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20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 matching servers on stars, growth, downloads and maintenance. Updated .

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  • F
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    Not graded
    quality
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    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.
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  • F
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    Not graded
    quality
    C
    maintenance
    Enables AI assistants to manage Google Cloud Batch HPC jobs and Compute Engine VMs through conversational prompts, including submitting jobs, provisioning instances, and retrieving diagnostics.
    -
  • 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
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  • A
    license
    A
    quality
    D
    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
  • A
    license
    B
    quality
    C
    maintenance
    Enables asking in plain language about a Proxmox VE cluster's guests, backups, snapshots and resource pressure, and starting, cleanly shutting down or rebooting VMs and containers or taking snapshots from the same chat. Every change requires a one-time confirmation code, and no tool can delete a guest, restore a backup or roll back a snapshot.
    6
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Exposes MCP tools that start, query, signal and approve durable Temporal workflows which diagnose and remediate broken Kubernetes pods, so a crashed or restarted server simply re-attaches to the same deterministic heal instead of losing state or applying a fix twice.
    MIT
  • A
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    quality
    C
    maintenance
    Enables AI clients speaking MCP over stdio to query a self-hosted Sencho hub read-only, listing nodes, stacks, container health, update and rollback readiness, and fleet health with no write, log, file, or shell tools.
    AGPL 3.0
  • A
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    quality
    B
    maintenance
    Enables agents and humans to lease exclusive Android emulator sessions for bounded periods via MCP or HTTP, with a live web UI for watching or taking over active sessions.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    This MCP server enables answering vantage-relative reachability questions about a Docker host, resolving which service address works from the host, a named network, or a specific container. It reads live Docker runtime state and probes services to report the correct address or explain precisely why none is available.
    MIT
  • A
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    quality
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    maintenance
    A Model Context Protocol server that lets AI assistants query multiple Kubernetes clusters simultaneously using natural language.
    3
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A read-only MCP server that lets Claude query a VMware vCenter environment through the vSphere REST API, listing virtual machines, ESXi hosts, clusters, datastores, networks, datacenters, resource pools, and folders. It issues only GET requests and can run over stdio or authenticated Streamable HTTP, so inventory questions can be answered without any risk of changing the environment.
    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.
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  • 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.
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  • A
    license
    A
    quality
    C
    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
  • A
    license
    A
    quality
    B
    maintenance
    GenieACS-MCP is a Go-based MCP server that bridges any GenieACS (TR-069 ACS) instance, exposing device data, firmware management, and CPE actions (reboot, parameter refresh, firmware download) over JSON-RPC
    12
    294 npm
    19
    GPL 3.0
  • A
    license
    A
    quality
    B
    maintenance
    Install and manage a self-hosted XNS Relayer — S3-compatible distributed object storage — conversationally over stdio. 15 tools cover prerequisites, account registration, install, claim, health, VPD configuration, S3 verification, CLI credentials, settings, restart, and backups.
    15
    138 npm
    3
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    A Model Context Protocol server for the resQ emergency response system that integrates with digital twin simulations and coordination engines. It allows users to trigger simulations, generate deployment strategies, and monitor real-time drone status for incident response analysis.
    3
    2
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    VMware workflow orchestration — multi-step state machine with approval gates, audit logging, and conditional execution. Coordinates cross-skill workflows like clone-and-test or compliance-scan-and-remediate across the VMware MCP skill family.
    13
    253 PyPI
    4
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Enables unified administrative control over Cloudflare, Porkbun, Docker, Proxmox VE, Nginx Proxy Manager/NPMPlus, Uptime Kuma, Authentik, and Coolify. Exposes service discovery and action execution through three MCP tools with roughly 150 cataloged operations for managing DNS, containers, VMs, proxies, monitors, users, and related infrastructure.
    3
    -
  • F
    license
    A
    quality
    D
    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
    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
    4 npm
    MIT
  • A
    license
    A
    quality
    C
    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
    6 npm
    2
    AGPL 3.0
  • A
    license
    A
    quality
    D
    maintenance
    A read-only MCP server for Proxmox VE that provides AI assistants with structured visibility into cluster nodes, guests, storage, and Docker workloads. It is designed to prevent any mutating operations by construction.
    12
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Universal Docker MCP server for AI assistants (Cursor, Claude Desktop). Manage Docker containers, execute commands, query databases, and handle environment configurations — all through natural language.
    10
    349 npm
    MIT