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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

AusLaw MCP

Enables users to search and retrieve Australian legislation and case law with full-text content extraction. Provides structured results with citation metadata and OCR support for archival PDFs.

Epsilla

A specialized MCP server for interacting with Epsilla vector databases, enabling seamless creation, management, and similarity searching of high-dimensional data.

7 tools

Google Maps

MCP (Model Context Protocol) Server. Integrates with Google Maps API to provide geocoding, place search, and routing capabilities for location-based applications and services.

Video Games MCP Server

A specialized MCP server providing direct access to the RAWG gaming database for searching titles, retrieving detailed metadata, and exploring trends and genres.

4 tools

Gemini Imagen 3.0 MCP Server

Generates high-quality images using Google's Imagen 3.0 model via the Gemini API with support for up to four images per request. It provides automated file management and creates HTML previews for seamless image viewing within MCP-compatible hosts.

Remote MCP Server Authless

A template for deploying remote MCP servers on Cloudflare Workers using Server-Sent Events (SSE). It provides a foundation for developers to build and host custom tools without authentication for use with Claude Desktop and Cloudflare AI Playground.

Fountain Pen Ink MCP Server

Provides LLMs with specialized knowledge about fountain pen inks, enabling intelligent ink search, color matching, and recommendations through various tools.

ovice MCP Server

An MCP server that integrates with the ovice Public API to manage virtual office workspaces, groups, and users, featuring workspace administration and targeted notification capabilities.

9 tools

MCP Multi-Language Sandbox

A local, Docker-isolated code sandbox that enables secure execution across six programming languages with pre-warmed container pooling and persistent sessions.

6 tools

Enterprise Expense Automation System

A comprehensive MCP server for managing company operations including HR, expenses, and performance tracking via natural language, featuring SQLite storage and Google Gemini-powered analytics.

12 tools

Knowledge Graph Memory Server

A persistent local knowledge graph that enables Claude to maintain long-term memory across sessions by storing and retrieving entities, relations, and observations.

9 tools

HealthcareRAGTools

A clinical decision support system that uses RAG to log patient symptoms and retrieve similar cases or medical documentation from a Chroma vector database. It enables healthcare professionals to perform semantic searches across medical texts and manage patient symptom logs via an agentic AI interface.

2 tools

Web Search MCP Server

A tool that enables free web searching via Google without requiring API keys, providing structured results including titles, URLs, and descriptions.

1 tool

mcp-playwright-scraper

A headless browser-based web scraper that uses Playwright and BeautifulSoup to extract content from dynamic websites and convert it into high-quality Markdown using Pypandoc.

1 tool

Wine Tasting Visual Vocabulary MCP Server

A specialized infrastructure server that uses category theory to translate expert wine tasting vocabulary into precise visual parameters for AI image generation. It maps oenological attributes like tannin, acidity, and terroir to compositional visual attributes such as texture, opacity, and color palettes.

6 tools

bio-mcp-evo2

A specialized genomic MCP server that interfaces with the evo2 foundation model to generate, score, and analyze DNA sequences using local GPUs, SLURM clusters, or Nvidia NIM cloud APIs.

4 tools

Cloudflare Playwright MCP

A Cloudflare Workers-based MCP server that allows AI assistants to control a browser using Playwright for navigation, screenshots, and element interaction. It provides a bridge for LLMs to perform complex web automation and data extraction tasks through 14 specialized tools.

4 tools

Korean Law MCP

An MCP server that provides deep access to South Korean legal data including statutes, precedents, and administrative rules via the National Law Information Center API.

9 tools

Multi-Memory MCP Server

A multi-category knowledge graph memory server using SQLite to provide persistent, isolated contexts with unique ID-based operations and token-efficient TOON serialization.

11 tools

Simple MCP Server

A TypeScript-based MCP server that enables Claude Desktop to perform file operations and retrieve system information, with built-in security features that restrict access to safe directories only.

MTS MCP Server

A comprehensive suite of Model Context Protocol servers designed to extend AI agent Claude's capabilities with integrations for knowledge management, reasoning, advanced search, news access, and workspace tools.

Md2svg-mcp

A tool that converts Markdown content into high-quality SVG images, supporting headings, lists, tables, and custom styling.

1 tool

Feishu Base MCP Server

A comprehensive MCP server for Feishu Base (Lark) that enables LLMs to perform full CRUD operations on records and manage database schemas, including tables and fields.

13 tools

Personal Neo4j Memory Server

A Neo4j-based memory server for AI assistants featuring graph-based relationship tracking, semantic search via GDS, and specialized support for secure Cloudflare Access tunneling.

4 tools

Twitter Api45 MCP Server

A comprehensive MCP server providing deep integration with the Twitter/X platform through the Api45 interface. It enables extensive data retrieval including user profiles, timelines, community interactions, job searches, and live space monitoring.

28 tools

Semiconductor Supply Chain MCP Server

A specialized MCP server providing structured access to semiconductor industry platforms for sourcing IP core suppliers, ASIC design services, price estimations, and manufacturing resources.

5 tools

one-mcp

A lightweight MCP server that provides semantic search for API tools, allowing users to manage, upload, and query tool definitions using natural language embeddings via sentence-transformers.

Android Tester MCP

A toolset for automating virtual or physical Android devices via the Gbox SDK, supporting AI-powered UI manipulation, app lifecycle management, and device orchestration.

8 tools

YouTube Downloader

MCP (Model Context Protocol) Server. Bridges AI systems with YouTube content through yt-dlp, enabling video information extraction and downloading capabilities for content analysis and media processing.

1 tool

Code Analysis MCP Server

A comprehensive code analysis server providing file operations, regex-based code searching, and architectural structure analysis with AI-powered file updating capabilities.

7 tools