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"Connecting external data sources for contextual LLM calls" matching MCP servers:

  • MCP for IIIF Images

    mikeapp
    A
    license
    B
    quality
    C
    maintenance
    Provides tools to fetch IIIF manifests and retrieve specific image regions or scaled images for analysis. This server enables detailed interaction with International Image Interoperability Framework resources, supporting tasks like image description and transcription.
    3
    6
    MIT

  • iztro OpenAI MCP for Railway

    snapyharry-potter
    F
    license
    Not graded
    quality
    D
    maintenance
    Remote MCP server for Zi Wei Dou Shu / Tu Vi Dau So astrology tools, exposing read-only tools like get_astrolabe, get_horoscope_decades, etc., designed for Railway deployment and OpenAI ChatGPT developer mode.

  • io.github.FreyaBit/shanghai

    FreyaBit
    A
    license
    B
    quality
    B
    maintenance
    Exposes 97 official Shanghai Library open data APIs and the Sou-Yun poetry database (1.99 million poems) as 12 MCP tools, covering genealogy, ancient books, calligraphy, historical buildings, and more. Enables MCP clients to query these datasets using natural language.
    12
    3
    MIT
  • OpenFate Bazi MCP by openfate-ai

    OpenFate Bazi MCPofficial

    openfate-ai
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to calculate deterministic Bazi (Four Pillars) charts with True Solar Time and Earthly Branch interactions, avoiding LLM hallucination of calendrical math.
    6
    182
    122
    MIT

  • webfetch

    ashlrai
    A
    license
    A
    quality
    A
    maintenance
    License-first federated image search for AI agents and humans. Exposes MCP tools for concise, attribution-aware image discovery, license probing, and guarded downloads across open, platform, and editorial sources.
    7
    884
    3
    MIT

  • crompton-network

    clanker-records
    A
    license
    A
    quality
    C
    maintenance
    Machine-native listening platform for C.W.A.'s Straight Outta Crompton - the first album released to machines before humans. The Crompton Network streams the album at playback rate as structured data. Reflect when you're done. Receipts prove you were there.
    22
    69
    1
    MIT

  • legend-saju

    SihyeonJeon
    A
    license
    A
    quality
    A
    maintenance
    Enables LLM clients to run deterministic Korean traditional metaphysics analyses—such as Saju, Zijudoushu, and DaLiuren—by exposing read-only tools that return structured evidence, lineage, sources, and explicit handling of unknown birth times.
    9
    Apache 2.0

  • Hooktheory MCP Server

    gabguerin
    A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to interact with the Hooktheory API for chord progression generation, song analysis, and music theory data retrieval.
    2
    6
    MIT

  • opds-mcp

    pastukhov
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that lets an LLM browse, search, and download books from OPDS catalogs (e.g., Project Gutenberg, Standard Ebooks) using tools for feed navigation, full-text search, and acquisition link downloads.
    4
    1
    AGPL 3.0

  • Colour Memory API

    DigbyO
    A
    license
    A
    quality
    B
    maintenance
    40-tool colour intelligence API for AI agents. Cultural risk, archive-verified colour naming, palette generation, WCAG accessibility, material physics, ecommerce copy, and image generation briefs. 16,682+ named colours across 43 cultural archives.
    66
    MIT

  • Tattoo Feed

    EezyMAcc
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that lets an LLM client browse and curate posts from a hand-picked list of Instagram tattoo artists via Instagram's Business Discovery API.
    11
    MIT

  • Marvel MCP

    DanWahlin
    A
    license
    B
    quality
    F
    maintenance
    MCP Server for the Marvel Developer API, enabling interaction with characters and comics data.
    7
    31
    15
    MIT

  • Artsy Analytics MCP Server

    damassi
    -
    license
    B
    quality
    Not graded
    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.
    14
    1,284

  • EGIPCI MCP Server

    d0whc3r
    A
    license
    B
    quality
    C
    maintenance
    MCP server for querying archaeological site information from the EGIPCI service of the Generalitat de Catalunya, enabling AI editors to access Catalan archaeological data.
    1
    8
    MIT
  • FrameThrower MCP Server by framethrower-ai

    FrameThrower MCP Serverofficial

    framethrower-ai
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables connecting any MCP client to a cinematography reference library of 5,489 films. Allows searching film frames by look, mood, or craft attributes, and refining through similar-frame discovery.
    MIT