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20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 4,365 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    A
    maintenance
    Enables interaction with Google Maps through a dedicated browser session, supporting searches, directions, map views, and Street View without requiring the Google Maps Platform API.
    24
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to create, list, update, share, and delete permanent 9-digit Anwani address codes through browser-based Google OAuth, using real map coordinates for address creation.
    34 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables users to generate printable 3D map models of any place on Earth from open data, including terrain, buildings, trees, water, roads, and fields, with options for tiles, colors, and browser previews via MCP tools.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables interactive glacier mapping by rendering GeoTIFFs in a browser map where users can draw and edit polygons, while AI agents access and manipulate every vertex through MCP tools. Supports exporting the resulting geometry to shapefile.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    HTTP MCP server for managing CalTopo maps from headless agents, enabling map listing, folder management, marker operations, and GPX/KML import/export without a browser.
    -
  • A
    license
    B
    quality
    A
    maintenance
    Computes fixed divination and astronomy facts for any moment — Liu Ren charts, Qimen Dunjia layouts, symbolic stem-branch directions, and the real geometric position of the Big Dipper at a given latitude/longitude — alongside multiple named birth profiles. It also assembles day-by-day candidate windows for a chosen purpose across a 1–7 day range or a full calendar year, accumulating model-filled verdicts into an offline, month-switchable HTML calendar with a local browser preview.
    8
    MIT