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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

IntelliDiff MCP Server

Enables intelligent file and folder comparison with advanced text normalization, duplicate detection, and line-level diff analysis. Provides secure workspace-constrained file operations with CRC32-based exact matching and smart text comparison capabilities.

OpenSubtitles MCP Server

Enables searching and downloading subtitles from OpenSubtitles.com through their API. Supports comprehensive search by movie title, IMDB/TMDB ID, file hash, and TV show episodes with multiple subtitle formats (SRT, ASS, VTT).

Weather MCP Server

Provides current weather information and forecasts for major cities through MCP tools and resources. Supports getting weather data, multi-day forecasts, and listing available cities with mock data for demonstration purposes.

Email MCP Server

Enables interaction with email servers through IMAP protocol for managing emails, folders, and messages. Supports operations like listing folders, retrieving messages, searching, moving, deleting, and managing flags with type-safe validation.

Next.js MCP Server

A Model Context Protocol server built with Next.js that provides AI assistants with access to custom tools and resources. Includes example tools for echoing messages and performing mathematical operations, with support for both SSE and HTTP transports.

RAP2 MCP Server

Enables AI assistants to access and search RAP2 API documentation, allowing users to query interface details, search APIs by keywords, and retrieve repository interfaces through natural language.

AI Customer Service MCP Server

A customer service MCP server that enables order lookup by phone number and store location queries by coordinates. Supports Excel data import and provides comprehensive customer service tools for order management and store information retrieval.

Minecraft MCP Bot

Enables AI assistants to control a Minecraft bot through natural language commands using the Mineflayer library. Provides intelligent pathfinding, chat communication, entity detection, and generic access to Minecraft bot capabilities.

Google Workspace MCP Server

Enables AI assistants to manage Google Calendar events and Gmail emails through natural language. Supports creating/listing calendar events with smart color coding, sending/reading emails, and advanced search capabilities across both services.

Template MCP Server

A production-ready foundation template for building Model Context Protocol (MCP) servers with FastAPI, featuring modular tools, comprehensive testing, and OpenShift deployment configurations. Includes automated transformation scripts to create custom domain-specific MCP servers.

Dice Roller MCP Server

Provides comprehensive dice rolling, coin flipping, and tabletop RPG mechanics for AI assistants like Claude. It enables real-time tabletop gaming through features such as standard NdM notation, advantage/disadvantage rolls, and D\&D character stat generation.

YouTube Transcript MCP Server

Enables Claude AI to extract transcripts from YouTube videos with zero setup required. Works on all platforms including mobile, supports multiple languages, and handles all YouTube URL formats through a cloud-hosted service.

Remote Cloudflare MCP Server Template

A template for deploying unauthenticated Model Context Protocol servers to Cloudflare Workers using the Server-Sent Events (SSE) protocol. It enables users to host custom tools that can be connected to Claude Desktop or the Cloudflare AI Playground.

word2img-mcp

Enables converting Markdown text into high-quality 3:4 ratio JPG images using multiple rendering backends. Supports intelligent fallback between imgkit/wkhtmltopdf, markdown-pdf, and PIL rendering engines with customizable styling options.

MCP Todo List Manager

Enables natural language todo list management through Claude Desktop with YAML-based persistence. Supports creating, completing, deleting, and listing todo items with automatic timestamp tracking and secure file permissions.

Kerry MCP Tools Collection

A comprehensive MCP server collection designed for Cursor that provides system information queries, personal profile management, web search capabilities, and weather forecasting. Enables users to access hardware details, manage resume data, search the web, and get weather updates through natural language interactions.

NIX MCP Server

Enables AI-powered blockchain data queries and analysis through the Native Indexer (NIX) system. Supports querying blocks, transactions, account information, and network status across various blockchain networks.

Elrond MCP

Enables enhanced decision-making through hierarchical LLM analysis, using three specialized critique agents (positive, neutral, negative) that analyze proposals in parallel and synthesize them into comprehensive, actionable insights. Helps overcome single-model biases by providing multi-perspective evaluation of complex ideas and proposals.

IDE Chat Summarizer

Transforms chat conversations with AI into structured markdown summaries and automatically saves them to organized files in your notes directory. Supports different summary styles, handles large conversations through chunking, and provides tools to manage your saved summaries.

MCP Calculator Server

A minimal Model Context Protocol server that provides basic arithmetic tools and a comprehensive meeting analysis prompt template for processing transcripts. It serves as a clean example for developers to learn how to build, test, and integrate MCP servers with Claude Desktop.

MCP Knowledge Service

Enables semantic search and management of development knowledge including global rules, project documentation, and references through vector-based search using libSQL. Features Tailscale-secured access control and tools for searching, browsing, and organizing development resources across multiple channels.

ProudNet Document MCP

Provides AI tools with access to ProudNet documentation through search, page retrieval, and section listing capabilities. Enables users to query ProudNet networking library documentation using natural language.

NCDS Figma MCP Server

Enables AI coding tools like Cursor to access Figma design data through the Model Context Protocol, allowing accurate implementation of designs across frameworks. Based on NCDS (NHN Commerce Design System) with enhanced source generation capabilities.

News MCP Server

Aggregates news from 7 APIs and unlimited RSS feeds with AI-powered bias removal and synthesis. Provides over 7,300 free daily requests with conversation-aware caching and 25 comprehensive news analysis tools.

OrgX MCP - Agent Orchestration

Agent orchestration + org memory via MCP. Manage initiatives and decisions from any client.

FastMail MCP Server

Enables AI-powered email management through FastMail's JMAP API with features like smart email analysis, automated organization, inbox zero automation, and intelligent reply generation. Supports advanced email operations, contact management, calendar integration, and hierarchical email organization systems.

Workout Maker MCP Server

This MCP server enables the generation of structured fitness content, including detailed exercise instructions with image prompts, balanced daily workout sessions, and personalized multi-day training plans. It facilitates the creation of comprehensive workout programs tailored to specific goals, age ranges, and movement patterns.

MCP + CrewAI Agentic Integration

A FastMCP server providing real-time weather, news retrieval, and local note management tools for autonomous CrewAI agents. It enables context-aware multi-agent workflows with observability and high-speed inference integration.

AppCan Helper MCP Server

Enables users to search and access AppCan mobile development platform documentation with intelligent fuzzy search, caching, and content retrieval. Provides comprehensive access to AppCan's API documentation, development guides, and tutorials through natural language queries.

GMail Manager MCP

Connects Claude Desktop to your Gmail so you can start managing your inbox using natural language. Bulk delete promos & newsletters, organize labels and get useful insights.