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

  • notation-mcp

    delmas41
    A
    license
    A
    quality
    B
    maintenance
    Render music notation from a JSON score to inline SVG (Verovio + Bravura), round-trippable MusicXML, and base64 MIDI in one call. Includes pre-flight validation with concrete fix suggestions and a curated music-theory knowledge search. Free, open, no auth, sponsored by Gradus School of Music Composition.
    Last updated
    5
    216
    2
    MIT

  • Photopea MCP Server

    attalla1
    A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to perform advanced image editing and graphic design through Photopea, a browser-based Photoshop alternative. Provides 34 tools for document management, layer operations, filters, adjustments, and exports via a WebSocket bridge to the browser.
    Last updated
    2
    34
    107
    26
    MIT

  • Marvel MCP

    DanWahlin
    A
    license
    B
    quality
    F
    maintenance
    MCP Server for the Marvel Developer API, enabling interaction with characters and comics data.
    Last updated
    7
    52
    15
    MIT

  • Artsy Analytics MCP Server

    damassi
    -
    license
    B
    quality
    -
    maintenance
    A Model Context Protocol server that provides Artsy partner analytics tools for Claude Desktop, allowing users to query gallery metrics, sales data, audience insights, and content performance through natural language.
    Last updated
    14
    1,861

  • Gallica/BnF MCP Server

    ukicar
    F
    license
    B
    quality
    D
    maintenance
    Enables access to the Gallica digital library of the Bibliothèque nationale de France (BnF) with search capabilities across titles, authors, subjects, and dates, plus retrieval of document metadata, IIIF images, and OCR text content.
    Last updated
    12
  • Civitai MCP Server by civitai

    Civitai MCP Serverofficial

    civitai
    A
    license
    -
    quality
    B
    maintenance
    Enables AI agents to fully interact with the Civitai platform, including browsing models, images, and creators; posting, reacting, reviewing, following, collecting, writing articles and comments; sending DMs; and managing bounties and announcements.
    Last updated
    1
    Apache 2.0
  • Divine API Indian Astrology MCP by DivineAPI

    Divine API Indian Astrologyofficial

    DivineAPI
    A
    license
    -
    quality
    B
    maintenance
    The MCP server for Divine API's Indian Astrology services, allowing AI assistants to query Vedic astrology data such as Panchang, Kundli, and matchmaking through natural language.
    Last updated
    MIT
  • Sefaria MCP Server by Sefaria

    Sefaria MCP Serverofficial

    Sefaria
    A
    license
    -
    quality
    C
    maintenance
    Enables LLMs to access and search Jewish texts from the Sefaria library through 15 MCP tools, including text retrieval, search, and manuscript access.
    Last updated
    23
    MIT

  • arena-mcp

    ertekinno
    A
    license
    -
    quality
    D
    maintenance
    Enables AI agents to interact with Are.na for creative research and knowledge curation, including searching, browsing, creating, and managing channels, blocks, comments, and connections.
    Last updated
    13
    MIT

  • mcp-va-museum

    pipeworx-io
    A
    license
    -
    quality
    C
    maintenance
    MCP server for querying the Victoria and Albert Museum (V\&A) collections via natural language or direct tool calls.
    Last updated
    28
    MIT

  • IWAC MCP Server

    fmadore
    A
    license
    -
    quality
    A
    maintenance
    A read-only MCP server for the Islam West Africa Collection (IWAC) digital archive, providing 37 tools to search and analyze newspaper articles, publications, references, and more.
    Last updated
    1
    MIT

  • Unsplash API MCP Server

    gzpaitch
    A
    license
    -
    quality
    D
    maintenance
    An API that exposes Unsplash image search, listing, and random photo capabilities as MCP tools, enabling AI models like Claude to directly interact with Unsplash's services.
    Last updated
    3
    MIT

  • ziwei-mcp

    LouisLin0723
    A
    license
    -
    quality
    F
    maintenance
    Zi Wei Dou Shu (Chinese astrology) charting MCP server. Generates complete ziwei natal charts and transit overlays (12 palaces, 14 major stars, sihua) from birth date and time, powered by FateStar's reversible charting engine.
    Last updated
    24
    MIT

  • mcp-sefaria

    pipeworx-io
    A
    license
    -
    quality
    C
    maintenance
    Enables AI agents to access and query the Sefaria digital library of Jewish texts through natural language or direct tool calls.
    Last updated
    23
    MIT

  • arena-mcp

    vortep-dev
    A
    license
    -
    quality
    C
    maintenance
    MCP server for Are.na that enables visual search of design references, including curated channels, image blocks, and authors, directly from Claude Code.
    Last updated
    123
    MIT

  • tuvi-mcp

    MaoBui2907
    A
    license
    -
    quality
    D
    maintenance
    MCP server for Vietnamese fortune-telling based on lunar calendar, providing birth date analysis, daily fortune, and general fortune predictions using traditional elements like Can Chi and Ngũ Hành.
    Last updated
    1
    MIT