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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

skill-jack-mcp

An MCP server that implements the Agent Skills specification, providing dynamic discovery, real-time file watching, and progressive disclosure of agent capabilities.

2 tools

Real Time News Data MCP Server

A comprehensive MCP server providing real-time international and local news data, offering tools for topic-based headlines, deep-dive story coverage, and multi-language search capabilities.

7 tools

Aruba Email & Calendar

An MCP server that integrates Aruba email and calendar services with AI assistants using IMAP, SMTP, and CalDAV protocols. It allows for advanced email management, automated signature creation, and full calendar scheduling directly through LLM contexts.

13 tools

arxiv-mcp

A Model Context Protocol server that allows AI assistants to search the arXiv database, download scientific papers, and extract specific sections like abstracts or methods.

3 tools

superfetch

Needs Setup

A robust web content fetcher that extracts readable content from URLs and converts it into clean, AI-friendly Markdown using Mozilla Readability.

1 tool

mulmocast-vision

Validated

A specialized presentation slide generator that uses LLMs to create professional business decks from 80+ customizable HTML-based templates.

83 tools

inkog

Needs Setup

A security-focused MCP server that audits AI agents and MCP servers for vulnerabilities, evaluates compliance framework adherence, and validates governance declarations.

7 tools

Google Docs MCP Server

A remote MCP server deployed on Vercel that allows Claude to manage Google Docs, supporting multi-user OAuth authentication and document operations via SSE transport.

6 tools

refinore-mcp

An MCP server that enables AI agents to autonomously manage ORE mining on the Solana blockchain via the refinORE platform. It provides tools for starting mining sessions, monitoring rewards, and managing multi-token balances through natural language commands.

LLM_Docx_Agent_MCP

A comprehensive MCP server for managing the full lifecycle of Microsoft Word (.docx) documents, including text manipulation, template merging, style application, image extraction, and LaTeX equation conversion.

23 tools

cybersim-pro

A professional-grade cybersecurity training and incident response server that integrates simulation, network analysis, and forensics with executive reporting and GRC synchronization.

12 tools

huoshui-file-search

A macOS-exclusive MCP server that leverages the native Spotlight 'mdfind' command to perform high-performance file searches with advanced filtering and regex support.

1 tool

MasterGo Magic MCP

MasterGo Magic MCP connects AI models with MasterGo design tools, allowing for the direct retrieval and processing of DSL data from design files for analysis and manipulation.

MCP Google Drive Server

A Google Drive MCP server that enables AI assistants to browse, search, read, and manage files and folders using the official Google Drive API.

Mapbox MCP Server

Provides AI applications with geospatial intelligence through Mapbox APIs, enabling geocoding, POI search, routing, travel time analysis, isochrone generation, and static map creation for location-aware functionality.

mcp-link-scan

A tool for scanning and summarizing web content, featuring specialized support for YouTube and Instagram Reels through audio transcription (Whisper) and text summarization (Llama3 via Ollama).

2 tools

robinhood-mcp

An MCP server wrapper that integrates with LLMs like Perplexity to provide portfolio rebalancing recommendations and signal generation using custom analytics.

huoshui-pdf-translator

A specialized MCP server for translating academic papers and technical PDFs while preserving mathematical formulas and original layout structure using PDFMathTranslate-next.

4 tools

Nmap MCP Server

Enables network scanning and security assessment using Nmap through MCP, allowing AI assistants to perform port scans, service detection, and network reconnaissance on specified targets with configurable scan parameters.

Transport NSW

Integrates with the Transport NSW API to provide real-time public transportation data including stop locations, service alerts, and departure monitoring across rail, bus, and ferry networks.

3 tools

Memory MCP Server

A specialized MCP server that allows AI agents to maintain long-term context across different sessions by storing and retrieving conversation summaries.

2 tools

Group Protection

MCP (Model Context Protocol) Server. Provides access to insurance policy and claims data with tools for monitoring policy changes, premium payments, member enrollments, and claims processing

gep-mcp-motor

An entropy-regulated control layer for MCP systems that treats tool execution as motor control governed by entropy dynamics rather than static policies.

TR Dizin Search MCP Server

A specialized MCP server that enables searching the TR Dizin (Turkish Academic Index) database for scholarly publications, journals, and authors using the Firecrawl API.

3 tools

haiku-rag

Opinionated agentic RAG powered by LanceDB, Pydantic AI, and Docling

Wordware

MCP (Model Context Protocol) Server. Provides a bridge to Wordware's API services for creating Notion pages, performing Google searches, retrieving Wikipedia information, and querying Google News

simpliq-server

Simpliq Data Proxy MCP Server - Connects LLMs to SQL Databases via Semantic Mapping

outlook-mcp

A specialized MCP server for AEC professionals that provides RAG-based semantic search and Vision AI analysis for Outlook emails and technical architectural documents.

8 tools

RPG Maker MZ MCP Server

A toolset for AI agents to interface with RPG Maker MZ projects, enabling direct manipulation of database assets, maps, and plugins through natural language.

Greeting & Image Generation MCP Server

Provides multilingual greetings in English, Korean, and Japanese, and generates AI images using the FLUX.1-schnell model from Hugging Face.