AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
JustRunMy
MCP (Model Context Protocol) Server. Lets your AI coding assistant deploy and manage apps directly
qa-agent-mcp
A specialized MCP server that enables AI agents to perform automated web testing, mobile viewport simulation, and console log extraction using a real Chrome browser.
Remote MCP Server Authless
A tool that deploys a remote Model Context Protocol (MCP) server on Cloudflare Workers without authentication requirements, allowing developers to add custom tools that can be accessed from Claude Desktop or the Cloudflare AI Playground.
AuthZed Documentation
MCP (Model Context Protocol) Server. Brings comprehensive documentation and learning resources about SpiceDB and AuthZed products directly into your AI tools.
mxHERO Mail2Cloud Advanced (Go)
MCP (Model Context Protocol) Server. Integrates with mxHERO's Mail2Cloud Advanced service to search across massive multi-account email repositories using vector database technology, providing secure links to original emails and filtering capabilities that exceed LLM context limitations.
Toon Fetch MCP Server
A specialized web fetching server that converts URLs into clean Markdown and uses a local LaMini-Flan-T5 model to summarize or extract data in the agent-native TOON format.
Google Business Profile Review MCP Server
A specialized MCP server for managing Google Business Profile reviews, featuring automated sentiment analysis, AI-generated responses, and direct posting capabilities through secure OAuth integration.
MCP LINE Server
An MCP server that enables AI assistants to interact with the LINE Messaging API to send text messages, stickers, Flex Messages, and check API quotas.
Rierino
MCP (Model Context Protocol) Server. Enables organizations to expose existing APIs, event processing, or CDC flows as MCP tools while maintaining security policies and user roles through configurable middleware or custom server implementations.
SpecProof
SpecProof: Search standards specs with MCP-ready precision.
Serena
Serena is a high-performance coding agent toolkit providing semantic code retrieval and editing tools, enabling LLMs to perform symbol-level operations via LSP or JetBrains integration.
Rebrandly
MCP (Model Context Protocol) Server. Integrates with Rebrandly's URL shortening service to create branded short links with custom slashtags, titles, and workspace organization for marketing campaigns and content distribution tracking.
Moku MCP Server
Enables LLM control of Moku devices through network discovery, connection management, configuration deployment, and signal routing. Supports graceful ownership handoff between different interfaces (CLI, iPad, LLM) for seamless workflow integration.
Search MCP Server
A lightweight and fast MCP server that enables AI agents to efficiently discover and execute tools through progressive disclosure, minimizing context consumption while supporting safe code execution in external environments.
Dust
MCP (Model Context Protocol) Server. Provides a bridge between Claude and the Dust.tt AI agent platform, integrating a SystemsThinking agent specialized in cognitive neuroscience and problem-solving strategies for advanced interaction and reasoning capabilities.
Music21 Composer MCP
An algorithmic music composition server built on music21 that provides tools for melody generation, musical transformations, counterpoint, and MIDI export. It enables generative music workflows by allowing AI agents to manipulate musical structures like ABC notation, MusicXML, and MIDI.
Duffel MCP Server
Enables LLMs to search and book flights across 300+ airlines, manage travel orders, and search airports through the Duffel API with support for real-time pricing, multi-city trips, and flexible cabin classes.
Knowledge Server
Provides LLM-agnostic access to API documentation through MCP and REST endpoints, enabling AI assistants to retrieve, search, and proxy requests to whitelisted APIs across multiple platforms.
MBTI MCP Server
A personality assessment MCP server that facilitates MBTI testing through simplified dimension-based or deep cognitive function-based evaluations with stateless session management.
Fledge IoT
A robust bridge between the Fledge IoT platform and AI interfaces, enabling sensor data retrieval, service management, and automated UI component generation for industrial data visualization.
Tavily MCP Server
Provides AI assistants with real-time web search capabilities and intelligent data extraction from web pages through Tavily's advanced search API.
llmmcp
MCP server for real-time LLM API documentation — stop hallucinations
Serper Search
MCP (Model Context Protocol) Server. Integrates with the Serper API to provide web search capabilities including web, news, images, shopping, and YouTube searches for real-time information retrieval and content research.
Exa AI Security Scanner
MCP (Model Context Protocol) Server. Integrates with Exa AI to scan projects for security vulnerabilities through a containerized JSON-RPC service that reads requests from stdin and writes responses to stdout.
An MCP server that enables AI models to interact with Twitter, supporting tweet searching, timeline viewing, and sentiment analysis using the Twikit library.
Remote MCP Server Authless
A tool for deploying authentication-free Model Context Protocol servers on Cloudflare Workers that can be connected to AI clients like Claude Desktop or Cloudflare AI Playground.
MySQL MCP Server
A Model Context Protocol server that enables agents to execute SQL queries against a MySQL database, supporting operations like SELECT, CREATE TABLE, INSERT, UPDATE, and DELETE with results returned in JSON format.
JFK Assassination Documents
Provides access to declassified JFK assassination documents (2017-2025) via the Archives API, enabling high-precision searching of government files.
Remote MCP Server Authless
A deployable remote MCP server on Cloudflare Workers that enables the use of custom tools without requiring authentication, allowing integration with AI platforms like Claude Desktop and Cloudflare AI Playground.
Kube MCP
A Kubernetes cluster management MCP server that enables AI assistants to monitor and manage resources like pods, deployments, and services with built-in audit logging and safety confirmations.