MCP Notes is an intelligent note - taking application based on the MCP protocol, supporting AI - driven note management and web interface operations, and using DynamoDB to store data.

The Zen7 Payment Agent is the first practical implementation of a DePA decentralized payment agent. It adopts a multi - agent collaborative architecture, supports the A2A and MCP protocols, and provides multi - chain and multi - currency payment solutions for AI agents and Dapp applications, enabling automated cryptocurrency payments and LLM - driven intent recognition.

Intelligent stock data service based on Model Context Protocol, providing real-time quotes, fundamental analysis, news, and in-depth research reports driven by AI for A-shares, Hong Kong stocks, and US stocks

The CSV Editor is an AI - driven MCP server that provides powerful CSV data processing capabilities for AI assistants, including data cleaning, transformation, analysis, and validation, and supports auto - save and history tracking.

The ScrapeGraph MCP Server is a production - ready model context protocol server that provides seamless integration with the ScrapeGraph AI API, enabling language models to leverage advanced AI - driven web scraping capabilities.

Sketch Context MCP is a model context protocol server used to integrate Sketch design files with IDEs such as Cursor, enabling an AI - driven workflow from design to code, and supporting real - time two - way communication and design element operations.

Gramps MCP is an AI - driven genealogy research and management tool that provides direct access to the Gramps genealogy database for AI assistants through the MCP protocol, supporting functions such as intelligent search, data management, and family relationship analysis

ChatPPT is an AI - driven presentation generation service that supports generating PPTs according to themes or requirements, automatically creating PPTs by uploading documents, and provides online editing and download functions. Its MCP server supports 18 intelligent document processing APIs, covering various scenarios such as PPT production and resume analysis.

A research - level MCP server implementation that interacts with the Perplexity website without an API key, providing AI - driven research functions such as web search, document retrieval, API lookup, and code analysis.

This is a tool that provides a complete MCP server for RPG Maker MZ game development, supporting the automatic generation of game projects, maps, events, database content, and game assets through MCP tools and AI (Gemini), enabling programming - based or AI - driven game development without a GUI.

The MCP server for industrial Internet of Things and edge computing provides 11 tools through HTTP endpoints, enabling AI - driven industrial automation, predictive maintenance, and smart factory operations, and supporting multiple protocols such as MQTT and Modbus.

Achieve AI - driven design automation in Figma through natural language prompts

An MCP server for searching and downloading papers from multiple academic platforms (such as arXiv, PubMed, bioRxiv, etc.), supporting standardized search and acquisition tools, facilitating AI - driven research workflows.

A production - ready MCP server that enables AI - driven music generation through Strudel.cc, providing complete browser automation control, real - time audio analysis, and pattern generation functions.

A document indexing system based on PostgreSQL and pgvector, supporting AI - driven semantic search, including functions for crawling, processing, and querying documents.

The Flowbite MCP server is an official tool that enables AI assistants to access Flowbite's Tailwind CSS component library and provides an intelligent theme generator for creating custom brand designs in an AI - driven development environment.

MCP_Agent:RE is a Python project used to retrieve requirement and defect data from the TAPD platform and generate quality analysis reports. It provides a complete toolchain including data retrieval, preprocessing, vectorization, intelligent search, and report generation, and supports AI - driven test management.

A server based on the MCP protocol that provides an AI - driven natural language query service for the Dutch World War II historical archive database, supporting the exploration of Dutch World War II archives through natural language interaction.

Unity - MCP is a bridge tool that connects large language models (LLMs) and the Unity Editor. By exposing Unity Editor functions to AI clients, it enables an AI - driven automated development process. It supports custom tool extensions and currently provides core functions such as game object management, scene operations, and asset handling. It is mainly suitable for the Unity Editor environment.

Cursor MCP is a bridge tool connecting the Claude desktop application with the Cursor editor, supporting AI - driven automated programming, multi - window management, and cross - platform operations. It integrates with multiple AI services through a standardized protocol.

An MCP server based on the Gemini API, providing AI - driven web search and summarization services, capable of synthesizing information and returning comprehensive answers with references.

A Polish legal document MCP server that provides comprehensive legal provision access, search, and analysis functions, supporting the acquisition of legal documents from the Polish Parliament API and AI - driven legal research.

