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.

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.

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

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.

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

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.

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.

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.

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

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.

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.

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.

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

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.

Msty Admin MCP is an AI - driven system management tool designed for Msty Studio Desktop version 2.4.0+. It provides 155 tools through Claude Desktop to implement functions such as database query, configuration management, local AI model orchestration, and hierarchical AI workflow construction.

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.

Umbraco MCP is a server based on the Model Context Protocol (MCP), which provides AI - driven background content management functions for Umbraco CMS. It implements secure and permission - controlled automated operations through the Umbraco management API, enabling the AI assistant to perform complex background tasks through natural conversations without manual operation of the interface.

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.

VulniCheck is an AI - driven security scanner that provides comprehensive security analysis for Python projects and GitHub repositories. It runs as a Docker - based HTTP MCP server, supports standard HTTP streaming, and offers containerized deployment and comprehensive vulnerability scanning capabilities, including dependency checking, key detection, Docker file analysis, and AI risk assessment.

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.

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 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.

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 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.

The Subconscious AI MCP Server is a tool based on the Model Context Protocol that allows users to run AI - driven conjoint experiments through AI assistants such as Claude and Cursor. It uses causal inference and synthetic population data for decision - making analysis and provides REST API and real - time update functions.

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

The SlimContext MCP server is an AI chat history compression tool based on the SlimContext library, providing two compression strategies for clients through the Model Context Protocol: token - based trimming compression and AI - driven intelligent summary compression.

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

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.

An AI - driven Excel translation tool that supports multi - language translation of Excel files while preserving format and formulas, providing CLI, web application, and MCP integration

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.

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.

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.