AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Fugle Taiwan Stock Market Data
A specialized MCP server that integrates with Fugle's MarketData API to provide real-time and historical Taiwan stock market data, including quotes and price intervals.
hKG Ontologizer
A specialized MCP server that transforms large-scale text and web content into structured knowledge graphs with real-time SVG visualization and persistent storage in Neo4j and Qdrant databases.
LAMMPS
This MCP server integrates with the LAMMPS molecular dynamics engine to automate simulation setup, execution, and analysis using natural language. It features specialized support for organic molecules, SMILES processing, and GAFF force field configuration.
Gcore
Interact with Gcore platform services via LLM assistants, providing unified access to CDN, GPU Cloud & AI Inference, Video Streaming, WAAP, and cloud resources including instances and networks.
Hiveflow
Create, manage, and execute agentic AI workflows directly from your assistant.
Solana Docs
MCP (Model Context Protocol) Server. Fetches and parses Solana blockchain documentation, enabling real-time access to development information for accurate query responses and blockchain-related assistance.
Program Integrity Alliance (PIA)
Local and Hosted MCP servers providing AI-friendly access to U.S. Government Open Datasets. Also available on Docker MCP Catalog. See our website for more details.
Tavily
MCP (Model Context Protocol) Server. Integrates the Tavily search API to enable web searches and information retrieval for fact-checking and research tasks.
Jina AI
MCP (Model Context Protocol) Server. Integrates with Jina's AI services to provide efficient handling of language and multimodal AI requests for applications requiring natural language processing and image analysis.
Verodat
Interact with Verodat AI Ready Data platform
PaperSearch (arXiv)
MCP (Model Context Protocol) Server. Integrates with arXiv to enable keyword searches, paper retrieval, and tracking of recent submissions across scientific categories.
Defuddle Fetch
Fetch web content with enhanced extraction using Defuddle, converting pages to clean markdown with better results than standard HTML-to-markdown converters.
Gmail
A Simple MCP server for Gmail with support for all basic operations with oauth2.0.
Gopher MCP
Modern, cross-platform MCP server that enables AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently.
HTML to Markdown
Fetch web pages and convert HTML to clean, formatted Markdown. Handles large pages with automatic file saving to bypass token limits.
Multicluster-MCP-Sever
A Kubernetes gateway that uses the Model Context Protocol to manage and observe multiple clusters through Open Cluster Management. It enables GenAI tools to interact with hub and managed clusters, retrieve resources, and analyze metrics.
NASA Image MCP Server
MCP server providing access to NASA's visual data APIs including Mars Rover photos, Earth satellite imagery (EPIC/GIBS), and Astronomy picture of the day. Features built-in image analysis tools with automatic format detection, compression, and base64 conversion for LLM integration.
Pixabay
MCP (Model Context Protocol) Server. Provides a bridge to the Pixabay image search API, enabling dynamic image retrieval with flexible filtering options like image type, orientation, and result count.
System Monitor
A Go-based MCP server providing real-time system diagnostics including CPU, memory, processes, network, and disk metrics to AI assistants.
Web Search
A Google Search MCP server that crawls and consolidates content from the top 5 non-social media results to facilitate fact-checking and research workflows.
FocusRelayMCP
Talk to your OmniFocus tasks. An MCP server that lets AI assistants query your tasks, projects, and tags using natural language—no more clicking through endless lists.
paper-search-mcp
A comprehensive MCP server for searching, downloading, and converting academic papers to markdown from platforms like arXiv, Semantic Scholar, PubMed, and RePEc.
PubMed Smithery
MCP (Model Context Protocol) Server. Provides powerful tools for searching and analyzing academic medical literature through PubMed, offering specialized functions for keyword searches, MeSH term lookups, publication statistics, and structured PICO-based evidence retrieval with automatic retry mechanisms.
Square
MCP (Model Context Protocol) Server. Integrates with Square's API to enable payment processing, business management, and e-commerce operations for AI applications.
Memory Custom
MCP (Model Context Protocol) Server. Provides a knowledge graph-based memory system for creating, managing, and querying structured information with features like custom file paths, timestamping, and advanced search capabilities.
SQLite
MCP (Model Context Protocol) Server. Provides a SQLite-based database backend for efficient data storage and retrieval, leveraging Rust and integrating with mcp-core and mcp-server libraries for embedded systems, desktop applications, or small-scale server deployments.
MySQL Database Tools
MCP (Model Context Protocol) Server. Enables direct SQL query execution and table exploration with MySQL databases through a simple interface for seamless data analysis and database operations.
ECS Cloud Storage
A comprehensive MCP server for 360 AI Cloud Storage that enables AI models to perform file operations, batch video downloads, and cloud file management via Stdio, HTTP, or SSE protocols.
chatspatial
A specialized MCP server for spatial transcriptomics analysis that translates natural language queries into complex bioinformatics workflows using over 60 integrated methods.
mcp-ai-agents-template
A Model Context Protocol (MCP) TypeScript template with multi agents that can send Emails, schedule meetings and answer knowledge-base related questions.