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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

PortOne Global MCP Server

A specialized MCP server that provides AI agents with access to PortOne Global's technical documentation and OpenAPI schemas for payment integration.

TartuNLP MCP Server

Provides access to University of Tartu's translation services supporting 700+ language pairs, with specialized support for European and Finno-Ugric languages including rare and endangered languages.

mcp-weather

A weather-focused MCP server built with the mcp-framework that provides a foundation for weather data integration and custom tool development.

1 tool

Draw-it-MCP

A browser-based drawing application that interfaces with Claude and Cursor via MCP to allow AI analysis of artwork, composition, and artistic techniques.

MCP Character Counter

A lightweight MCP server that provides detailed text analysis by counting total characters, letters, numbers, and symbols to provide a comprehensive breakdown of string composition.

1 tool

aria-mcp

A comprehensive MCP server that provides tools for querying the W3C WAI-ARIA specification, including role validation, attribute requirements, and smart accessibility suggestions for UI components.

21 tools

Gmail MCP Server

A Gmail MCP server that enables AI assistants to fetch unread emails, compose draft replies with thread continuity, and integrate professional style guides from Notion.

3 tools

Gemini Image MCP

A robust MCP server utilizing Google's Gemini 3.0 Nano Banana Pro models to facilitate high-resolution image generation (up to 4K), sophisticated editing, and detailed visual analysis.

3 tools

tauri-plugin-mcp

A toolset for AI assistants to automate and test Tauri desktop applications, enabling UI interaction, state inspection, and app management via the Model Context Protocol.

12 tools

Dell Isilon (PowerScale) MCP Server

A professional-grade MCP server that exposes over 2,400 tools derived from the Dell PowerScale OneFS 9.7 REST API, enabling management of storage protocols, replication, snapshots, and cluster configurations through natural language.

4 tools

Claude Swarm MCP Server

A multi-agent orchestration server for Claude that enables the creation of persistent, specialized AI agents capable of intelligent handoffs and local conversation management.

7 tools

@michelabboud/visual-forge-mcp

MCP server for AI image generation from markdown and HTML with multi-provider support and automatic web optimization

agenthotspot-mcp

A lightweight MCP server that enables AI agents to search and discover over 6,000 MCP connectors directly from the AgentHotspot marketplace.

Humanizer APIs MCP Server

A specialized MCP server for accessing Humanizer APIs to transform AI-generated text into natural, human-like content using basic, easy-use, and multi-language models.

3 tools

Jira MCP Server

Integrates Jira Cloud with MCP clients to enable comprehensive issue management, project tracking, and workflow automation through natural language.

8 tools

respcode-mcp

A code execution platform for Claude that supports running and comparing AI-generated code across multiple hardware architectures including x86_64, ARM64, and RISC-V.

7 tools

Tableau MCP Server

Enables interaction with Tableau Cloud and Tableau Server through the REST API, supporting workbook management, view queries, extract refreshes, and content search operations.

UI-Screenshot-Android-Review-OpenAI

A specialized MCP server for UI/UX analysis that uses high-reasoning OpenAI models to identify design inconsistencies, accessibility issues, and functional bugs in application screenshots.

10 tools

ai-developer-tools-mcp

A reference implementation of an MCP server that bridges REST APIs to provide conversational access to AI developer tool metrics, adoption trends, and GitHub statistics.

4 tools

claude-session-share

An MCP server that enables sharing and importing Claude Code sessions via GitHub Gists with automatic privacy sanitization for secrets and paths.

2 tools

copernicus-mcp

A comprehensive MCP server providing access to the Copernicus Data Space, enabling users to search, analyze, and download satellite imagery from Sentinel missions (1, 2, 3, 5P, and 6).

13 tools

universal-document-mcp

Universal Document Converter MCP Server - AI-powered markdown to PDF conversion with Mermaid diagram support for Claude Desktop, Cline, and other MCP clients

Gamma MCP Server

Enables AI assistants to generate presentations, documents, and webpages through the Gamma.app API with support for custom themes, tones, audiences, and image generation.

Mem0 MCP Server

Enables persistent storage and semantic search of coding preferences, patterns, and implementations using Mem0, allowing AI agents to remember and retrieve development best practices across sessions.

Tasks.md MCP Server

Enables AI-native task management using plain markdown files to create, update, query, and organize Epics, Stories, Tasks, and Milestones without requiring a database.

Phosphor Icons MCP Server

Provides access to 1,000+ Phosphor Icons with 6 weight styles, enabling icon search, retrieval, customization (color, size), and framework-specific implementation guidance through natural language.

Hyperbrowser MCP Server

Provides tools to scrape, extract structured data, and crawl webpages, with access to browser automation agents like OpenAI's CUA, Anthropic's Claude Computer Use, and Browser Use for complex web tasks.

TickTick MCP Server

Enables task and project management in TickTick through natural conversation, supporting task creation with priorities, due dates, recurring schedules, and fuzzy search across tasks and projects.

Azure AI Agent Service + Azure AI Search MCP Server

Enables Claude Desktop to search private documents using Azure AI Search and perform web searches with Bing, providing AI-enhanced results with source citations through Azure AI Agent Service or direct Azure AI Search integration.

BuyICT MCP Server

Provides access to Australian Government ICT procurement opportunities from BuyICT, enabling users to search contracts across multiple marketplaces, view detailed opportunity information, and explore available procurement channels.