Server is a multi-functional data exploration tool that can serve as a personal data science assistant, transforming complex datasets into clear and actionable insights. It supports loading CSV data through the Claude desktop application, executing Python scripts, and automatically generating data analysis reports and visual charts.

The medRxiv MCP Server is a bridge connecting AI assistants to the medRxiv preprint library, providing functions for searching, obtaining metadata, and accessing content of health science preprints via the Model Context Protocol (MCP).