AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
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.
Nowledge Mem
A persistent memory and knowledge management server that enables semantic search capabilities for AI models through the Model Context Protocol.
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.
mnemotree
Memory module for LLMs and Agents with MCP
Verodat
Interact with Verodat AI Ready Data platform
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.
Jadx Daemon
A specialized MCP server that provides Android APK and DEX file decompilation capabilities using the jadx library, designed for malware analysis, reverse engineering, and security research.
Bridge MCP
A comprehensive automation bridge that grants AI full control over Windows systems, enabling GUI interaction, browser automation via Playwright, and shell command execution.
URL Fetcher
MCP (Model Context Protocol) Server. Enables fetching and processing content from URLs in various formats including HTML, JSON, Markdown, and plain text, with specialized tools for each format type and automatic content type detection for web research and data retrieval tasks.
Microsoft Flight Simulator SDK
A TypeScript-based MCP server providing real-time access to the Microsoft Flight Simulator SDK documentation through structured searches and natural language queries.
Defuddle Fetch
Fetch web content with enhanced extraction using Defuddle, converting pages to clean markdown with better results than standard HTML-to-markdown converters.
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.
CodePipeline
MCP (Model Context Protocol) Server. Enables AI assistants to manage and monitor AWS CodePipeline services through natural language commands, providing tools for pipeline execution, action approval, and metrics retrieval.
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.
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.
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.
Routine
A productivity-focused MCP server that integrates with the Routine application to manage tasks, calendars, documents, and contacts via WebSocket RPC.
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.
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.
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.
chatspatial
A specialized MCP server for spatial transcriptomics analysis that translates natural language queries into complex bioinformatics workflows using over 60 integrated methods.
PaperSearch (arXiv)
MCP (Model Context Protocol) Server. Integrates with arXiv to enable keyword searches, paper retrieval, and tracking of recent submissions across scientific categories.
Tavily
MCP (Model Context Protocol) Server. Integrates the Tavily search API to enable web searches and information retrieval for fact-checking and research tasks.
Gmail
A Simple MCP server for Gmail with support for all basic operations with oauth2.0.
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.
Thingiverse
MCP (Model Context Protocol) Server. Provides a bridge to the Thingiverse API for searching, browsing, and retrieving 3D model information from the popular 3D printing community using Puppeteer.
HTML to Markdown
Fetch web pages and convert HTML to clean, formatted Markdown. Handles large pages with automatic file saving to bypass token limits.
spicebridge
MCP server that gives AI assistants direct access to ngspice circuit simulation — design, simulate, and verify circuits through natural language
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.