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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

LLM Tool-Calling Assistant

Connects local LLMs to external tools (calculator, knowledge base) via MCP protocol, enabling automatic tool detection and execution to enhance query responses.

Weather & WordPress MCP Server

An integration tool that allows users to fetch weather alerts/forecasts from the National Weather Service API and retrieve latest posts from hafiz.blog through natural language interactions with Claude.

Remote MCP Server Authless

A serverless solution for deploying Model Context Protocol (MCP) servers on Cloudflare Workers without authentication requirements, enabling developers to create and access custom AI tools through the MCP standard.

Remote MCP Server on Cloudflare

A Model Context Protocol server deployment on Cloudflare Workers that enables tool usage in Claude and other AI models with OAuth authentication support.

FluidSynth MCP Server

A MIDI composition system that enables AI assistants to create music through FluidSynth, with capabilities for playing notes, creating melodies, managing tracks, and exporting audio.

Aviation Model Context Protocol

Integration platform for aviation data sources including weather, NOTAMs, airport information, and flight planning APIs, enabling comprehensive pre-flight preparation and in-flight decision support.

ID Generator MCP

Provides AI assistants with capabilities to generate collision-resistant unique identifiers using UUID v4 and CUID2 algorithms.

Apple MCP Tools

A collection of tools that enable AI assistants to interact with Apple applications and services including Contacts, Notes, Messages, Mail, Reminders, Calendar, Maps, and Web Search through the Model Context Protocol.

Git Stuff Server

MCP server providing Git-related functionalities, primarily a tool to generate diffs for Git merge commits against their first parent.

MCP Server Sample

An educational implementation of a Model Context Protocol server that demonstrates how to build a functional MCP server integrating with various LLM clients.

Model Context Protocol (MCP) Server

A unified API server that enables interaction with multiple AI model providers like Anthropic and OpenAI through a consistent interface, supporting chat completions, tool calling, and context handling.

Wiki MCP Server

An MCP Server implementation that enables managing Confluence wiki pages through natural language queries, supporting operations like creating, updating, deleting, and searching pages across different knowledge bases.

Remote MCP Server Authless

A deployable authentication-free MCP (Model Context Protocol) server on Cloudflare Workers that allows you to add custom tools and connect to AI clients like Claude Desktop or Cloudflare AI Playground.

AI Vision MCP Server

Provides AI-powered visual analysis capabilities for Claude and other MCP-compatible AI assistants, allowing them to capture and analyze screenshots, perform file operations, and generate UI/UX reports.

Google Docs MCP Server

A Model Context Protocol server that provides an interface for AI models to interact with Google Docs, enabling reading, creating, updating, and searching Google Documents.

Context7 MCP

Fetches up-to-date, version-specific documentation and code examples from the source and adds them to your LLM prompts, helping eliminate outdated code generations and hallucinated APIs.

NewsDigest MCP

A TypeScript-based Model Context Protocol server that fetches, searches, and formats news articles from NewsAPI.org into reader-friendly Markdown digests using LLMs (Gemini and Claude).

MCP-SERVER-TEMPLATE

A TypeScript-based starter template for building Model Context Protocol servers that enables AI assistants to dynamically call tools, interpret prompts, and manage resources through modular architecture with support for multiple transport methods.

PayFast MCP Server

Enables AI assistants to interact with the PayFast payment gateway to manage transactions, subscriptions, and refunds. It provides a suite of 13 tools with built-in human-in-the-loop safety confirmations for high-risk financial operations.

Jira Weekly Reporter MCP Server

Connects to Jira instances to generate weekly reports based on issue activity, supporting custom JQL queries and optional LLM summarization.

Crawl4AI MCP Server

High-performance server enabling AI assistants to access web scraping, crawling, and deep research capabilities through Model Context Protocol.

Compresto MCP

A Model Context Protocol server that provides AI assistants with real-time data about Compresto's file compression app usage statistics, including total users, processed files, and total size reduced.

Dune Query MCP

A bridge that connects Dune Analytics blockchain data to AI applications through Model Control Protocol, allowing LLMs to access on-chain data via natural language interactions.

Remote MCP Server (Authless)

A deployable MCP server on Cloudflare Workers that enables using custom tools with AI models without requiring authentication.

Jimeng MCP Server

A TypeScript-based Model Context Protocol server that integrates with Volcengine's Jimeng AI image generation service, allowing users to generate AI images through simple tool calls.

Amazon Rainforest Travel Guide

An AI-powered travel assistant connected to Claude via MCP that helps users plan Amazon Rainforest trips by providing directions, hotel recommendations, adventure spots, cultural sites, and travel precautions.

Weather MCP Tool

An India-focused MCP server that provides real-time weather conditions, forecasts, air quality data, and location search capabilities using the OpenWeatherMap API.

MCP Development Scaffold

A TypeScript scaffold for building Model Context Protocol (MCP) tools that let AI models call external services like sending emails or notifications.

PowerShell MCP Server

A Model Context Protocol server that enables AI assistants to execute PowerShell commands, retrieve system information, manage modules, and run scripts on Windows systems.

BlazeSQL MCP Server

A Model Context Protocol server that enables AI clients to interact with BlazeSQL's Natural Language Query API, allowing natural language queries against SQL databases.