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91,230 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 3,330 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    B
    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
  • A
    license
    Not graded
    quality
    D
    maintenance
    Streams browser DevTools console, network, storage, and performance data to your IDE's AI agent for real-time debugging and analysis.
    5 npm
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides read-only access to OpenFolio data, enabling catalog, holdings, grid, and log queries without placing orders.
    4
    38 npm
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    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
    -
  • F
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to query Island Enterprise Browser Management API for administrator actions, audit events, compromised credentials, and device inventory via four read-only tools.
    4
    -
  • A
    license
    A
    quality
    D
    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
    2 npm
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A secure MCP server for Grafana that provides read-only access by default, with a separate write-capable command for mutations.
    29
    3
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Patent-pending diagnostic + decisions-ledger engine for any host software system — operator briefs and a severity-gated MCP console.
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to search, summarize, and inspect Kibana/OpenSearch Dashboards logs through the user's logged-in browser session, eliminating the need for API keys or service accounts.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to query AWS CloudWatch metrics, alarms, and logs read-only via MCP, providing rapid health snapshots and triage without console navigation.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Multi-site analytics for AI agents — GA4, Google Search Console, Cloudflare edge, PageSpeed, and audit insights across all your websites as tools.
    15 npm
    MIT