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82,710 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,831 matching servers on stars, growth, downloads and maintenance. Updated .

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"Tools or techniques for controlling a browser to test code changes" matching MCP servers:

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  • A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that fuses Playwright and browser-use for browser automation testing, offering 59 tools for AI-driven exploration and precise assertions on a shared browser instance, with built-in stealth anti-detection.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A minimal MCP server with get_weather and create_ticket tools, used for testing MCP servers across protocol, unit, eval, transport, and auth layers.
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    MCP server that provides OpenRouter model pricing data, enabling price lookups, trending/cheapest lists, and model searches without an API key.
    -
  • A
    license
    A
    quality
    D
    maintenance
    A specialized testing harness that enables AI assistants to thoroughly test other MCP servers by connecting to them, discovering their tools/resources/prompts, executing test calls, and performing end-to-end validation with LLM integration.
    14
    4
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    A basic MCP server built with the FastMCP framework that provides fundamental mathematical operations like addition, subtraction, multiplication, and division. It serves as a demonstration for integrating math-based tools into MCP-compatible environments like Cursor IDE.
    4
    -
  • F
    license
    C
    quality
    D
    maintenance
    An MCP protocol test server with 35 test tools across 3 transport modes for compatibility verification, plus a development Skill for the Stepfun AI desktop assistant to help write MCP servers.
    9
    1
    -
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables agents to control a real Chromium browser with semantic tools, providing compact observations and outcome-verified actions for web interaction tasks.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server that performs mutation testing and diff scoping to score how trustworthy tests are for detecting regressions in changed code.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Converts any Python Click or Typer CLI into an MCP server automatically — zero-code transformation that introspects CLI commands and exposes them as MCP tools.
    5
    Apache 2.0
  • A
    license
    Not graded
    quality
    F
    maintenance
    提供A股实时行情、历史K线、财务报表、技术指标等全方位数据查询的MCP服务器,支持盘中即时更新及批量查询。
    25
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP-ORTools integrates Google's OR-Tools constraint programming solver with Large Language Models through the MCP, enabling AI models to: Submit and validate constraint models Set model parameters Solve constraint satisfaction and optimization problems Retrieve and analyze solution
    21
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.
    45
    MIT