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"Automating Testing and Debugging for LLMs in Production" matching MCP servers:

  • MCP for IIIF Images

    mikeapp
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    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.
    Last updated
    3
    6
    MIT

  • iztro OpenAI MCP for Railway

    snapyharry-potter
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    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.
    Last updated

  • gallica-mcp

    nestordemeure
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    Enables searching and accessing OCR text from millions of digitized documents in Gallica, the digital library of the Bibliothèque nationale de France, through MCP tools for text search, snippet retrieval, and full-text download.
    Last updated
    3
    1
    Apache 2.0

  • unsplash-mcp

    cevatkerim
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    An MCP server for searching and retrieving photos from Unsplash with proper attribution, designed for LLMs building content pages.
    Last updated
    3
    11
    MIT

  • crompton-network

    clanker-records
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    quality
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    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.
    Last updated
    22
    114
    1
    MIT

  • @hanoak/unsplash-mcp-server

    hanoak
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    license
    A
    quality
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    maintenance
    Production-ready Model Context Protocol (MCP) server for the Unsplash API — search photos, fetch details, and stay compliant with Unsplash attribution & download-tracking guidelines. Unofficial; not affiliated with or endorsed by Unsplash.
    Last updated
    21
    1
    MIT

  • Wikipedia MCP Server

    progamesigner
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    maintenance
    Enables LLMs to search for keywords and fetch full page content from Wikipedia across various languages. It provides direct access to Wikipedia information through search and fetch tools.
    Last updated
    2
    2
    MIT

  • Marvel MCP

    DanWahlin
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    quality
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    maintenance
    MCP Server for the Marvel Developer API, enabling interaction with characters and comics data.
    Last updated
    7
    26
    15
    MIT

  • DraCor MCP Server

    stijn-meijers
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    A Model Context Protocol server that enables Claude and other LLMs to interact with the Drama Corpora Project API for analyzing dramatic texts, character networks, and play information across different languages and periods.
    Last updated
    6
    5
    MIT

  • Artsy Analytics MCP Server

    damassi
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    quality
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    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
    2,110

  • Unsplash MCP Server

    jeffkit
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    Enables users to search for high-quality photos on Unsplash with support for advanced filtering by orientation and content safety. It provides formatted photo metadata and images in either base64-encoded format or as JSON with URLs via stdio transport.
    Last updated
    1
    28
    MIT

  • librarian

    mlziade
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    maintenance
    An MCP server that enables LLMs to search, summarize, and retrieve detailed information from Wikipedia across multiple languages. It supports automated fact-checking by allowing models to proactively verify factual claims using Wikipedia's database.
    Last updated
    5
    2
    MIT

  • Bibliomantic MCP Server

    d4nshields
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    quality
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    maintenance
    Integrates I Ching divination with AI responses, allowing users to receive guidance through traditional Chinese philosophy using the bibliomantic approach described in Philip K. Dick's work.
    Last updated
    4
    2
    MIT