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78,992 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, August 2026Ranked from 2,701 matching servers on stars, growth, downloads and maintenance. Updated .

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"Testing Web App Code Changes in Browser Using LLM for Console Logs" matching MCP servers:

  • browser-for-ai

    icueth
    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.
    1
    MIT

  • API Testing MCP

    cocaxcode
    A
    license
    A
    quality
    D
    maintenance
    A lightweight, local-first MCP server for executing HTTP requests and managing API collections and environments without cloud dependencies. It enables testing APIs, handling authentication, and importing OpenAPI specifications directly within MCP-compatible workflows.
    42
    194
    4
    MIT

  • API Testing MCP

    amyzlp
    F
    license
    Not graded
    quality
    C
    maintenance
    A full-stack API automation testing server that parses OpenAPI/Swagger/Postman/HAR specs, generates comprehensive test scenarios and executable code, and provides AI-powered review and auto-fix.

  • api-testing-agent

    SHREELASYABEZAWADA
    F
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP-compatible clients to discover API endpoints from OpenAPI/Swagger specs, send HTTP requests, validate responses, and analyze status codes for automated API testing.
    1

  • Web Request MCP Server

    KS-GEN-AI
    A
    license
    A
    quality
    D
    maintenance
    A TypeScript-based MCP server that enables AI assistants to execute HTTP requests with full control over methods, headers, and body content. It facilitates seamless interaction with web APIs and endpoints through a versatile tool that handles automatic JSON formatting and response truncation.
    1
    MIT

  • Post For Me MCP Server

    DayMoonDevelopment
    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.
    703
    1
    Apache 2.0

  • goodday-mcp

    cdmx-in
    A
    license
    B
    quality
    D
    maintenance
    Goodday‑MCP is a lightweight Model Context Protocol (MCP) server designed to seamlessly integrate with the Goodday project management platform via its API v2. It enables querying of projects, tasks, and users—without altering any data—making it ideal for secure context-aware applications
    21
    2
    MIT

  • ALECS - MCP server for Akamai

    henrikaslund
    -
    license
    B
    quality
    Not graded
    maintenance
    MCP server for Akamai APIs. 198 tools covering Property Manager, Edge DNS, CPS, WAF, and reporting. Built with TypeScript, featuring modular architecture, comprehensive testing, and multi-account support. Make Akamai accessible to AI assistants.
    1
    9
    10

  • MCP Server

    Node-In-Layers
    A
    license
    Not graded
    quality
    D
    maintenance
    A Node In Layers package that simplifies creation of MCP (Model-Control-Protocol) servers with tools for defining models, adding CRUD operations, and interacting with clients.
    22
    ISC

  • MCP Web Fetch Server

    keroger2k
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables fetching content from any URL with support for different HTTP methods, custom headers, and request bodies. Designed to work with ChatGPT and other AI assistants for web scraping and API interactions.

  • mcp-http-request

    pavex
    F
    license
    A
    quality
    B
    maintenance
    Universal HTTP client tool for LLM agents. Enables Claude and other MCP-compatible agents to perform GET, POST, PUT, DELETE, and other HTTP requests to any URL, including localhost and internal network addresses.
    2

  • MCP Server with Authentication

    ahmad-act
    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