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114,910 servers. Updated
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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"How to execute tests on a frontend page and debug browser console issues" matching MCP servers:

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  • A
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    maintenance
    An MCP server for comprehensive browser automation and full local PC control via shell commands and Python execution. It enables tasks like web navigation, file system management, and remote access through SSE with token authentication.
    MIT
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    quality
    C
    maintenance
    Enables ChatGPT's web interface to operate a real Mac by executing shell commands and reading or writing files over a reverse SSH tunnel, without installing a client or consuming API quota.
    MIT
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    Enables AI assistants to fully interact with console applications, monitor output, detect errors, and automate terminal workflows across multiple sessions. Similar to how Playwright works for web browsers but for command-line interfaces.
    138 npm
    53
    MIT
  • A
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    A
    maintenance
    Serves a local dsh workspace as a protected Streamable HTTP MCP endpoint, letting authenticated web AI agents read, search, patch, inspect, and operate the project, with optional shell commands, LSP support, and public tunneling.
    MIT
  • F
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    Enables AI agents to control and interact with a local Windows computer through authenticated MCP tools, including file operations, shell commands, process management, HTTP requests, and system/media inspection.
    -
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    A
    quality
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    maintenance
    Enables AI agents to securely connect to and manage remote servers via SSH, with tools for running commands, file operations, log inspection, service management, and system monitoring under configurable access controls and audit logging.
    12
    5 npm
    1
    MIT
  • A
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    B
    maintenance
    A local MCP runtime for macOS and Windows that enables ChatGPT to read, edit, search, run tests, and capture screenshots in your local project folder while keeping your source code on your machine.
    18 npm
    164
    MIT
  • F
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    quality
    A
    maintenance
    Provides serial debugging for embedded Linux targets, enabling boot log capture, automatic login, crash detection, U-Boot interrupt, and hardware reset via MCP protocol.
    -
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    B
    maintenance
    A comprehensive MCP server with dual interfaces (stdio and web dashboard) that provides developer tools for Git operations and code search, system operations for command execution and monitoring, and data processing capabilities.
    7 npm
    1
    ISC
  • A
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    B
    maintenance
    Enables AI agents to securely operate SSH-connected servers through MCP, with credentials kept locally, dual permission modes, and an interactive sudo approval flow.
    1
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables spawning, interacting with, and capturing screen output from terminal-based programs for debugging PTY/TTY/TUI applications.
    4 npm
    7
    MIT
  • A
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    C
    maintenance
    Enables a Claude Code cloud session to run shell commands inside a chroot jail on your own computer and to call the MCP servers already installed there, with every request authenticated and relayed over a Cloudflare quick tunnel so no router port is opened and no SSH key or tunnel is ever handed to the cloud VM.
    MIT
  • F
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    Not graded
    quality
    C
    maintenance
    Enables LLM agents to remotely access a NAS physical serial console as an emergency recovery channel via Cloudflare Zero Trust, allowing commands, special keys, and reset operations even when the device is otherwise unreachable.
    -
  • A
    license
    A
    quality
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    maintenance
    Provides secure filesystem access for AI models through the Model Context Protocol with strict path validation, file operations, directory management, and system command execution within predefined directories.
    16
    5 npm
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    A Model Context Protocol server that enables clients to interact with a system terminal running in an Electron application, allowing for executing commands, managing terminal sessions, and retrieving output programmatically.
    5
    5
    MIT
  • A
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    quality
    C
    maintenance
    The m2m-mcp-server-ssh-client provides a unified MCP server interface, securely connecting via SSH to the m2m-mcp-server-ssh-server back-end which aggregates MCP servers. This setup offers secure, single-point access to diverse remote tools using robust SSH key-based authentication.
    10
    MIT
  • A
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    C
    maintenance
    A local MCP server that gives Claude in the browser tools to interact with a Fedora machine, including file operations, system diagnostics, build tasks, and root actions via Polkit.
    MIT
  • A
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    D
    maintenance
    An MCP server that enables AI assistants to execute shell commands and manage files on remote servers via SSH. It supports recursive directory uploads, archive extraction, and direct file creation from text content.
    2
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    A self-hosted MCP server that enables AI coding agents to read, edit, search, and run code in local projects with human review loops and policy controls.
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP-compatible AI clients to connect to a Windows machine for file operations, PowerShell execution, Git inspection, task management, memory, and skills.
    -
  • A
    license
    A
    quality
    C
    maintenance
    A single-purpose MCP server that lets an AI assistant run commands over SSH on a fixed, pre-configured host only, with an explicit per-call confirmation gate before execution.
    1
    MIT