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113,101 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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  • A
    license
    B
    quality
    A
    maintenance
    Enables AI agents to query self-hosted product analytics, investigate changes with evidence and coverage checks, and use optional management tools for saved reports, goals, and keys.
    20
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude Code to run multi-round grilling sessions in a browser UI, publishing rounds of questions with options and recommendations that users answer with buttons or free text. Supports per-question asides (re-pitch, visual diagram, plain-language explainer), chat notes between rounds, and a polling contract so sessions can stay open without blocking the client.
    20 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Applied AI Product Managers to scope financial-services and retail-banking AI engagements by searching proven use-case patterns, estimating ROI, flagging regulatory compliance considerations, and turning workshop notes into structured problem statements.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables LLM clients to answer prospect questions about Timers Studio, a professional broadcast timer platform, with first-party data on competitive positioning, use cases, personas, and recommended plans.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables coding agents to generate investor-grade business strategy artifacts — SWOT, Business Model Canvas, TAM-SAM-SOM, financial forecasts, pricing and competitive analyses — plus shareable investor decks from a single business idea, with built-in strategy chat and credit balance tools. All 8 tools are exposed over stdio MCP so agents can run research, generation, and deck creation themselves without a browser or human in the loop.
    34 npm
    1
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables running multi-perspective synthetic consumer focus groups that simulate persona interviews to gauge market sentiment. Delivers deterministic, JSON-schema-validated results over the Model Context Protocol for use in autonomous research pipelines and multi-agent workflows.
    7
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