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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:

  • Better Google Search Console

    houtini-ai
    A
    license
    A
    quality
    F
    maintenance
    Downloads your entire Search Console dataset into a local SQLite database, then gives your LLM a pre-built SQL query library for every standard SEO analysis type, with context available for your LLM to perform any SQL query to answer your questions and analyse for you.
    12
    21
    17
    Apache 2.0

  • search-console-mcp

    sudomichael
    A
    license
    A
    quality
    B
    maintenance
    Google Search Console for Claude, Cursor & any MCP client — one sign-in, 30 seconds, no Google Cloud project. Six read-only tools (search analytics incl. Google Discover, period comparison with computed deltas, batch URL inspection, sitemaps) plus five built-in SEO analyses as slash-commands. Tokens stay on your machine. MIT.
    6
    96
    6
    MIT

  • mcp-search-console

    apexradius
    A
    license
    A
    quality
    B
    maintenance
    Multi-account Google Search Console MCP server enabling AI assistants to query multiple GSC accounts by name in a single session, with support for OAuth and service accounts.
    17
    MIT

  • search-console-mcp

    devbyray
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for Google Search Console, enabling querying site performance, URL inspection, sitemaps, and more via typed tools with OAuth authentication.
    2,582
    MIT

  • Google Search Console MCP

    A1-x-Tech
    A
    license
    A
    quality
    A
    maintenance
    MCP server for the Google Search Console API. Enables search performance analytics, sitemap management, URL index inspection, and property management through natural language.
    12
    371
    MIT

  • gamma-app-mcp

    cphoskins
    A
    license
    A
    quality
    C
    maintenance
    Enables generating presentations, documents, webpages, and social posts via Gamma's API with full parameter surface including templates, folders, headers/footers, and email sharing.
    6
    MIT

  • Google Search Console MCP

    jcd3dr
    A
    license
    A
    quality
    B
    maintenance
    This MCP server provides tools to query Google Search Console data, including search analytics, URL inspection, sitemap management, and site listing. It enables AI assistants to retrieve SEO performance metrics and manage sitemaps through natural language.
    5
    MIT

  • Google Search Console MCP

    Mrshahidali420
    F
    license
    A
    quality
    A
    maintenance
    An MCP server that enables AI agents to manage Google Search Console properties, including checking index status, requesting indexing, submitting sitemaps, and pulling search analytics with per-property quota tracking.
    15
    3
  • LLM Pulse MCP Server by LLM-Pulse

    LLM Pulse MCP Serverofficial

    LLM-Pulse
    A
    license
    A
    quality
    B
    maintenance
    Monitors brand mentions, citations, sentiment, competitor share of voice, and GEO performance across AI search engines.
    1
    MIT

  • Google Search Console MCP

    surendranb
    A
    license
    A
    quality
    A
    maintenance
    Transforms raw Google Search Console signals into actionable marketing insights, such as detecting cannibalization, segmenting search intent, and identifying citation opportunities, for any MCP-compliant AI agent.
    10
    38
    MIT

  • Google Search Console (GSC)

    amirjahfar1
    A
    license
    A
    quality
    C
    maintenance
    Connects Google Search Console to AI assistants, enabling natural language queries for SEO data, indexing audits, sitemap management, and full site audits.
    20
    MIT

  • flin-google-search-console-mcp

    flin-agency
    A
    license
    B
    quality
    B
    maintenance
    Read-only MCP server for Google Search Console, with browser-based OAuth flow and local token storage, enabling querying search analytics, site lists, and URL inspection.
    8
    MIT

  • google-search-console-mcp

    locomotive-agency
    A
    license
    Not graded
    quality
    A
    maintenance
    MCP server for Google Search Console API that enables querying search analytics, managing sites, inspecting URLs, and supporting domain delegation via service accounts.
    MIT