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115,036 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 matching servers on stars, growth, downloads and maintenance. Updated .

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    A server that enables retrieval of Sentry issues through two simple tools - get a specific issue by URL/ID or get a list of issues from a project.
    2
    29 npm
    5
    MIT
  • A
    license
    A
    quality
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    maintenance
    Bridges web browsers and Claude Code for seamless debugging workflows by receiving debug data from browser widgets and exposing it to Claude Code via MCP protocol.
    10
    MIT
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    license
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    quality
    B
    maintenance
    Enables agents to inspect localhost web applications through Chrome DevTools Protocol by listing Chrome targets, attaching to a page, capturing and querying network, console, navigation, and WebSocket events, and managing ephemeral sessions.
    8
    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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    Enables AI agents to manage Google Play Console reviews and Android app releases, including replying to reviews, promoting releases, managing staged rollouts, and checking crash/ANR vitals.
    44
    84 npm
    2
    MIT
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    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
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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
  • A
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    A
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    maintenance
    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
    8 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
    20 npm
    MIT
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    maintenance
    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
    89 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to directly inspect and debug embedded hardware: reading/writing serial ports and bus devices, auto-detecting baud rates, parsing Modbus/NMEA/custom binary frames, plus diagnosing failures through a 45-rule fault-pattern library, error-code tables, and compile/flash error translation. Also provides pin-conflict checking, register and Cortex-M fault decoding, pre-validated driver and component selection libraries, board knowledge, and guarded flashing with post-flash byte-level verification.
    59
    MIT
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    quality
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    maintenance
    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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    maintenance
    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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    Enables AI agents to query Google Search Console and Bing Webmaster Tools data for verified properties, covering clicks, impressions, CTR and rankings by query or page, URL index inspection, sitemap listing and submission, and Bing crawl issues and traffic stats. It runs as a hosted remote MCP server, so nothing is installed locally.
    MIT
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    An MCP server that uses SWI-Prolog for logical deduction to find root causes of errors in service dependencies, enabling root cause analysis, impact analysis, and cycle detection.
    1
    Creative Commons Zero v1.0 Universal
  • A
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    Enables AI agents to access Google Search Console search performance and index health data, including clicks, impressions, rankings, URL inspection, and sitemap management.
    19 npm
    MIT
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    Not graded
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    maintenance
    Streams browser DevTools console, network, storage, and performance data to your IDE's AI agent for real-time debugging and analysis.
    11 npm
    1
    MIT
  • A
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    Not graded
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    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.
    1,444 npm
    MIT
  • A
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    Not graded
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    maintenance
    Deterministic web page change monitoring MCP server (cat1_diff_page & cat1_schedule_monitor) with noise filtering and SHA-256 cryptographic audit trails. Free single-page diff trials without API key; 24/7 scheduled monitoring available via https://toplformater.click (USD 29/mo, 7-day no-card free trial).
    MIT
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    Enables AI-powered debugging through structured logging with pattern recognition and intelligent analysis. Allows applications to write structured logs and receive actionable debugging insights based on error patterns and frequency analysis.
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  • F
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    Enables Windows-based AI assistants to run Oculus/Meta Quest Link diagnostics, capture VR screenshots and telemetry, inspect headset/controller state, and apply reversible performance-tuning and Link settings.
    -
  • A
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    A
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    maintenance
    Provides AI agents with read-only access to Google Search Console data, including search analytics, index coverage, and sitemap status. It enables users to query clicks, impressions, and ranking performance or check URL indexing status through natural language.
    4
    121 npm
    9
    MIT
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    Enables managing releases, monitoring Android vitals, analyzing earnings and search terms, optimizing ASO, and preflighting store assets through natural language, with a confirmation gate before destructive writes.
    170
    56 PyPI
    2
    Apache 2.0