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118,353 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,247 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
    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
    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
    D
    maintenance
    MCP server that integrates with Coolify to let AI assistants manage Coolify instances via a clean toolkit wrapping the official REST API.
    35
    416 npm
    7
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    Enables AI agents to control GNS3 network emulation labs. Supports building topologies, managing devices, capturing packets, and automating device CLIs.
    100
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables running ephemeral Kubernetes Jobs/pods with caller-chosen images and commands, returning results and artifacts while automating cleanup. Supports synchronous and background execution, repository cloning, and strict security controls.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Docker Helper MCP server that provides tools for automating Docker tasks such as generating Dockerfiles, parsing docker-compose files, and optimizing images.
    4 npm
    27 PyPI
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to fully control an Android emulator via MCP, including UI interaction, screenshots, APK installation, logging, and clipboard access, with optional live browser viewing for humans.
    2
    MIT
  • 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
    C
    maintenance
    Enables an AI agent to view and control VMware vSphere VM consoles—screen, mouse, and keyboard—through vCenter, without installing anything in the guest.
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to inspect pending updates and service health for Proxmox VE VMs and containers, then take snapshots, apply official updates, reboot, and roll back under tag-based permissions and human-confirmed risky actions.
    4
    11
    16
    Apache 2.0
  • 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
    187 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
    B
    maintenance
    Enables AI coding agents to safely run commands, install dependencies, test, and modify code inside disposable, policy-enforced Docker sandboxes isolated from the host, returning results and diffs.
    15
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    VMware vSphere compliance and hardening — read-only baseline scanning plus drift detection across CIS, DISA STIG, vSphere SCG, China DJCP 2.0, and PCI-DSS frameworks. Includes LLM-powered remediation suggestions; apply-side gated through the vmware-pilot approval workflow.
    8
    306 PyPI
    4
    MIT
  • A
    license
    A
    quality
    B
    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
    B
    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
    334 PyPI
    4
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI coding agents to safely execute commands, run tests, and modify project files inside disposable, policy-enforced Docker sandboxes that are isolated from the host machine and its credentials.
    15
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for managing Proxmox VE resources, VM/CT lifecycle, snapshots, backups, and clones via natural language.
    23
    MIT