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20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,831 matching servers on stars, growth, downloads and maintenance. Updated .

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  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables interaction with Google Kubernetes Engine (GKE) to list clusters, manage node pools, and retrieve server configurations. It includes automated scripts for deploying and testing sample applications across multiple GKE Autopilot clusters.
  • F
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol (MCP) server that interfaces with the Apache YuniKorn Scheduler, allowing AI agents to observe and reason about Kubernetes batch workload resource management, queue hierarchies, and application states.
    7
    10
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to operate a real, private, local Docker-based computer with durable files, terminal access, web research, and a persistent browser or desktop. It supports multiple agent clients via MCP or OpenAPI, with live viewing and human takeover.
    3
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP server for managing Docker containers, images, networks, volumes, and Compose projects via Arcane, exposing a single 'arcane' tool for read/write operations over stdio or HTTP.
    3
    AGPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    A Model Context Protocol server that lets AI assistants query multiple Kubernetes clusters simultaneously using natural language.
    3
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server for Nutanix Virtual Machine Management APIs, enabling users to manage VMs, images, alerts, and logs via natural language through a CLI chatbot or any MCP client.
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to query build/deploy status and request operations on a self-hosted Docker/Compose deployment platform, with Observer and Operator skills and approval-based write actions.
  • A
    license
    A
    quality
    A
    maintenance
    More than just an MCP server that covers the entire range of Docker management tasks, it helps you create workflows to easily manage your Docker environments at scale. It allows you manage multiple local or remote (TCP, TLS, SSH) docker instances and exposes things like logs and stats as resources so that you can monitor and triage all of them.
    2
    164
    4
    MIT
  • 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
    D
    maintenance
    A read-only MCP server that provides visibility into Parallels Remote Application Server infrastructure, policies, and sessions through the RAS REST API. It enables AI assistants to query site settings, published applications, and license status without performing any modifications.
    41
    1
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Read-only MCP adapter for the Dockhand REST API, enabling secure querying of container environments, networks, stacks, and runtime status via STDIO or authenticated HTTP.
    8
  • 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
  • A
    license
    A
    quality
    C
    maintenance
    Enables users to interact with container registries through the ORAS CLI, providing information about container images, platforms, and signatures via natural language queries.
    7
    Apache 2.0