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"Understanding Document Embeddings, Knowledge Graphs, and Vector Representations" matching MCP servers:

  • siloah-travel-mcp by Siloah-Travel

    siloah-travel-mcpofficial

    Siloah-Travel
    A
    license
    -
    quality
    F
    maintenance
    Search 70,000+ cruise voyages, 678 ships, and 62 cruise lines worldwide. No API key needed, no installation required — just paste the URL. Includes RAG-powered knowledge search for ship dining, facilities, cabins, and port guides. 30 languages supported.
    Last updated
    3
    MIT
  • mcp-travelcode by Travel-Code-Inc

    mcp-travelcodeofficial

    Travel-Code-Inc
    A
    license
    -
    quality
    B
    maintenance
    Enables AI assistants to search flights and hotels, manage bookings, check flight status, and access delay statistics through the TravelCode corporate travel API, all via natural language conversations.
    Last updated
    23
    2
    MIT

  • rihla

    leojg
    A
    license
    -
    quality
    A
    maintenance
    Flexible multi-leg, multi-airport flight search that finds the cheapest route across an entire itinerary — available as a CLI and as an MCP server for AI agents.
    Last updated
    Apache 2.0

  • SkyOdyssey MCP

    maru-775
    A
    license
    -
    quality
    D
    maintenance
    Enables AI clients to explore cheapest destinations, optimize multi-leg flight itineraries, and reference airport/region data via MCP tools and resources.
    Last updated
    MIT

  • Trip Tracker MCP Server

    skywall34
    A
    license
    -
    quality
    D
    maintenance
    A Model Context Protocol (MCP) server that provides access to a trip tracking SQLite database. This server enables AI assistants to query and manage flight trip information including users, airports, and flight details.
    Last updated
    Apache 2.0

  • hestia

    eddienubes
    A
    license
    -
    quality
    B
    maintenance
    Enables users to search Airbnb listings using natural language, including flexible dates, guest counts, price range, property type, and amenities. It provides listing summaries and details but does not handle bookings.
    Last updated
    GPL 3.0

  • fli

    punitarani
    A
    license
    -
    quality
    B
    maintenance
    Enables flight search and fare calendar exploration by interacting with Google Flights' API, supporting detailed filters for origin, destination, dates, cabin class, airlines, and more.
    Last updated
    3,066
    MIT

  • mcp-entur

    pipeworx-io
    A
    license
    -
    quality
    C
    maintenance
    Provides access to Norway's nationwide public transport data (all modes) via the Entur API, enabling queries about routes, stops, and departures through natural language.
    Last updated
    15
    MIT

  • uktrains

    aaryan-gulia
    A
    license
    -
    quality
    B
    maintenance
    MCP server for UK train journeys that resolves station names, builds journey intents, and generates pre-filled booking links, with optional fare-aware ranking.
    Last updated
    MIT

  • splitfare-mcp

    teatimedev
    A
    license
    -
    quality
    B
    maintenance
    An MCP server that enables AI agents to find cheap flights through split-ticket routing, trip-shape search, and local event calendars for any destination.
    Last updated
    MIT

  • Flighty MCP

    LukasHaas
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to access and manage your Flighty flight data directly from the local macOS app database, supporting flight lists, status, searches, additions, and more.
    Last updated
    8
    MIT

  • Flight Finder MCP

    ellisp97
    A
    license
    -
    quality
    D
    maintenance
    Enables Claude to search and compare flights across multiple providers (Skyscanner, Google Flights, Kiwi.com) with smart caching, parallel queries, and flexible filtering.
    Last updated
    1
    MIT