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"Using LLM for Automated Code Review and Validation" 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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    license
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    quality
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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
  • OpenFate Bazi MCP by openfate-ai

    OpenFate Bazi MCPofficial

    openfate-ai
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    Enables AI agents to calculate deterministic Bazi (Four Pillars) charts with True Solar Time and Earthly Branch interactions, avoiding LLM hallucination of calendrical math.
    Last updated
    6
    6
    114
    86
    MIT

  • notation-mcp

    delmas41
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    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
    153
    2
    MIT

  • 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

  • webfetch

    ashlrai
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    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.
    Last updated
    7
    315
    3
    MIT

  • sajuMCP

    molpass
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    Calculates saju (four pillars) for a given birth year, month, day, hour, minute, and gender. Returns a compact or markdown string with the results using the ssaju engine.
    Last updated
    1
    39
    MIT

  • 命盘 Mingpan

    ChesterRa
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    quality
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    maintenance
    Provides traditional Chinese astrology (Bazi, Ziwei) and divination (Liuyao, Meihua, Qimen, etc.) calculations as MCP tools for AI assistants.
    Last updated
    12
    17
    73
    92
    Apache 2.0

  • opds-mcp

    pastukhov
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    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.
    Last updated
    4
    1
    AGPL 3.0

  • pythia-the-oracle

    eyloni
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    maintenance
    An oracle for machines that need to think sideways. Feed it a creative problem; it returns something you can't quite explain but can't stop using. Three free consultations.
    Last updated
    1
    1
    Creative Commons Attribution Non Commercial No Derivatives 4.0 International

  • Zmanim MCP Server

    ariroffe72
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    A comprehensive MCP server for calculating Jewish prayer times (zmanim) using the python-zmanim library, supporting multiple halachic opinions and global locations.
    Last updated
    6
    1
    MIT

  • MusicBrainz MCP Server

    zas
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    Enables AI assistants to query the MusicBrainz music database for artists, albums, recordings, and labels. It provides tools for advanced searches, detailed metadata retrieval, and accessing cover art information.
    Last updated
    17
    7
    GPL 3.0