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79,114 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:

  • redup.mcp-web-parser by redup-ai

    redup.mcp-web-parserofficial

    redup-ai
    A
    license
    A
    quality
    A
    maintenance
    MCP server that parses web pages into clean markdown via Crawl4AI's HTTP API, exposing parse_page and health-check tools with configurable proxy and timeout.
    2
    MIT

  • Web Search MCP

    sydasif
    A
    license
    A
    quality
    B
    maintenance
    Provides LLMs with real-time web search and content extraction capabilities, including text/news search, full-text URL reading, and targeted technical documentation search.
    3
    23
    MIT

  • Perplexity Web MCP

    jacob-bd
    A
    license
    B
    quality
    A
    maintenance
    Enables AI agents and users to query Perplexity AI's premium models (GPT-5.4, Claude 4.6 Opus, Gemini 3.1 Pro, etc.) via MCP tools, CLI, or API, with support for deep research, model council, and multi-turn conversations.
    30
    173
    MIT

  • Perplexity Web MCP

    devdotbo
    A
    license
    C
    quality
    F
    maintenance
    MCP server providing 22 tools to query Perplexity AI's premium models (GPT-5.4, Claude 4.7 Opus, etc.) with citations, source discovery, and rate limit checking for AI agents.
    23
    14
    MIT

  • App Store MCP Server

    LaurMost
    A
    license
    A
    quality
    A
    maintenance
    An open-source MCP server for live Apple App Store competitor research, enabling AI agents to search apps, fetch metadata, compare competitors, and retrieve reviews and top charts as structured JSON.
    7
    MIT

  • atlassian-browser-mcp

    tinyc0der
    A
    license
    A
    quality
    B
    maintenance
    MCP server that enables accessing Jira and Confluence using browser cookies captured via a Chrome extension, avoiding the need for API tokens or browser automation. It wraps the mcp-atlassian toolset and works with Atlassian Cloud and Server/Data Center behind SSO.
    1
    GPL 3.0

  • Subscription Sniper — AI Agent

    anmka-j
    F
    license
    A
    quality
    C
    maintenance
    An MCP-powered AI agent that audits your Gmail for recurring subscriptions, detects silent price increases, and flags unused services.
    6

  • NitroStack Calculator MCP

    harinie-4466
    F
    license
    B
    quality
    B
    maintenance
    A calculator-focused MCP server for learning NitroStack fundamentals, providing tools, resources, and prompts for basic arithmetic operations.
    10

  • brain

    sysangel
    A
    license
    A
    quality
    C
    maintenance
    A personal memory engine and MCP server that stores durable facts in markdown files managed via git, enabling hybrid search (lexical + semantic) through an MCP interface for persistent context across LLM sessions.
    3
    MIT

  • CodeQL LSP MCP Server

    flyfei-cmd
    A
    license
    A
    quality
    C
    maintenance
    Provides CodeQL language intelligence to AI agents via MCP, enabling completions, hover, definitions, references, diagnostics, formatting, and in-memory file updates for QL code.
    7
    MIT

  • MyMCP

    Sadivo
    F
    license
    A
    quality
    D
    maintenance
    Provides tools for Synology NAS operations (login, file management) and Chrome browser history/bookmark retrieval.
    4

  • colab-mcp

    kamalrana22
    A
    license
    A
    quality
    C
    maintenance
    Bridges a local AI agent to a Colab session in the browser, enabling code execution and file operations through the Model Context Protocol.
    9
    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

  • nab

    MikkoParkkola
    A
    license
    A
    quality
    A
    maintenance
    Ultra-fast web fetcher and MCP server written in Rust. Fetches any URL as clean Markdown with HTTP/3, JavaScript rendering, anti-fingerprinting, browser cookie authentication from Chrome/Firefox/Brave, and 1Password integration.
    8
    10
    MIT