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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:

  • Code-Fundi MCP Server by Code-Fundi

    Code-Fundi MCP Serverofficial

    Code-Fundi
    A
    license
    A
    quality
    A
    maintenance
    A production-grade MCP server for the Code-Fundi API, enabling AI agents to map codebases, search semantically, and analyze blast radius. It provides tools for repository management, AI-powered research, and impact analysis before shipping changes.
    27
    84
    1
    MIT

  • Web Researcher MCP

    zoharbabin
    A
    license
    A
    quality
    A
    maintenance
    MCP server for AI-powered web research — search (Google, Brave, Serper, SearXNG), scrape any page, extract PDFs/DOCX/YouTube transcripts, academic & patent search. Single Go binary. Works with Claude, Cursor, Copilot, and any MCP client.
    25
    52
    MIT

  • perplexity-web-mcp

    quequiere
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that enables AI assistants to perform web searches on Perplexity.ai using browser automation instead of an official API. It supports persistent authenticated sessions and returns search results along with cited sources directly to the client.
    3
    34
    8
    MIT

  • material-web-mcp

    shanthropic
    A
    license
    A
    quality
    C
    maintenance
    Provides programmatic access to Material Web documentation and components for AI agents, enabling documentation search, template generation, and HTML validation.
    7
    16
    1
    MIT

  • The Web MCP

    bright-cn
    A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to access real-time web data through search, markdown scraping, and browser automation while bypassing anti-bot protections. It provides tools for web research, e-commerce monitoring, and data extraction from across the globe.
    4
    6,103
    6
    MIT

  • MCP Error Relay

    purelledhand
    A
    license
    A
    quality
    C
    maintenance
    Relays error logs from other MCP servers when an LLM call fails and the returned error message is unclear, helping the model handle errors more intelligently.
    3
    9
    MIT
  • AGS Extend SDK MCP Server by AccelByte

    AGS Extend SDK MCP Serverofficial

    AccelByte
    A
    license
    A
    quality
    A
    maintenance
    Provides AI coding assistants with access to AccelByte Gaming Services (AGS) Extend SDK functions and models through searchable symbols and detailed documentation. Helps generate SDK code by exposing context about available functions, models, and templates for creating Extend app projects across multiple languages (Go, C#, Java, Python).
    2
    Apache 2.0

  • superFetch MCP Server

    j0hanz
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that fetches web pages and extracts clean, AI-friendly Markdown content using Mozilla Readability. It provides secure web access for LLMs with built-in SSRF protection and automated content cleaning for improved context retrieval and summarization.
    1
    314
    MIT
  • Pushpad MCP by pushpad

    Pushpad MCPofficial

    pushpad
    A
    license
    A
    quality
    B
    maintenance
    Enables sending web push notifications and managing Pushpad resources (notifications, subscriptions, projects, and senders) through natural language, using the Pushpad API.
    19
    1
    MIT

  • DB Timetable MCP Server

    jorekai
    A
    license
    A
    quality
    D
    maintenance
    Provides access to Deutsche Bahn train timetables, station information, and schedule changes through Model Context Protocol tools and resources.
    4
    75
    17
    MIT

  • astrograph

    Thaylo
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that detects duplicate code using AST graph isomorphism, blocking writes of structurally identical code to reduce redundancy.
    12
    8
    MIT

  • MCP Files

    OrionPotter
    A
    license
    A
    quality
    Not graded
    maintenance
    Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere with tools for reading code blocks, searching/replacing text, and making precise line-based modifications.
    3
    11