AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Personal Resume Agent
Enables Claude to intelligently query and analyze your resume using RAG technology. Supports skill matching against job requirements and answering questions about your professional background from locally stored resume files.
@iflow-mcp/neddl_fastify-mcp-server
🚀 High-performance MCP (Model Context Protocol) server built with Fastify, TypeScript, and functional programming. Production-ready with authentication, metrics, and auto-discovery capabilities for AI agents and LLM applications.
Ferryhopper MCP Server
The Ferryhopper MCP Server exposes ferry routes, schedules and booking redirects so an AI assistant can discover connections across Europe and the Mediterranean and send users to Ferryhopper to complete bookings.
Shinkuro
Enables loading and serving markdown files as prompts from local folders or GitHub repositories. Supports automatic repository synchronization and YAML frontmatter for prompt metadata.
Tyra Advanced Memory MCP Server
A sophisticated MCP server providing advanced memory capabilities with RAG, hallucination detection, and enterprise-grade AI infrastructure for intelligent agent ecosystems.
UMLmcp
Enables users to generate PlantUML code for UML Class and Sequence diagrams using Google Gemini AI. Supports both domain JSON input and free text descriptions to create structured UML diagrams.
Android UI Assist MCP Server
Enables AI agents to capture screenshots from Android devices and emulators, and manage connected devices for UI analysis and testing. Supports device listing, screenshot capture, and integrates with Claude Desktop, Gemini CLI, and GitHub Copilot.
Recipe Research MCP Server
Enables recipe search, storage, and meal planning using TheMealDB API. Provides comprehensive recipe discovery, automatic recipe collection management, and custom meal plan creation with detailed cooking instructions and ingredients.
MCP Odoo
A TypeScript middleware that connects to Odoo via XML-RPC and provides HTTP API endpoints for querying leads, customers, and activities. Enables integration with orchestrators and LLM systems to interact with Odoo data through natural language.
System Designer MCP Server
Enables AI agents to create, validate, and export UML system models using structured MSON format. Supports generating PlantUML and Mermaid diagrams with direct export to System Designer macOS application.
@cedral/mcp-server-atlassian-jira
Node.js/TypeScript MCP server for Atlassian Jira. Equips AI systems (LLMs) with tools to list/get projects, search/get issues (using JQL/ID), and view dev info (commits, PRs). Connects AI capabilities directly into Jira project management and issue tracki
Chess MCP Server
Provides an interactive chess game experience through MCP tools with a web-based chessboard interface. Enables users to play chess games, make moves using standard algebraic notation, and manage persistent game state across sessions.
WSAPI WhatsApp MCP Server
Enables AI assistants to interact with WhatsApp through the WSAPI service, supporting comprehensive messaging, contact management, group operations, and account management functionality. Allows sending various media types, managing chats, and controlling WhatsApp sessions through natural language.
PancakeSwap PoolSpy MCP Server
Enables real-time tracking of newly created liquidity pools on PancakeSwap DEX. Provides detailed pool metrics including token pairs, creation timestamps, transaction counts, volume, and total value locked for DeFi analysis and trading decisions.
PubChem MCP Server
Enables comprehensive access to PubChem's chemical database with over 110 million compounds. Supports chemical searches, structure analysis, bioactivity data, safety information, and molecular property calculations through 30 specialized tools.
Alby Bitcoin Payments MCP Server
Enables Bitcoin Lightning wallet integration with LLMs through Nostr Wallet Connect (NWC). Supports lightning payments, LNURL operations, and L402 authentication for AI-powered bitcoin transactions.
MCP2ANP Bridge Server
Enables MCP clients like Claude Desktop to interact with ANP (Agent Network Protocol) agents through three core tools: authentication setup, document fetching, and OpenRPC method invocation. Converts ANP's crawler-style interaction paradigm into MCP-compatible tools for seamless agent communication.
163 Email MCP Server
Enables interaction with 163 email accounts through IMAP/SMTP protocols. Supports reading unread emails, sending text/HTML emails with attachments, and saving email attachments through natural language commands.
jieba-mcp
Enables Chinese text segmentation using the jieba library with support for precise, full, and search engine modes. Provides natural language access to professional Chinese word segmentation capabilities through MCP protocol.
Jokes MCP Server
Enables users to fetch jokes from various categories including Chuck Norris jokes and Dad jokes through a standardized MCP interface. Provides integration with Microsoft Copilot Studio and GitHub Copilot for AI-powered humor delivery.
MCP GraphQL Query Generator
Automatically discovers GraphQL APIs through introspection and generates table-formatted queries with pagination, filters, and sorting. Supports multiple authentication types and provides both CLI and REST API interfaces for seamless integration.
Snowflake MCP Agent System
Enables intelligent data analysis and querying of Snowflake databases through specialized AI agents. Features 20+ tools for data operations, lineage tracing, usage analysis, and performance optimization with multi-agent architecture.
Durable MCP Tripleshot
Enables users to search, browse, and retrieve AI prompts from the Tripleshot public API. Provides access to community prompts, trending content, and template rendering capabilities through a durable MCP server interface.
Driflyte
The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages. With this MCP server, Driflyte acts as a bridge between diverse, topic-aware content sources (web, GitHub, and more) and AI-powered reasoning,
Blender MCP Router
Enables LLM routing through multiple providers (OpenAI, Anthropic, xAI) via LiteLLM and provides a bridge to Blender for 3D scene management, asset integration from PolyHaven/Sketchfab, and automation workflows. Combines unified text generation with comprehensive Blender integration through a persistent TCP connection.
Notion MCP Server
Enables AI agents to interact with Notion workspaces through the Notion API, allowing them to search, read, create, and comment on pages and databases with optimized token consumption.
Europarcel MCP Server
Enables shipping and logistics operations through the Europarcel API, including order management, address lookup, pricing calculation, and package tracking. Supports both stdio integration with Claude Desktop and HTTP mode for web applications.
SSH Remote MCP Server
Enables SSH remote access to servers through Claude, allowing users to execute commands, transfer files via SFTP, and manage multiple remote connections using natural language.
JumpCloud MCP Server
Enables natural language interaction with JumpCloud environments to query users, systems, groups, and SSO applications. Features a local LLM-free agent for keyword-based tool matching and REST API access to JumpCloud data.
Memory MCP Server
Exposes local persistent memory as an MCP server with Markdown storage, PARA organization, Zettelkasten linking, and SQLite FTS5 search. Enables Claude and other MCP-compatible agents to store, organize, and retrieve knowledge with context-based recommendations through the Olima association engine.