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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

PokéAPI MCP Server

An MCP (Multi-Agent Conversation Protocol) Server that provides an interface to access Pokémon data through the PokéAPI, enabling agents to retrieve information about Pokémon species, abilities, moves, and more via natural language.

URL Reputation and Validity Checker

Validates URLs and checks their reputation to help identify AI hallucinations and verify web page authenticity.

MCP RAG Server

Provides Retrieval-Augmented Generation capabilities by parsing documents (PDF, Markdown) and storing them in ChromaDB for semantic search and context retrieval.

Multi-Server MCP Project

A multi-server implementation that uses OpenAI's LLM to orchestrate multiple tool servers providing web search, weather lookup, random facts, and PostgreSQL database querying capabilities.

HANDAAS Enterprise Big Data Service MCP

A server that provides enterprise data services including company information, profiles, business details, shareholders, investments, branches, and key personnel through keyword search and specific queries.

A1D MCP Server

A universal AI server that provides image and video processing tools (background removal, upscaling, vectorization, etc.) for any MCP-compatible client with simple setup.

Adyen Checkout Utility Service MCP Server

An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with Adyen's Checkout Utility Service API through natural language, auto-generated using AG2's MCP builder.

SketchUp MCP Server

A Model Context Protocol server that enables Claude AI to interact directly with SketchUp, allowing for automated 3D modeling, woodworking joint creation, and component manipulation through natural language commands.

GitHub MCP Tools

A set of tools allowing AI assistants to interact directly with GitHub, enabling automation of tasks like fetching user profiles, creating repositories, and managing pull requests.

MailScript MCP Server

An MCP server that enables interaction with the MailScript API, allowing management of email workflows and automation through natural language commands.

Custom Vision Training Client

An MCP server for Microsoft's Cognitive Services Custom Vision Training API that enables AI agents to create, train, and manage custom image classification and object detection models through natural language interactions.

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Calculator MCP Server

A backend service that provides accurate arithmetic calculation capabilities to AI models via the Model Context Protocol, allowing LLMs to offload mathematical computations for numerical queries.

MCP Autonomous Analyst

A local, agentic AI pipeline that analyzes tabular data, detects anomalies, and generates interpretive summaries using local LLMs orchestrated via the Model Context Protocol.

MCP Calculator

A protocol implementation that extends AI capabilities through a WebSocket interface, enabling mathematical calculations, email operations, knowledge search, and remote device control.

Cloudflare Playwright MCP

A Model Control Protocol server that enables AI assistants to control a browser through tools for web automation tasks like navigation, typing, clicking, and taking screenshots.

Claude MCP Server Ecosystem

A production-ready MCP server ecosystem providing Claude AI with 150+ specialized tools across enhanced memory, data analytics, security, design, and infrastructure domains with PostgreSQL, Redis, Qdrant, and Docker orchestration.

Confluence MCP Server

A universal, production-ready MCP server that provides AI assistants like Claude with direct access to Confluence Cloud functionality for creating, reading, updating, and managing content through multiple transport protocols.

Perplexity MCP Server

An Apify Actor implementing the Model Context Protocol for Perplexity API, enabling AI assistants to search and access information through a standardized interface.

Cloudflare AutoRAG MCP Server

Provides search capabilities for Cloudflare AutoRAG instances, enabling AI assistants like Claude to directly search and query knowledge bases using three distinct search methods: basic search, rewrite search, and AI search.

Messages MCP Server

A Model Context Protocol server that provides access to messages from an external API endpoint using Bearer token authentication for integration with Claude Desktop.

NetMind MCPServer MCP

A Model Context Protocol server that enables users to query, retrieve details, and manage reviews/ratings for NetMind AI servers through simple endpoints.

Giphy MCP Server

This MCP server enables interaction with the Giphy API through natural language, allowing users to search, retrieve, and manage GIFs through the Multi-Agent Conversation Protocol.

Giphy MCP Server

This is an auto-generated Multi-Agent Conversation Protocol server that enables interaction with the Giphy API, allowing users to access and use Giphy's GIF services through natural language commands.

Aucterra MCP Server

An MCP-compatible server that enables LLM agents to interact with Aucterra's document understanding APIs, providing structured access to document classification and field extraction services.

Giphy API MCP Server

An auto-generated Multi-Agent Conversation Protocol (MCP) Server that enables interaction with Giphy's API through natural language, allowing users to search, retrieve, and work with GIF content programmatically.

FastMCP PostgreSQL Query Service

A database query service that enables users to search and retrieve data from PostgreSQL tables for Cheery Exeedcars FAQs and system menus through multiple connection methods (STDIO, HTTP, SSE).

UseKeen Documentation MCP Server

Enables AI assistants to search for documentation of packages and services, providing implementation details, examples, and specifications through a specialized API.

Starbucks MCP Server

Remote MCP server that can be deployed on Cloudflare Workers without authentication, allowing users to access Starbucks-related tools through Claude and the Cloudflare AI Playground.

Call For Papers MCP

A Smithery MCP server that allows users to search for upcoming academic conferences and events from WikiCFP based on keywords, returning detailed event information including names, descriptions, dates, locations, and submission deadlines.