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82,780 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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  • A
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    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
    Middleware that converts a serverless handler with OpenAPI spec into an MCP endpoint following stateless MCP principles.
    15
    34
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Converts natural language queries into valid GraphQL queries and executes them against GraphQL APIs. Includes schema introspection, query validation, execution with authentication, and query history tracking.
    5
    25
    -
  • A
    license
    C
    quality
    D
    maintenance
    Implements a secure MCP server with API Key and JWT authentication, providing tools like echo, login, secure_action, and admin_action. Includes MCP Inspector integration for testing and debugging.
    1
    3
    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
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    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
  • 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
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    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.
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  • F
    license
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    quality
    D
    maintenance
    Converts any REST API endpoints into MCP tools, enabling AI clients like Cursor and Claude Desktop to call internal services directly.
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  • A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server for validating JSON against schemas, checking email deliverability, verifying URLs, assessing data quality, and validating API responses using RFC-compliant checks and heuristic analysis.
    12
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Webhook management and debugging. Validate signatures, log events, replay, and analyze webhook traffic.
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    The Stripe Model Context Protocol server allows you to integrate with Stripe APIs through function calling. This protocol supports various tools to interact with different Stripe services.
    17,353
    1,790
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