AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Dell PowerStore MCP Server
A robust MCP server that dynamically generates over 260 tools from PowerStore OpenAPI specs, providing a credential-free architecture for secure storage, networking, and file system management via AI assistants.
Mermaid MCP Server
A Model Context Protocol server that converts Mermaid diagram code into various image formats (PNG, JPG, SVG, PDF) with theme customization options for AI clients.
TA-Lib MCP Server
Provides technical analysis indicators like SMA, EMA, RSI, MACD, Bollinger Bands, and Stochastic through MCP, enabling AI assistants to perform financial market analysis and calculations on price data.
WorldBank GDP & Employment MCP Server
A WorldBank API interface for querying global economic development indicators, specifically focusing on GDP and labor market statistics like employment rates and sectoral data.
openai-gpt-image-mcp
An MCP server that enables high-quality image generation and editing via OpenAI's DALL-E models, featuring automatic aspect ratio mapping and intelligent handling for large file payloads.
Video to Text MCP Server
A robust transcription server that downloads video or audio from online platforms and converts them to text, JSON, SRT, or VTT formats using yt-dlp, ffmpeg, and OpenAI Whisper.
Xiaohongshu MCP Python
A Python-based MCP server for Xiaohongshu (Red) that provides comprehensive automation for account management, content discovery, interaction, and publishing using Playwright.
MCP Creator Growth
A context-aware learning assistant that facilitates AI coding education through interactive quizzes, five-why reasoning, and RAG-based tracking of debugging experiences.
Notifications MCP Server
Enables AI assistants to send native macOS notifications with support for custom sounds, interactive reply fields, and action buttons.
Apollo.io MCP Server
A comprehensive MCP server for interacting with Apollo.io's global database to search, enrich, and manage people and organization data. It enables seamless integration for lead generation, account management, and contact enrichment through natural language commands.
Oura Ring MCP Server
A Python-based MCP server that allows AI assistants to query Oura Ring health data, including sleep, activity, readiness, and cardiovascular metrics via the Oura API v2.
RLM MCP Server
A Python-based MCP server implementing Recursive Language Models to process massive datasets by storing data in sandboxed external variables instead of the model's context window.
Zendesk MCP Server
A Zendesk MCP server that enables AI agents to search tickets, retrieve details, and analyze agent performance and service inquiry trends for customer support insights.
MCP Standardized Tool Demo
A Node.js MCP server that extracts numerical data from text and generates frequency-based statistical chart data for visualization.
arc-security
Scan AI agent skills for 25 attack classes + runtime monitoring. 1,316+ findings.
Caipher MCP
A comprehensive MCP server providing deep integration with n8n, granting AI assistants access to over 1,000 node definitions, 2,700 templates, and live workflow management capabilities.
ArXiv Paper MCP
Enables searching, retrieving, and parsing academic papers from arXiv, including keyword search, PDF downloads, content extraction from HTML/PDF formats, and accessing the latest AI research papers.
yt-analysis-mcp
A tool that leverages Google's Gemini API to provide summaries and answer specific questions about YouTube videos and shorts directly from their URLs.
Sally MCP Server
Enables MCP clients to interact with Sally AI assistant using x402 blockchain-based micropayments for secure, transparent transactions.
Open Meteo MCP Server
A comprehensive MCP server providing tools for real-time, forecast, and historical weather data, alongside air quality, marine conditions, and climate projections using the Open Meteo API.
ECL MCP Server
Provides comprehensive access to the Europa Component Library (ECL) design system with semantic search across 50+ components, code examples, accessibility requirements, design tokens, and validation tools for building European Commission websites.
Meilisearch MCP Server
Enables AI assistants to interact with Meilisearch through a standardized interface, supporting index and document management, search capabilities, settings configuration, task monitoring, and experimental vector search.
GIMP MCP
Generates images from text descriptions using Stable Diffusion AI, integrated with VS Code through Model Context Protocol. Supports both AI-powered realistic images and quick PIL-based sketches, with batch processing and animated GIF creation capabilities.
Marqeta DiVA API MCP Server
A comprehensive MCP server providing programmatic access to Marqeta DiVA API for financial analytics, reconciliation, and transaction monitoring with support for advanced filtering and optional RAG capabilities.
Playwright
Improved Playwright MCP (forked from the official Microsoft one), with improvements mostly in the LLM selection and efficiency (currently, Cursor automatically chooses its built-in scrapping, and it works bad).
Filesystem MCP Server
Enables comprehensive filesystem operations including reading/writing files, directory management, file searching, editing with diff preview, compression, hashing, and merging with dynamic directory access control.
Kibana MCP Server
Provides seamless access to Kibana and Periscope logs through a unified API with KQL and SQL querying, AI-powered log analysis, and support for searching across 1.3+ billion logs in 9 indexes.
Playwright MCP
Enables browser automation and web page interaction through Playwright's accessibility tree, allowing LLMs to navigate, fill forms, click elements, and extract content without requiring vision models or screenshots.
Inbound Email MCP Server
A specialized MCP server that provides AI agents with their own email identity to send, receive, and manage mail and webhooks via the Inbound Email API.
Azure Storage MCP Apps Demo
Provides an interactive dashboard within VS Code Copilot to manage Azure Storage accounts, containers, and blobs through a rich UI. It enables users to visualize storage resources, perform CRUD operations, and generate SAS tokens using the Model Context Protocol.