Skip to main content
Glama
82,883 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,831 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Debugging Chrome and HTML for Use with Playwright" matching MCP servers:

GET /v1/servers — MCP directory API reference
  • 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
    -
  • A
    license
    B
    quality
    C
    maintenance
    MCP server providing emulator control for a loopback-only DOSBox-X QMP server, with tools for keyboard input, memory reads, screenshots, and state snapshots to complement Ghidra's GDB TraceRMI debugging.
    13
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that gives an LLM full control over a VMware-hosted Windows VM: lifecycle, snapshots, remote execution, file transfer, and kernel debugging.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A Model Context Protocol (MCP) server that provides safe, read-only access to Kubernetes resources for debugging and inspection. Built with security in mind, it offers comprehensive cluster visibility without modification capabilities.
    44
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables natural language management of Docker containers, images, networks, and volumes with support for both local and remote Docker engines. Features automated container composition, debugging capabilities, and persistent data management through an intuitive conversational interface.
    GPL 3.0
  • F
    license
    Not graded
    quality
    A
    maintenance
    A free native MCP server for running, understanding, and debugging Linux containers on macOS using Apple's container tool, with audit trail and configurable safety modes.
    6
    -
  • F
    license
    A
    quality
    B
    maintenance
    A self-hosted MCP server providing a governed interface for AI agents to interact with local Docker infrastructure, featuring a two-phase confirm protocol for state-changing operations and append-only audit logging.
    4
    -
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for Proxmox VE and Proxmox Datacenter Manager, covering every API endpoint via six consolidated tools for list, describe, and call operations with a read-only safety gate.
    6
    31
    1
    AGPL 3.0
  • A
    license
    A
    quality
    C
    maintenance
    Wraps the Docker Engine API as MCP tools for container and image management. Reduces token consumption by providing typed tools with default summaries and field selection.
    17
    472
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server for conducting Linux binary analysis and guest system forensics within QEMU virtual machines. It enables automated VM lifecycle management, memory dumping, and interactive debugging workflows for analyzing processes and artifacts.
    22
    2
    -
  • A
    license
    B
    quality
    C
    maintenance
    MCP server for managing Docker containers, images, and Compose services via natural language, with configurable tool permissions and safety annotations.
    16
    MIT