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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:

  • unraid-code-mode-mcp

    jmpijll
    A
    license
    A
    quality
    B
    maintenance
    A code-mode MCP server for the Unraid 7.2+ GraphQL API that exposes search and execute tools, allowing LLM agents to introspect and call any GraphQL field via sandboxed JavaScript.
    2
    1
    MIT

  • @skynode/mcp

    zampou-code
    A
    license
    A
    quality
    B
    maintenance
    Read-only MCP server to list your SkyNode servers and check their status (IP, state, region, expiry). It does not modify or control servers.
    2
    MIT

  • dosbox-x-mcp

    md0-code
    A
    license
    A
    quality
    B
    maintenance
    Enables headless control of a DOSBox-X guest, including memory reading and patching, framebuffer capture, input injection, and live code tracing without interfering with the host desktop.
    26
    MIT

  • DevContainer MCP Server

    Siddhant-K-code
    A
    license
    B
    quality
    D
    maintenance
    Enables AI-powered creation, configuration, and management of DevContainer environments using natural language prompts. Supports 11+ templates for popular development stacks and provides container lifecycle operations through VS Code, Cursor, or any MCP-compatible editor.
    6
    2
    MIT

  • boxes-mcp

    EF-Code
    A
    license
    B
    quality
    B
    maintenance
    Enables managing GNOME Boxes virtual machines through libvirt/virsh, including lifecycle operations, snapshots, screenshots, and capability-gated keyboard, mouse, clipboard, and drag-and-drop interactions.
    19
    MIT

  • Node.js Sandbox MCP Server

    alfonsograziano
    F
    license
    Not graded
    quality
    C
    maintenance
    Enables running arbitrary JavaScript code in isolated Docker containers with on-the-fly npm dependency installation, supporting both ephemeral one-shot executions and persistent sandbox environments.
    69
    156

  • CO2 Sensor MCP Server

    cyberomusubi
    F
    license
    Not graded
    quality
    D
    maintenance
    A Node.js application that provides a JSON-RPC interface to interact with CO2 sensor data, working in both simulation mode and with real Raspberry Pi Pico hardware connections.
    3

  • k8s-ops-mcp-server

    harish235
    F
    license
    A
    quality
    C
    maintenance
    Connects Claude Desktop to any Kubernetes cluster, enabling natural language queries for diagnostics and operations such as listing pods, viewing logs, scaling deployments, and more.
    8

  • ProDisco

    harche
    A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to interact with Kubernetes clusters through progressive disclosure, where agents discover TypeScript modules via filesystem, write and execute code, and receive summarized console output for cluster management tasks.
    2
    14
    2
    MIT
  • anyvm-mcp by anyvm-org

    anyvm-mcpofficial

    anyvm-org
    A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to run, manage, and debug BSD/Illumos VMs through natural language. Supports creating FreeBSD, OpenBSD, NetBSD, and OmniOS VMs, executing commands inside them, accessing console logs, and managing snapshots.
    7
    1
    MIT
  • KVMFleet MCP Server by KVMFleet

    KVMFleet MCP Serverofficial

    KVMFleet
    A
    license
    A
    quality
    C
    maintenance
    Read-only MCP server that allows AI assistants to query and monitor KVM Fleet devices, audit logs, and console sessions through the official REST API.
    5
    14
    1
    MIT

  • vphone-mcp

    pluginslab
    F
    license
    A
    quality
    D
    maintenance
    Enables programmatic control and AI-driven E2E testing of iOS virtual machines by exposing display, touch input, and navigation tools. It provides hardware key emulation, app navigation, and raw touch interactions with inline screenshot feedback for real-time visual context.
    17
    32

  • openstack-mcp

    abhishekambad-leapswitch
    A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to inspect and manage OpenStack clouds, including listing instances, checking quotas, and retrieving console logs. It supports opt-in write operations for creating and deleting servers, with a read-only default.
    12
    MIT