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20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,678 matching servers on stars, growth, downloads and maintenance. Updated .

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    maintenance
    Enables LLMs to manage Kasm Workspaces sessions, including creating, destroying, pausing, resuming, screenshotting, dispatching commands, and sharing view-only links, with opt-in administration of users, groups, and registries.
    10
    MIT
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    license
    B
    quality
    F
    maintenance
    Provides a secure MCP interface to execute commands inside Docker Compose service containers, with real-time output capture and configurable timeouts.
    1
    285 npm
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables local MCP access to attach to isolated backend environments, monitor runtime health/logs, check security posture, manage snapshots and diffs, audit events, and view sanitized remote inventory.
    8 npm
    Apache 2.0
  • A
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    quality
    A
    maintenance
    Exposes tools over stdio that let an AI agent create disposable Docker sandboxes to run commands and stream output, read and write files, and take snapshots, roll them back, fork them, list, and destroy them. It tells the model to snapshot before risky changes so failed attempts can be undone or explored in parallel on self-hosted infrastructure.
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables MCP clients to inspect and operate Docker environments managed by DockHand via a security-first, profile-gated subset of DockHand's REST API, with redacted output and human approval for destructive actions.
    Apache 2.0
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    license
    Not graded
    quality
    D
    maintenance
    Enables MCP clients to launch, control, and inspect headless Renode emulations via its telnet monitor, including loading scripts, running or pausing execution, accessing system-bus memory, and capturing UART output.
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables managing Akamai Cloud (Linode) Compute Instances via MCP, with tools to list, create, view, update, delete, boot, reboot, shutdown, resize, and clone VMs. Each connecting client brings its own Linode Personal Access Token, which is passed through without being stored.
    -
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    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
    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
    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
    1
    Apache 2.0
  • 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
  • F
    license
    A
    quality
    D
    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
    -
  • 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
    A
    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
    2
    MIT