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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:

  • Better Google Search Console

    houtini-ai
    A
    license
    A
    quality
    F
    maintenance
    Downloads your entire Search Console dataset into a local SQLite database, then gives your LLM a pre-built SQL query library for every standard SEO analysis type, with context available for your LLM to perform any SQL query to answer your questions and analyse for you.
    12
    21
    17
    Apache 2.0

  • eco-mcp-app

    coilyco-flight-deck
    A
    license
    A
    quality
    F
    maintenance
    An MCP server that provides live status updates for the Eco via Sirens game server, displaying meteor countdowns, player statistics, and world information directly within Claude Desktop. It also serves as a minimal reference implementation for building MCP Apps in Python without complex tooling.
    1
    1
    MIT

  • demo-app-mcp-prestamo

    dponcedeleonf
    A
    license
    A
    quality
    C
    maintenance
    MCP server demo by Banco D that shows a loan application interactive widget across six steps, demonstrating three levels of agent visibility (full, result-only, and hidden) per MCP Apps (SEP-1865). It enables users to simulate a loan request with plan selection, PIN authorization, and disbursement while controlling what the agent sees.
    9
    MIT

  • MCP App Proxyfier

    DreamShaded
    F
    license
    A
    quality
    B
    maintenance
    MCP server delivering interactive MCP Apps UI for Megamarket shopping, enabling search, product details, cart, and checkout through native interfaces within the chat.
    9

  • Ask Question MCP App

    imranbarbhuiya
    F
    license
    B
    quality
    D
    maintenance
    Provides an interactive user interface for asking questions with support for text inputs, single/multi-select options, and confirmation dialogs. It allows LLMs to gather structured input or feedback from users through a set of predefined input types.
    2

  • MCP CAD Studio

    flujo-app
    A
    license
    A
    quality
    B
    maintenance
    A parametric CAD workspace as an MCP server, enabling agents to create, edit, and manipulate 3D models through tools, with a live studio UI and STL/OBJ import/export.
    12
    612
    1
    MIT

  • MCP Audio Studio

    flujo-app
    A
    license
    A
    quality
    A
    maintenance
    An interactive digital audio workstation as an MCP server, enabling music production with a channel rack, piano roll, mixer, effects, automation, microphone recording, and offline WAV rendering.
    26
    493
    MIT

  • Weather MCP

    abhirampai
    F
    license
    B
    quality
    C
    maintenance
    Provides weather data from Open-Meteo with location search, current conditions, and forecasts, and can render an interactive dashboard directly in MCP hosts.
    3

  • drawio

    achmadya-dev
    A
    license
    A
    quality
    A
    maintenance
    MCP server for creating and editing diagrams using draw.io. Allows generating diagrams from Mermaid or XML, searching shapes, and opening them in draw.io for export.
    2
    0
    Apache 2.0

  • Opal Emu MCP

    thevalmarch
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that lets LLM agents autonomously play retro games by driving a real OpalEmu emulator in a Playwright-controlled browser, exposing tools for loading ROMs, controlling buttons, and capturing screenshots.
    6
    3
    AGPL 3.0

  • AI Diagram Maker MCP Server

    erajasekar
    A
    license
    A
    quality
    F
    maintenance
    MCP server for AI Diagram Maker — generate software engineering diagrams from natural language, code, ASCII diagram, images, or Mermaid. Inline diagram rendering using MCP apps UI and diagram URL in responses. Works with Cursor, Claude Desktop, Claude Code, and any MCP-compatible AI.
    5
    49
    8
    MIT
  • yomi by RikaiDev

    yomiofficial

    RikaiDev
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to read, reply, send images, and search LINE messages by logging in as a secondary device, without official API or browser.
    41
    189
    1
    MIT

  • glama-status-mcp

    sandraschi
    A
    license
    A
    quality
    A
    maintenance
    Daily-refreshed Glama TDQS score tracker for any MCP fleet. Scrapes per-tool grades from glama.ai, stores in SQLite with snapshot history and delta tracking, surfaces via MCP tools, Prefab cards, a 6-page web dashboard, and an LLM-powered chat interface.
    7
    2
    MIT

  • day-planner-mcp

    ryaker
    F
    license
    A
    quality
    D
    maintenance
    An MCP App that renders an interactive dashboard in Claude conversations to unify calendar events, emails, and documents into a single interface. It enables users to manage their daily schedule and perform actions like meeting preparation through bidirectional communication between the UI and the model.
    2

  • echart-mcp-view

    SpenserCai
    A
    license
    A
    quality
    B
    maintenance
    An MCP server for rendering common ECharts visualizations from structured tool arguments, exposing per-chart opener tools that map to independent HTML app resources.
    18
    15
    2
    MIT

  • gitee-mcp

    sandraschi
    F
    license
    A
    quality
    B
    maintenance
    Bridges Gitee, China's largest code hosting platform, to MCP for exploring trending repos, searching users/repos, and translating Chinese content with a local LLM.
    8
    1