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112,930 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
    A
    quality
    D
    maintenance
    Automated Playwright E2E test repair powered by a self-improving, governed MCP server that runs failing tests, collects failure artifacts, reasons about root causes, validates and applies fixes, and re-runs to verify.
    12
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables critique-only analysis of Playwright test-suite hygiene through MCP tools that scan a repository, review pasted code snippets, explain individual rules, and list rules—always returning findings, open questions, and disclaimers rather than an approval.
    118 npm
    4
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables live pub.dev search, official Flutter/Dart references, static project diagnostics, workflow generation, dependency vulnerability scanning, and an SVG-Edit + Playwright icon workflow through MCP.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Serves a deterministic UI knowledge graph over MCP so coding agents can query verified Playwright locators, routes, screens, actions, and transitions instead of re-reading the DOM. Enables test generation from role, label, and framework-native attributes without data-testid attributes or destructive clicks.
    233 npm
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Lets AI agents ask which tests a Playwright or Vitest project contains, which are skipped and why, by reading the test source files statically. Nothing is executed, written, or sent over the network, and answers come back as paged JSON with summaries, filters, and scan diagnostics.
    4
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Lets a local AI agent scan a repository to map user flows against their Playwright end-to-end coverage, stand up and tear down a Docker-based local test environment, and write or run the missing specs. It also embeds video, trace, and step-list evidence into a local viewer synced to the flow graph.
    MIT