AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Word Document Tools
A Node.js based MCP server for programmatic Word document automation, allowing AI agents to create, format, and manage .docx files through natural language commands.
mcp-reporter
mcp-reporter is a streamlined utility that generates comprehensive capability reports for Model Context Protocol servers, empowering developers to easily understand available functionality across their MCP servers ecosystem for both documentation and integration into other tools.
mcp-claude-hackernews
A specialized MCP server that integrates Hacker News functionality into Claude Desktop, allowing users to browse stories, view rankings, and read comments with optimized formatting.
Diagram Bridge MCP Server
A comprehensive MCP server that bridges LLMs and diagram creation through intelligent format selection, syntax instruction generation, and professional rendering for 9+ formats.
MCP FreeScout
A comprehensive MCP server for managing FreeScout helpdesk tickets featuring AI-powered analysis, automated draft generation with Markdown support, and advanced search filtering.
mirror-mcp
A specialized MCP server that enables LLMs to perform self-reflection and introspection by recursively questioning their own reasoning through MCP sampling.
mcp-space
MCP Space is a no-code platform for building and deploying AI tools using the Model Context Protocol (MCP). Create powerful AI agents through an intuitive chat interface without writing code, then deploy with one click to Cloudflare Workers. Combines a Next.js frontend with Google ADK backend for a seamless AI development experience.
Apple Mail
A comprehensive MCP server providing deep integration with Apple Mail via AppleScript, enabling AI assistants to search, organize, compose, and analyze emails through natural language.
french-tax-mcp
MCP server for French tax calculations and information - enables AI assistants to provide accurate French tax guidance
skill-to-mcp
Convert AI Skills (Claude Skills format) to MCP server resources - Part of BioContextAI
bigquery-mcp
A Google BigQuery MCP server that enables AI agents to perform schema exploration and execute SQL queries on BigQuery datasets using natural language.
qdrant-mcp-server
MCP server for semantic search using local Qdrant vector database and OpenAI embeddings
Patent Big Data MCP Server
A comprehensive patent data service for searching enterprise information, detailed patent records, and generating statistical analytics such as application trends and legal status distributions.
Figma
MCP (Model Context Protocol) Server. Integrates with the Figma API to enable interaction with design files and projects, facilitating automated design tasks and AI-assisted workflows within the Figma ecosystem.
IMAP MCP
📧 An IMAP Model Context Protocol (MCP) server to expose IMAP operations as tools for AI assistants.
Code Analyzer
MCP (Model Context Protocol) Server. Integrates with open source projects to analyze codebases, detect patterns, and generate intelligent merge strategies for streamlined integration and refactoring.
Goose Extensions
MCP (Model Context Protocol) Server. Extends Goose AI assistant with five specialized servers for Plex Media Server interaction, Rotten Tomatoes scraping, eBay sales data retrieval, SearxNG web searches, and Taskwarrior task management.
Codehooks.io MCP Server
A comprehensive MCP server for interacting with Codehooks.io, enabling AI agents to manage NoSQL collections, deploy serverless JavaScript functions, and handle cloud file storage.
Box
This MCP server integrates with Box cloud storage to enable searching and reading PDF and Word documents directly within AI applications.
Screenshot Capture
An MCP server that enables AI assistants to capture and analyze screenshots from multiple displays across macOS, Windows, and Linux. It provides essential tools for UI debugging, visual content analysis, and design assistance in web development workflows.
MCPfinder
The AI Agent's "App Store": Discover, install, and monetize AI capabilities — all within the MCP ecosystem.
Solana Blockchain
MCP (Model Context Protocol) Server. Enables secure interaction with the Solana blockchain for checking wallet balances, retrieving blockchain information, and executing token transfers through RPC endpoints and keypair-based authentication.
Deep Research
MCP (Model Context Protocol) Server. Integrates multiple AI agents to conduct in-depth research on complex topics with customizable tones, providing detailed progress reporting and error handling.
RPG Maker MZ
A comprehensive MCP server for RPG Maker MZ that enables autonomous game development through project management, map editing, AI-driven asset generation, and full scenario implementation via Gemini 2.5 Flash.
Spring I/O
MCP (Model Context Protocol) Server. Provides access to Spring I/O 2025 conference session data including talks, workshops, speakers, room assignments, and scheduling details for building conference navigation tools and scheduling assistants.
MiniMax Coding Plan
A specialized MCP server that provides AI-powered web search and computer vision capabilities optimized for software development and coding workflows.
aicastle-school-openai-api-agent-project
A resource hub and educational framework for building custom AI agents using OpenAI, featuring market data integration and fine-tuning examples.
Gmail
MCP (Model Context Protocol) Server. Enables sending emails through Gmail's SMTP service with support for attachments from local files, pre-staged files, or URLs downloaded during conversation.
ESP RainMaker
Official Espressif MCP Server to Control and Manage ESP RainMaker Devices.
Productboard
Integrate the Productboard API into agentic workflows via MCP.