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82,883 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
    B
    maintenance
    A CDP-native MCP server that lets AI agents drive a real Chrome browser with deep network/console inspection, robust page interaction, and the ability to reverse-engineer a site's API flow into runnable code with dependency chaining and replay verification.
    149
    3
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A standalone proxy that transforms any OpenAPI or Swagger-described REST API into an MCP server by mapping API operations to executable MCP tools. It enables AI clients to interact with existing web services through automated HTTP requests based on their official documentation.
    103
    16
    MIT
  • A
    license
    Not graded
    quality
    Not graded
    maintenance
    Automatically converts Swagger/OpenAPI specifications into dynamic MCP tools, enabling interaction with any REST API through natural language by loading specs from local files or URLs.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    An end-to-end test MCP server built with FastMCP that exposes a REST API as a set of tools for AI agents. It enables LLMs to perform CRUD operations on an upstream API by mapping HTTP methods to MCP tools.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides AI agents and LLMs access to the Nikola TEST MCP API through standardized MCP tools for seamless integration and interaction.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that mocks payments, third-party API responses, and test data to enable QA flows for donation, checkout, SIP, and subscription pages without depending on a live gateway.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides AI agents and LLMs access to the test 12 API (Petstore Swagger) through standardized MCP tools for seamless integration and interaction.
    -
  • A
    license
    A
    quality
    D
    maintenance
    A comprehensive suite of HTTP and API testing tools that enables AI agents to perform requests, check endpoint health, and decode JWTs. It also provides utilities for URL parsing and detailed security analysis of HTTP response headers.
    5
    55
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to call real API endpoints and verify responses against OpenAPI specs, supporting contract testing, auth presets, spec diffing, and health checks.
    8
    0
    MIT
  • F
    license
    C
    quality
    C
    maintenance
    MCP server that fetches API responses and generates ready-to-use model/POJO classes in your configured language, with built-in login/refresh token handling.
    3
    -
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to interact with the Post For Me API, allowing them to explore endpoints, make test requests, and use documentation to help integrate this SDK into your application.
    1,930
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Auto-generates MCP tools from your OpenAPI spec, allowing natural language interaction with any API via configurable headers and serverless deployment.
    103
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A bridge that enables any LLM to access and interact with documented REST APIs through the Model Context Protocol (MCP).
    14
    6
    MIT