AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Pure Storage FlashBlade
MCP (Model Context Protocol) Server. Integrates with Pure Storage FlashBlade arrays to enable real-time monitoring, troubleshooting, and resource management.
GreyHack Tools
MCP (Model Context Protocol) Server. Provides specialized tools for Grey Hack game players to search GitHub for code examples, validate scripts against official API documentation, generate common script templates, and transpile between GreyScript and JavaScript.
html2md-mcp
MCP server for converting HTML to Markdown with browser support and authentication. Reduces HTML size by 90-95% using trafilatura and BeautifulSoup4, with Playwright integration for JavaScript-rendered content.
SEO AI (Google Ads Keyword Planner)
MCP (Model Context Protocol) Server. Connects AI systems to Google Ads Keyword Planner API for SEO automation through keyword research, SERP analysis, and competitor insights without leaving conversations.
OpenAI TTS
A text-to-speech MCP server that leverages OpenAI's TTS API to convert text into high-quality audio with support for multiple voices and formats.
Mailbox.org MCP Server
A comprehensive MCP server for mailbox.org that enables Claude to manage emails via IMAP/SMTP, access CalDAV calendars, and configure Sieve email filter scripts.
browser-use-heroku
A tool that enables AI agents to control and automate web browsers, deployable as an MCP server on Heroku for integration with clients like Claude Desktop.
JetBrains IDE WebSocket Monitor
A specialized proxy sidecar for JetBrains IDEs that enables real-time WebSocket monitoring of all MCP tool calls for debugging and integration extension.
Naver Maps
MCP (Model Context Protocol) Server. Integrates with Naver Maps and Search APIs to provide accurate geocoding and local information retrieval services specifically optimized for Korean locations
Context7 MCP Python Server
The Context7 MCP Python Server provides AI assistants with real-time access to up-to-date code library documentation and examples by integrating with the Context7 API. It enables precise library searching and targeted documentation retrieval for various programming languages and frameworks.
MCP Materials Server
A specialized MCP server that integrates with the Materials Project API to provide tools for searching crystal structures, analyzing phase diagrams, and retrieving mechanical and electronic material properties.
Content Manager
A robust content management MCP server that provides advanced Markdown processing, frontmatter parsing, and intelligent fuzzy searching using Fuse.js for building documentation and knowledge base systems.
Sticky Notes
MCP (Model Context Protocol) Server. Enables creation, reading, and management of personal notes directly within conversations through a lightweight text-based storage system
GitHub
MCP (Model Context Protocol) Server. Integrates with GitHub's API to enable repository management, file operations, issue tracking, and code search through natural language conversation, streamlining development workflows without leaving your assistant interface.
Enterprise Operation Insight MCP Server
A comprehensive enterprise intelligence MCP server providing deep insights into business operations, financial history, brand strength, and market sentiment for Chinese companies.
GrabMaps
An MCP server integrating GrabMaps through AWS Location Service to provide specialized geocoding, routing, and place search for eight Southeast Asian countries.
Gmail
MCP (Model Context Protocol) Server. Provides direct access to Gmail accounts for reading, searching, sending emails, creating drafts, and managing labels and threads through secure OAuth authentication.
fr-torrent-search-mcp
An MCP server and API aggregator for searching and retrieving torrents from French providers like YggTorrent and La Cale, supporting magnet links and file downloads.
SQL MCP Server
A robust MCP server for executing SQL queries and inserting data into MySQL, PostgreSQL, and SQLite databases using standard connection strings.
mcp-coding-agents
A transport-agnostic MCP server providing integrations with Claude Code, Gemini, and Codex agents, featuring built-in utilities for shell execution and real-time streaming via STDIO or HTTP.
DigitalOcean Database
A TypeScript-based MCP server that connects AI-powered IDEs to managed DigitalOcean PostgreSQL and MySQL databases using API token-based auto-discovery.
Tidymodels
MCP (Model Context Protocol) Server. Provides access to the tidymodels R ecosystem, enabling function search, package exploration, template code generation, and GitHub issue tracking for data science and machine learning workflows.
HTML-to-PDF Generator
MCP (Model Context Protocol) Server. Combines PDFKit and Puppeteer to generate PDFs from HTML content and programmatic layouts, enabling versatile document creation and web page snapshots.
html2pdf
This MCP server uses Puppeteer to convert HTML files or content strings into high-fidelity PDF documents with full CSS and JavaScript support.
LaTeX PDF MCP Server
A tool that enables AI assistants to compile LaTeX source code into professional PDF documents locally with integrated error handling.
choff-a-mcp
A consciousness continuity server that allows AI models to preserve self-knowledge, identity, and cognitive patterns across sessions using the Cognitive Hoffman Compression Framework (CHOFF).
Computer Vision Tools
MCP (Model Context Protocol) Server. Provides computer vision capabilities including image generation, OCR text extraction, and object detection through containerized Docker services with MinIO integration for image storage and retrieval.
DeepSeek R1 Reasoning
MCP (Model Context Protocol) Server. Integrates with DeepSeek's R1 reasoning engine to enable advanced cognitive modeling and multi-step reasoning capabilities for complex problem-solving across various domains.
Extract-Antv-Topic
A specialized MCP server providing deep context, documentation retrieval, and query preprocessing for the AntV visualization ecosystem including G2, G6, X6, and more.
Fabric Docker
A containerized Model Context Protocol server for the Fabric AI framework, providing access to over 233 crowdsourced prompt patterns across multiple LLM providers.