AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
openverse-images-adapter-final2
MCP server exposing search and fetch tools for retrieving openly licensed images from Openverse.
MCP Instruct
Provides persistent personal and organizational knowledge storage that any LLM can connect to for instant context about who you are, what you do, and your preferences. Enables AI agents to maintain long-term memory across sessions through structured data categories, semantic search, and export/import capabilities.
PDF-Tools MCP Server
Enables PDF generation from HTML, text, and Markdown content with customizable formatting options. Provides secure cross-platform PDF creation tools that automatically save to user directories like Downloads, Documents, or Desktop.
Dice Roller MCP Server
Enables dice rolling mechanics for tabletop RPGs including standard dice notation, coin flips, advantage/disadvantage rolls, exploding dice, and maintains a history of recent rolls. Supports D\&D 5e mechanics and various gaming dice types (d4, d6, d8, d10, d12, d20, d100).
MCP YFinance Stock Server
Enables AI agents to retrieve real-time stock data, manage watchlists, and perform comprehensive technical analysis using Yahoo Finance API. Provides 18+ tools for stock price tracking, trend analysis, volatility assessment, and financial indicators through MCP integration.
ptv-mcp
A Model Context Protocol (MCP) server providing real-time access to Melbourne's public transport data via the Public Transport Victoria (PTV) Timetable API v3. This server enables AI assistants to help users with comprehensive Melbourne train information.
triggercmd-mcp-stdio
List and run commands on your computers (remote or local) via TRIGGERcmd. To give the LLM context about your commands, you can describe what your commands do, and what parameters they accept.
McFlow
Enables creation, management, and deployment of n8n workflows with enhanced context and automation capabilities. Features code extraction, automatic documentation, template generation, and intelligent project organization for streamlined workflow development.
MCP Server Boilerplate
A starter template for building MCP servers with TypeScript support, example tools, and automated installation scripts for Claude Desktop, Cursor, and other MCP-compatible AI assistants. Provides a foundation for creating custom tools, resource providers, and prompt templates.
MCP Server Boilerplate
A starter template for building custom MCP servers that can integrate with Claude Desktop, Cursor, and other AI assistants. Provides example tools, TypeScript support, and automated publishing workflow to help developers create their own tools and resource providers.
AEM MCP Server
A comprehensive Model Context Protocol server for Adobe Experience Manager that provides 35+ REST/JSON-RPC API methods for complete content, component, asset, and template management. Enables AI-powered AEM automation through natural language interfaces with support for page operations, component CRUD, asset management, and publishing workflows.
TimeSlope
Give your agent access to high quality economic data from the Federal Reserve Economic Data (FRED)
Remote MCP Server Template
A template for deploying authentication-free MCP servers on Cloudflare Workers. Enables easy creation and deployment of custom MCP tools that can be accessed remotely by AI clients like Claude Desktop and Cloudflare AI Playground.
Fal.ai MCP Server
Enables seamless integration with Fal.ai's 600+ image generation models including Flux and Stable Diffusion. Supports real-time streaming, workflow execution, and unified access to AI image generation through natural language.
ONEDeFi MCP Server
Enables AI-powered DeFi operations across Ethereum, Polygon, and Solana with automated portfolio optimization, risk assessment, and yield farming strategies. Provides intelligent portfolio diagnostics, investment strategy generation, and multi-chain DeFi protocol integration through natural language.
MQScript MCP Server
Enables AI applications to generate and execute MQScript mobile automation scripts for controlling mobile devices. Supports touch operations, UI creation, color detection, file operations, and system control functions.
TypeScript MCP Sample Server
A sample MCP server implementation in TypeScript that demonstrates tool creation with a mock AI completion endpoint. Provides a basic example for developers to learn MCP server development patterns and tool registration.
RedNote MCP Server
A Model Context Protocol (MCP) server that enables AI assistants to search, retrieve, and analyze content from Xiaohongshu (Little Red Book), providing access to notes, user information, and trending topics.
File System Explorer MCP Server
A beginner-friendly MCP server that enables AI to explore file systems through tools for listing directories, reading files, searching with wildcards, and getting file metadata. Perfect for learning MCP development while providing practical file system interaction capabilities.
Searchspring Integration Assistant
Provides implementation guidance, code validation, and troubleshooting tools for Searchspring's e-commerce APIs including search, autocomplete, recommendations, and tracking. Helps developers properly integrate Searchspring functionality with platform-specific code examples and best practices.
Gemini MCP Server
Enables comprehensive codebase analysis using Google's Gemini CLI and its massive context window. Supports file/directory analysis, security audits, architecture analysis, feature verification, and complete project overviews for large codebases that exceed other AI models' context limits.
ML Task Router MCP Server
Enables routing of ML tasks like chat, sentiment analysis, recommendations, and summarization to appropriate models through a dynamic YAML-based registry. Provides async FastAPI endpoints with streaming support, retry logic, and pluggable model architecture for scalable ML inference.
Alex
A lightweight MCP server for integrating with the Whoop API v2. Built for use with Claude Desktop and other MCP clients.
MCP PII Tools
Enables high-precision detection, anonymization, encryption and decryption of personally identifiable information (PII) in text using GPT-4o-based detection and advanced cryptographic methods. Supports both deterministic encryption for searchable data and format-preserving encryption for structured identifiers.
RAG Database MCP Server
Enables AI assistants to search and query PDF documents through a local RAG system with vector embeddings. Provides semantic document search capabilities while keeping all data stored locally without external dependencies.
Pine Script v6 MCP Server
Provides accurate Pine Script v6 coding assistance through search, completion, and reference lookup tools using a comprehensive Japanese manual database. Enables developers to quickly find functions, constants, annotations, and API specifications for TradingView Pine Script development.
Reddit MCP Server
Provides AI assistants with read-only access to Reddit's API for browsing subreddits, reading posts and comments, searching Reddit, and retrieving user/subreddit information. Enables safe exploration of Reddit content without posting capabilities through natural language interactions.
Uranium MCP Server
Enables LLMs to create and manage NFT collections and assets through the Uranium platform. Supports uploading media files, minting NFTs, and managing ERC721/ERC1155 collections on the blockchain.
MCP Todo
Enables users to manage a persistent todo list through natural language, supporting adding, listing, toggling completion status, and removing todos. Features both stdio and HTTP transports with optional authentication and JSON file storage.
vjshi-video-mcp
Search for licensed high-quality commercial videos in AI clients that support MCP protocol