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112,529 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 4,794 matching servers on stars, growth, downloads and maintenance. Updated .

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    Relays error logs from other MCP servers when an LLM call fails and the returned error message is unclear, helping the model handle errors more intelligently.
    3
    4 npm
    MIT
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    quality
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    Enables LLM agents to search and analyze Elasticsearch logs for errors, detect recurring patterns, analyze error-rate trends, and retrieve full trace context through MCP tools.
    6
    MIT
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    An MCP server for streaming and searching macOS Console.app and iOS device logs, enabling real-time log access and debugging through natural language.
    14
    18 npm
    1
    MIT
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    Captures browser console messages (log, warn, error, etc.) and makes them available to AI language models like Claude Code and Gemini CLI for seamless debugging and development.
    4
    13 npm
    MIT
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    Streams browser DevTools console, network, storage, and performance data to your IDE's AI agent for real-time debugging and analysis.
    6 npm
    1
    MIT
  • F
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    Enables searching and analyzing Kibana logs through Dev Tools console proxy using only Kibana credentials, with tools for overviews, patterns, anomaly explanations, traces, and query DSL access.
    14
    -
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    A read-only MCP server for Google Search Console that lets you query search performance data, sitemaps, and URL index status from any MCP client.
    5
    MIT
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    An MIT MCP server and CLI with 43 tools for Search Console, the App Store, Google Play and WordPress.org. A missing row is reported as unknown, never as zero.
    43
    30 npm
    MIT
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    quality
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    Enables managing a Google Play Console app directly from an MCP client: inspecting and shipping releases and staged rollouts, uploading bundles and deobfuscation files, reading Android vitals and anomalies against Google's thresholds, handling reviews and replies, editing store listings and images, managing testers, and checking Digital Asset Links for Trusted Web Activities. Writes are enabled but guarded with dry runs, validate-only edits, and explicit production confirmation.
    41
    1
    MIT
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    Enables an agent to list properties, pull clicks, impressions, CTR and position grouped by query, page, country, device or date, review and inspect sitemaps and URLs, and optionally submit or delete sitemaps via the Google Search Console API. It is stateless and credential-free, taking the Google access token from each request's bearer header so a single instance can serve many accounts behind an auth proxy such as Nango.
    MIT
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    quality
    B
    maintenance
    Enables AI agents to access Google Search Console search performance and index health data, including clicks, impressions, rankings, URL inspection, and sitemap management.
    20 npm
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables read-only access to Google Search Console, Bing Webmaster Tools, and PageSpeed Insights, allowing queries for analytics, sites, sitemaps, inspections, crawl issues, and page speed analysis via natural language.
    1,619 npm
    MIT
  • A
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    A
    quality
    A
    maintenance
    Connects AI assistants to a site owner's search performance data, letting them ask in plain language about clicks, queries, pages, indexing and sitemaps and get back structured results. Runs locally with your own credentials, read-only by default, and validates requests up front so the API's silent empty-result and terse-error quirks are caught before they mislead.
    22
    106 PyPI
    9
    MIT
  • A
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    A
    quality
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    maintenance
    Enables AI agents to monitor and debug browser runtime errors, console logs, and page diagnostics in real time via a Chrome extension and local MCP server.
    4
    MIT