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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Proxmox MCP Server

Enables read-only interaction with Proxmox homelab VMs and containers, allowing LLM agents to list VMs, monitor status and performance metrics, view snapshots, and check cluster health through natural language queries.

PostgreSQL MCP Server

Enables AI assistants to safely interact with PostgreSQL databases through read-only operations, providing schema discovery, table inspection, and query execution capabilities with structured context awareness.

FreshRSS MCP Server

Enables interaction with FreshRSS RSS feed readers through the Google Reader compatible API. Supports feed management, article reading/searching, and marking articles as read or starred.

MCP Workflow Tracker

Provides observability for multi-agent workflows by tracking hierarchical task structure, architectural decisions, reasoning, encountered problems, code modifications with Git diffs, and temporal metrics.

Fake Store API MCP Server

Provides seamless access to the Fake Store API for AI assistants with 18 CRUD tools for managing e-commerce data including products, carts, and users. Perfect for e-commerce demos, testing, and learning MCP development with zero configuration required.

mcp-automotivo

An educational MCP project that integrates Google Gemini with a MariaDB database to perform natural language analysis on automotive data.

Portable MCP Toolkit

Provides AI-powered code intelligence for any codebase using local LLMs and vector search, enabling semantic code search, pattern analysis, and context-optimized code generation with 90% token savings.

Spotify MCP Server

Enables control of Spotify playback, search, and playlist management through MCP tools and Apple Shortcuts/Siri integration via HTTP bridge.

Redshift MCP Server

Enables LLMs and AI agents to securely query and interact with Amazon Redshift databases with configurable access modes (readonly, readwrite, admin) for safe data exploration and management.

HR MCP Server

A Model Context Protocol server that enables Claude Desktop to access structured employee data and perform HR operations including employee lookups, searches, and global leave requests.

Nikola TEST MCP Server

Provides AI agents and LLMs access to the Nikola TEST MCP API through standardized MCP tools for seamless integration and interaction.

Vue Prime MCP Server

Provides access to PrimeVue documentation through MCP, enabling retrieval of component documentation, full docs, and structured documentation pages for AI-assisted Vue.js development.

MySQL-Performance-Tuner-Mcp

MySQL MCP Performance Tuning Server - AI-powered MySQL performance tuning capabilities

tuneit-mcp

A specialized MCP server for job seekers that uses AI to format job descriptions and tailor resumes to specific roles while providing file-saving capabilities for output management.

4 tools

Logo MCP

Intelligently extracts and analyzes website logos from multiple sources (favicon, Apple Touch icons, OpenGraph, CSS) with automatic quality scoring and format support. Provides detailed logo information and returns the best logo URL for any given website.

Daily Work MCP Server

Enables recording, querying, and summarizing daily work entries with tags using a local SQLite database. Supports work logging, search, timeline queries, tag management, and automated reminders for tracking daily tasks.

MCP FishBase Server

Provides access to FishBase marine biology data including species information, ecological data, distribution records, and morphological details. Enables species name validation and conversion between common and scientific names through natural language queries.

texas-solver-mcp-server

A specialized poker strategy analysis server that interfaces with the TexasSolver console binary to compute GTO solutions using structured game parameters.

5 tools

MCP Server for Danmarks Statistik

Enables natural language access to Denmark's Statistics API (Danmarks Statistik), allowing users to query and analyze Danish statistical data without coding knowledge through AI-powered interactions.

outline-smart-mcp

A sophisticated Outline Wiki integration that adds AI-powered 'Smart Features' like RAG-based Q&A, semantic search, and automatic summarization alongside standard CRUD operations.

37 tools

mcp-gitlab

A comprehensive MCP server providing deep integration with GitLab's API, including tools for managing issues, merge requests, CI/CD pipelines, and atomic batch repository operations.

58 tools

Travel Planner MCP Server

Enables AI-assisted travel planning with real-time weather forecasts, place discovery, customized itinerary generation based on interests and budget, and travel distance calculations between cities.

Knowledge Graph MCP Server

Enables fast code analysis and navigation through hybrid semantic search, graph-based relationship tracking, and structure exploration across multiple programming languages with optimized indexing for large codebases.

CallHub

CallHub MCP is a Python-based tool that allows you to interact with the CallHub API through Claude. This tool provides a comprehensive set of functions for managing contacts, phonebooks, agents, teams, campaigns, and other CallHub resources.

Memory Engineering MCP

Provides persistent memory and semantic code understanding for AI assistants using MongoDB Atlas Vector Search. Enables intelligent code search, memory management, and pattern detection across codebases with complete semantic context preservation.

Memory Context Provider Server

A server that manages conversation context for LLM interactions, storing recent prompts and providing relevant context for each user via REST API endpoints.

AXYS MCP Lite

Enables AI assistants to search through structured databases and unstructured content (documents, videos, files) using natural language queries with semantic understanding.

Weather MCP Server

Connects Claude Desktop to the Open-Meteo API to retrieve real-time weather data for cities worldwide without requiring an API key.

arXiv MCP Server

Enables searching and retrieving arXiv papers by topic, fetching abstracts by paper ID, and saving markdown content to files. Includes examples of integrating MCP tools with Google Gemini for AI-powered paper research.

Slate MCP Server

Connects Technolutions Slate with Claude to query and analyze student enrollment demographics, diversity metrics, and enrollment funnel data through natural language.

AI & ML MCP Servers — Page 351 | MCP Hub