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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

WaniKani MCP Server

A bridge that provides AI assistants with access to WaniKani user data and functionality, enabling them to retrieve learning progress, identify difficult items, and offer personalized Japanese language learning assistance.

MCPServer

A setup guide for running a Model Completion Protocol (MCP) server in Windows Subsystem for Linux, enabling Claude AI integration with local Python code.

MCP Calculator

A protocol interface that extends AI capabilities by enabling models to interact with external systems for calculations, email operations, knowledge search, and more.

Promokit Prestashop MCP Server

A Model Context Protocol server designed to integrate with Claude Desktop, allowing users to interact with Prestashop e-commerce platforms through natural language interfaces.

MCP Atlassian

A Model Context Protocol server that enables interaction with Atlassian products (Confluence and Jira), supporting both Cloud and Server/Data Center deployments for searching, creating, and managing content through natural language.

SpaceTraders MCP Server

An MCP server that enables AI agents to interact with the SpaceTraders API, managing agents, fleets, contracts, and trading operations in the SpaceTraders universe.

drunk-mcp-proxy

A dynamic proxy server that enables users to manage and access multiple MCP backend servers through a single, unified interface. It supports both static and runtime server configuration with persistent storage and works with HTTP and SSE transports.

Simple Subprocess MCP Server

A Model Context Protocol server that enables LLM applications to safely execute shell commands with error handling and timeout settings.

MCP Server with SSE and Bearer Authentication

A TypeScript implementation of a Model Context Protocol server that enables real-time communication with LLM clients using Server-Sent Events (SSE) for transport and Bearer Token authentication for security.

Giphy MCP Server

An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with the Giphy API, allowing users to search, retrieve, and manipulate GIF content through natural language commands.

IP Geolocation MCP Server

An MCP (Multi-Agent Conversation Protocol) server that enables natural language interaction with the AbstractAPI geolocation service, allowing users to retrieve geographic information about IP addresses.

Voice to Text MCP Server

A powerful speech-to-text MCP server that supports multiple audio formats and recognition engines including remote APIs (Bailian, OpenAI Whisper, iFLYTEK), Google Speech Recognition, and CMU Sphinx.

OpenWebUI MCP Server

A bridge between LLMs and OpenWebUI workspaces that enables managing projects, notes, and knowledge bases. It supports safe project configuration updates through a propose-evaluate-apply workflow and direct file uploads to knowledge bases.

WHOIS MCP Server

This server enables users to perform bulk WHOIS lookups via the apispot.io WHOIS API through a Multi-Agent Conversation Protocol interface.

@birthday8/excel-mcp

Excel Creator MCP Server - Generate Excel files from YAML with rich formatting, charts, and validation support

markupr

AI-ready developer feedback capture tool with voice narration and intelligent screenshots

@mcptoolshop/voice-soundboard-mcp

MCP server for text-to-speech — 12 voices, 5 presets, emotion spans, SSML-lite, multi-speaker dialogue, SFX tags, and built-in guardrails.

Remote MCP Server Authless

A serverless MCP implementation on Cloudflare Workers that allows connecting AI models to custom tools without requiring authentication.

A2A MCP Server

An MCP server that enables Claude to interact with A2A-compatible agents by providing tools to fetch agent cards, retrieve stored cards, and send messages to specific agents.

Google Maps Reviews Scraper MCP Server

This server enables users to programmatically scrape and access Google Maps reviews through a Multi-Agent Conversation Protocol interface to the Apify API.

Custom Search MCP Server

An MCP server that enables interaction with Google Custom Search API through natural language, allowing users to perform searches programmatically via the Multi-Agent Conversation Protocol.

Demo MCP Server

A simple MCP server that provides a calculator tool, dynamic greeting resources, and code review prompts, demonstrating how to build standardized interfaces for LLM applications.

Monad MCP Tutorial

An MCP server that allows Claude Desktop to query Monad testnet for MON token balances of accounts.

NASA APOD MCP Server

Multi-Agent Conversation Protocol server for accessing NASA's Astronomy Picture of the Day (APOD) API, allowing users to retrieve space imagery and related information through natural language interactions.

Commit Helper MCP

A Model Context Protocol server that provides Commitizen functionality, enabling AI assistants to generate, validate, and work with conventional commit messages.

Short Video MCP Server

A FastMCP-based service that extracts no-watermark links from 20+ video platforms (including TikTok, Kuaishou, etc.) and can convert video speech to text.

At-Work API MCP Server

An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with the At-Work API (api.at-work.biz), allowing agents to communicate with this service through various transport modes like stdio, SSE, and HTTP.

PostgreSQL API SSH MCP Server

A universal MCP server that enables AI agents to securely manage PostgreSQL databases, make API requests, and execute SSH commands with features for database analysis, schema editing, and data operations.

MCP Atlassian

Model Context Protocol server that integrates with Atlassian Confluence and Jira, enabling AI assistants to search, create, and update content in these platforms through natural language interactions.

Wellness Planner

Integrates simulated health data and task management to provide energy-aware scheduling based on calculated readiness scores. It allows users to query health summaries, manage tasks, and generate optimized daily schedules through a local SQLite database.

AI & ML MCP Servers — Page 334 | MCP Hub