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78,993 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, August 2026Ranked from 2,701 matching servers on stars, growth, downloads and maintenance. Updated .

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"Testing Web App Code Changes in Browser Using LLM for Console Logs" 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.

  • gallica-mcp

    nestordemeure
    A
    license
    A
    quality
    B
    maintenance
    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.
    3
    1
    Apache 2.0
  • 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

  • sajuMCP

    molpass
    A
    license
    A
    quality
    C
    maintenance
    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.
    1
    25
    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

  • 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

  • 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.
    34
    108
    28
    MIT

  • Zmanim MCP Server

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

  • existdb-mcp

    orazionelson
    A
    license
    A
    quality
    D
    maintenance
    MCP server that connects Claude to eXist-db, enabling XQuery execution, offline documentation lookup, and collection management for digital humanities projects using TEI/XML.
    12
    6
    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

  • tuvi-mcp

    MaoBui2907
    A
    license
    A
    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.
    3
    1
    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

  • Bibliomantic MCP Server

    d4nshields
    A
    license
    C
    quality
    C
    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.
    4
    2
    MIT