The Azure CLI MCP Server is a server based on the MCP protocol. It enhances the functions of Azure CLI by wrapping it and providing friendly prompts, and supports the execution of Azure CLI commands driven by AI.

The Tailpipe MCP server is an AI - driven log analysis tool that connects AI assistants with cloud/SaaS log data through the model context protocol. It supports natural language queries and analysis of various cloud service logs, and provides functions such as security incident investigation and cost - performance insights.

A powerful implementation of the Model Context Protocol (MCP) server that integrates multiple tools such as GitLab, Jira, Confluence, and YouTube, providing AI - driven search capabilities and development workflow tools.

DolphinScheduler MCP Server is a server based on FastMCP that exposes DolphinScheduler's REST APIs as a standardized toolset for AI agents, enabling AI - driven process management.

Open Deep Research MCP Server is an AI - driven deep research assistant that conducts iterative deep research by combining search engines, web scraping, and AI technology to generate comprehensive reports. It supports two usage methods: MCP protocol and CLI, and has functions such as reliability assessment, scope control, and automatic generation of follow - up questions.

A multi - database server based on the Model Context Protocol, supporting SQLite, MySQL, PostgreSQL, and MSSQL, providing an AI - driven natural language database operation interface

KuzuDB MCP Server is a protocol server that provides access to graph databases, supporting web interface management, multi - agent coordination, automatic connection recovery, and AI - driven natural language query generation.

Databutton launches an AI - driven MCP server building tool that supports React and Python application development

The Unified MCP Tool Graph is a research - driven project that provides an intelligent infrastructure layer for large language models (LLMs) and agent AI systems to dynamically retrieve the most relevant tools by aggregating and structuring tool APIs from different MCP servers into a centralized Neo4j graph database.

An MCP server based on plotnine that enables AI - driven data visualization through natural language, providing rich plotting templates, data transformation, and style customization functions.

A server - side implementation based on the Model Context Protocol (MCP), providing various tools required by AI agents and LLMs, including SearXNG - driven search functions and file system operations. Supports two implementation methods: It is recommended to use the FastMCP decorator to simplify development, or use the original architecture to implement more complex functions.

Octagon Deep Research MCP is a server that provides AI - driven in - depth research and analysis capabilities. By integrating advanced in - depth research agents, it offers users research functions without rate limits, fast and comprehensive. It is compatible with multiple MCP clients, including Claude Desktop, Cursor, etc., and is suitable for research needs in multiple fields such as technology, medicine, environment, and business.

The Xcode MCP Server is a comprehensive development automation tool that provides over 115 tools for project management, building, testing, simulator control, crash reporting, resource management, and localization. It supports AI - driven workflows and a configurable agent role system.

This is a server project that complies with the MCP protocol standard, providing AI - driven document generation services, supporting multiple formats such as PDF, Word, PPT, and Excel. It has functions such as asynchronous processing, image embedding, and layout verification, and can be integrated into various AI hosts.

The MCP penetration testing framework is an intelligent automated security assessment tool that integrates multiple security tools to achieve reconnaissance, vulnerability scanning, and controllable exploitation. It supports AI - driven intelligent workflows and report generation.

This analysis report summarizes the most interesting MCP (Model Context Protocol) servers discussed on the X platform on March 19, 2025, focusing on their practicality in AI - driven workflows. Through discussions and blog posts on the X platform, the report identifies the most popular and recommended MCP servers, including Reddit, Notion, Google Sheets, Gmail, and Discord, which are favored for their automation capabilities and ease of use. In addition, servers with specific functions such as SendAI Kit and Dolphin - MCP, as well as pre - built servers provided by Anthropic, are also mentioned.

Desktop Commander MCP is an AI - driven desktop file management and terminal command execution tool. Through the Model Context Protocol (MCP) technology, the Claude desktop application can directly access the file system, execute terminal commands, manage processes, and edit code without API call fees.

The Yachtsy MCP Server is a service that provides AI - driven yacht and boat market intelligence by integrating the Yachtsy Agent API. It allows users to access over 25,000 boat listings, get expert sailing advice, and automatically route queries to the most suitable professional agents (such as listing search, general experts, in - depth research) in MCP clients such as Claude Desktop and Cursor.