A RAG system based on Python code analysis. It parses the code structure through AST and stores it in the Weaviate vector database, providing code query, natural language Q&A, and visualization functions, and supporting multi-codebase management and dependency analysis.

The Umami Analytics MCP Server is a model context protocol server that enhances Claude's capabilities. It provides access to Umami website analytics data, supporting user behavior analysis and website performance tracking.

A comprehensive chess analysis MCP server that integrates Stockfish engine evaluation, thematic analysis, opening databases, puzzle training, and game visualization, providing advanced chess analysis and game improvement functions.

The Kibana MCP Server project is a community-maintained tool that allows MCP-compatible clients (such as Claude Desktop) to access Kibana instances through natural language or programming. It is based on the official API documentation of Elastic Kibana, providing functions such as security authentication, API endpoint management, and search execution, and supporting two interaction modes: tools and resources.

Zaturn is an AI-powered data analytics assistant that enables natural language queries to obtain business insights and visualization results without writing code.

Scanpy MCP is a natural language processing server designed for the single-cell RNA sequencing analysis software Scanpy, supporting operations such as data reading and writing, preprocessing, analysis, and visualization through natural language. It is suitable for researchers and proxy developers.

The PubMed MCP Server is an interface service based on the Model Context Protocol, providing comprehensive access to the PubMed biomedical literature database for AI agents and research tools. It supports functions such as literature search, metadata acquisition, citation analysis, research plan generation, and data visualization, and is efficiently integrated through the NCBI E - utilities API.

Provides a read-only MCP service for MySQL and PostgreSQL databases, supporting functions such as metadata query, schema analysis, and visualization.

An MCP server based on the R language, providing ggplot2 data visualization and R script execution functions, supporting multiple output formats and Docker containerized operation.

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.

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.

The MATLAB MCP Server project provides integration with MATLAB and supports creating and executing MATLAB scripts and functions through clients such as Claude.

Google Ads MCP is a tool that connects Google Ads with Claude AI. It analyzes advertising data through natural language conversations and provides functions such as account management, campaign analysis, keyword optimization, and budget management.

A server project based on the Model Context Protocol (MCP) that provides access to baseball statistical data through the MLB Stats API and the pybaseball library, including data sources such as Statcast, Fangraphs, and Baseball Reference, and supports data visualization.

ChatBI MCP Server is an LLM - based data analysis service that supports code generation, data statistics, and visualization through natural language instructions, and can be integrated with client tools to achieve automated analysis.

The Advanced Reasoning MCP Server is a self - contained server based on the sequential thinking mode, with advanced cognitive functions such as meta - cognitive assessment, hypothesis testing, integrated memory libraries, and structured data storage. It supports a dual - storage architecture (graph - based memory and document storage) and enhanced visualization.

An investment portfolio management server based on the MCP protocol, providing portfolio creation, market data acquisition, analysis report generation, and visualization functions.

SQLGenius is an AI - based SQL assistant that converts user questions into SQL queries through natural language processing technology, supports BigQuery database operations, and provides interactive data visualization and schema exploration functions.

Symbolica - mcp is a scientific computing model context protocol (MCP) server that provides functions such as symbolic computation, data analysis, visualization, and quantum computing, and supports running in a containerized environment.

Hubble is an AI-based data analysis tool for the Solana blockchain, supporting natural language queries and data visualization.

An MCP service based on the Model Context Protocol specification, providing a standardized interface for interacting with Quick Chart. Supports getting chart image links and local service installation.

A server that provides an MCP - protocol - compatible interface for Lightdash, enabling AI assistants to access Lightdash data in a standardized way.

The Superset MCP Integration project enables AI agents to interact with Apache Superset, connecting and controlling Superset instances programmatically.

The PuchAI Hackathon project provides a variety of toolkits, including Reddit content analysis, data visualization chart generation, drug information query, user preference management, and task management functions, supporting developers to quickly validate market hypotheses and analyze user needs.

A portfolio management server based on the MCP protocol that provides functions such as portfolio creation, market data acquisition, analysis report generation, investment advice, and visualization, and supports integration with the Claude desktop application.

The WAII MCP Server is a protocol server that enables database interaction through a natural language interface, supporting functions such as query execution and data visualization.

The Metabase AI assistant is an AI-driven tool that connects Claude Desktop/Code with Metabase and PostgreSQL databases through the Model Context Protocol (MCP), supporting natural language to generate SQL queries, create data models, and dashboards.

This project is a BI chart MCP service implemented in Python for data visualization, including data loading, processing, and rendering modules.

QueryPie MCP is a management and control platform server for administrators, providing functions such as data visualization, resource monitoring, and abnormal behavior detection.

The PatSnap MCP server is used to collect patent information through the PatSnap API, providing various patent data analysis tools such as trend analysis, keyword cloud, innovation wheel, and highly cited patents, supporting trend research and competitive analysis in the technical field.

An MCP server based on Gemini AI that provides advanced CSV analysis, data visualization, and thought generation functions, and supports integration with Claude Desktop.

This project integrates Graphistry's GPU-accelerated graph visualization platform with the Model Control Protocol (MCP), providing advanced graph analysis capabilities for AI assistants and large language models, and supporting multiple data formats and network analysis functions.

SolanaViz MCP is a Model Context Protocol server that enables access, analysis, and visualization of Solana blockchain data through natural language interaction, including price prediction, security assessment, and multi - wallet analysis.

A data visualization service based on the MCP protocol, supporting chart generation with Vega - Lite syntax

A command-line tool for MXQL queries of WhaTap monitoring data, supporting security authentication, project management, complex queries, multi-format output, and integration with Claude Code

The AlphaFold MCP Server provides comprehensive access to the AlphaFold protein structure database, including rich tools such as structure retrieval, confidence analysis, batch processing, and visualization preparation.

An integrated tool for Google Search Console and Claude AI to analyze SEO data through natural language conversations

An MCP server that provides Excel file management and data analysis functions

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.

An MCP server for Aranet4 CO2 sensors, supporting device scanning, data collection and storage, historical query, and visualization functions, and providing AI - assisted configuration.