AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
DailyMed MCP Server
A specialized MCP server providing a comprehensive interface to the official FDA DailyMed database for drug labeling, NDC codes, RxNorm mappings, and pharmacologic classifications. It supports advanced searching and mapping across drugs, biologics, and medical devices.
Kolosal Vision MCP
Provides AI-powered image analysis and OCR capabilities through the Kolosal Vision API, supporting local files, URLs, and base64 image data.
UK ONS MCP Server
A specialized MCP server providing seamless access to the UK Office for National Statistics (ONS) Beta API for demographics, economics, and social data without requiring an API key.
Remote MCP Server on Cloudflare
A template for deploying MCP servers on Cloudflare Workers featuring OAuth authentication and SSE transport support. It enables secure, remote access to tools via Claude Desktop or other MCP clients over the internet.
Agent Progress Tracker MCP Server
A persistent memory and progress tracking server for AI agents that uses SQLite and LLM summarization to manage context across multi-step workflows. It allows agents to log work, search history, and retrieve project-specific context to maintain continuity.
Email Sender MCP Server
A robust email sending MCP server that supports SMTP configurations for major providers, including features for multiple recipients, attachments, CC/BCC, and HTML formatting.
MCP Domain Checker Price
An MCP server that provides domain registration, renewal, and transfer pricing from Joker.com, featuring a two-tier pricing system with static data and real-time API integration.
BWA MCP Server
A specialized bioinformatics tool for DNA/RNA sequence alignment, providing full access to BWA (Burrows-Wheeler Aligner) algorithms for mapping reads to reference genomes.
discord-node-mcp
MCP server for controlling Discord servers via bot token
MCP MySQL Server
A robust MySQL interface for Claude Desktop that provides secure database interactions including schema discovery and multi-database support with granular write permissions.
Brreg MCP Server
A comprehensive MCP server providing programmatic access to the Norwegian Business Registry (Brønnøysundregistrene). It enables detailed searches for companies and subunits, retrieval of organizational roles, municipality data, and hierarchical NACE industry code classifications.
Testomat.io MCP Server
A test management MCP server that connects AI assistants to Testomat.io, enabling natural language search and retrieval of tests, suites, runs, and plans with advanced TQL filtering.
Email SMTP/IMAP MCP Server
A robust MCP server for email management that provides full SMTP and IMAP capabilities, including searching, sending with attachments, and threaded replies.
FoundryVTT MCP Server
Integrates AI assistants directly into FoundryVTT tabletop gaming sessions, enabling natural language control over dice rolls, combat management, and dynamic content generation. It provides real-time access to game worlds, actor data, and rulesets to assist Game Masters with tactical suggestions and world-building.
AGR MCP Server
Enables querying of genomics data from the Alliance of Genome Resources, providing access to gene functions, disease associations, and expression data across major model organisms including humans, mice, and zebrafish.
AskTable MCP Server
AskTable MCP Server enables natural language data analytics by connecting MCP clients to AskTable's platform, supporting both SaaS and self-hosted environments via Stdio and SSE protocols.
RooCode-RAG-Lookup
A Retrieval-Augmented Generation (RAG) server that enables semantic search across PDF documents and code repositories using ChromaDB and sentence transformers. It provides automatic document indexing, text chunking, and relevance-scored lookups for AI models.
orionbelt-semantic-layer
API-first semantic layer MCP server compiling YAML models into dialect-specific SQL
Claude Context MCP
A semantic code search server that enables AI assistants to index and search codebases using hybrid BM25 and vector embeddings via providers like OpenAI, VoyageAI, and Gemini.
TMDB MCP Server
A comprehensive MCP server providing tools to interact with The Movie Database (TMDB) API, allowing users to search for movies and people, retrieve detailed metadata, and browse current or upcoming film lists.
Happy Server MCP
A robust MCP server for managing Happy AI sessions across multiple machines, enabling programmatic control over coding agents, session monitoring, and message history retrieval.
imagen-mcp
A multi-provider image generation MCP server that intelligently routes requests between OpenAI and Google Gemini based on prompt requirements, supporting features like 4K resolution and reference images.
Remote MCP Server on Cloudflare
A template for deploying MCP servers on Cloudflare Workers with OAuth authentication and SSE transport. It includes example mathematical tools and demonstrates how to connect remote services to Claude Desktop.
Sushi MCP Server
A specialized MCP server that bridges AI assistants with the Sushi audio engine via gRPC, allowing for real-time natural language control of audio processing, MIDI routing, and track management.
Ketchup Draw MCP Server
A specialized MCP server that generates high-quality images via Ketchup AI, featuring automatic prompt optimization and cloud hosting for generated images through URUSAI!.
Email MCP Server
A Gmail integration for Claude Desktop that allows users to fetch unread emails, generate AI-powered replies with style guide adherence, and manage their inbox through natural language commands.
Amazon Bedrock Knowledge Base MCP Server
A comprehensive MCP server for managing Amazon Bedrock Knowledge Bases, from document management in S3 and data ingestion to executing RAG queries with custom chunking and embedding configurations.
Domainr MCP Server
A Model Context Protocol server that integrates with the Domainr API to provide domain search suggestions, real-time availability checking, and registration URL generation for AI-assisted workflows.
Email Social Media Checker
A specialized MCP server that interfaces with the Email Social Media Checker API to verify email addresses and retrieve associated social media information.
gemini-researcher
Stateless MCP server that proxies research queries to Gemini CLI, reducing agent context/model usage