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PopNx MCPMCP servers for people who use AI · explained in plain words

BenchFleet

by benchfleetversion 1.0.4i★ –iRuns on your computer
Registry nameio.github.jimbob1414/benchfleet

Install

Overview

Description from the maker (original English)

Let AI agents use your real Android phones safely, with permissions, approvals and an audit log.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

  • Connection: Runs on your computer
  • Transport: stdio
  • Category: Other
  • You need to fill in: BENCHFLEET_TOKEN

Install

Pick the AI app you use, then copy the settings.

Before you install

  • Basic checks: 0 of 1 passed
  • Runs on your computer with your user’s permissions (files, network, apps).
  • You fill in yourself: BENCHFLEET_TOKEN

Values marked secret are keys to your account. Never share them or paste them into a chat.

You need

  • npmNode.js installed (for the npx command)

Which app do you use?

Pick your app above. We remember it, so next time the button says “Install in …”.

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

{
  "mcpServers": {
    "benchfleet": {
      "command": "npx",
      "args": [
        "-y",
        "benchfleet-mcp"
      ],
      "env": {
        "BENCHFLEET_TOKEN": "your-value"
      }
    }
  }
}

Run this in your terminal

claude mcp add benchfleet --env BENCHFLEET_TOKEN=your-value -- npx -y benchfleet-mcp

Fill in the empty values before running it.

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "benchfleet": {
      "command": "npx",
      "args": [
        "-y",
        "benchfleet-mcp"
      ],
      "env": {
        "BENCHFLEET_TOKEN": "your-value"
      }
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "benchfleet": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "benchfleet-mcp"
      ],
      "env": {
        "BENCHFLEET_TOKEN": "your-value"
      }
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

Your choice stays on this device in a cookie; no account needed.

Values you fill in

  • BENCHFLEET_TOKEN secret required env
    The token from BenchFleet: Settings → AI clients → Connect an AI client

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026

  • ! Caution

    Maker matches the repo

    The publisher (jimbob1414) is not the repo owner (benchfleet); someone else may have listed it

  • … Not checked yet

    Still maintained

    We have not read this repo from GitHub yet

  • … Not checked yet

    Has a licence

    We have not read this repo from GitHub yet

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Otheri

  • More stars than 0% of the other 32678 servers in this category
  • Published to the registry more recently than 64% of the other 32678 servers in this category
  • Basic checks equal to or better than 29% of the other 32678 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is BenchFleet safe?

It passed 0 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

You need to fill in: BENCHFLEET_TOKEN

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed –, and the latest version (1.0.4) reached the registry 21 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.

What can I use instead?

In the same category: Spec Driven Development, Remote Desktop Commander, Starreel

Alternatives

Servers in the same category from other makers, sorted by stars.

Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

Spec Driven Development

by formulahendry

MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.

Runs on your computer★ 440MITUpdated 14 months ago
Install

Remote Desktop Commander

by desktop-commander

Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

Runs in the cloud★ 211Updated 2 days ago
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Starreel

by starreel

Turn a script into a finished, downloadable short-drama episode — via MCP or REST.

Runs on your computerUpdated today
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README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

benchfleet-mcp

Let AI agents use your real Android phones, safely. benchfleet-mcp connects Claude Code, Codex, Cursor, Claude Desktop and any other MCP client to BenchFleet, the self-hosted control hub for real Android phones. The agent can list your phones, look at their screens, read the elements on them, tap, type, open apps and run your published workflows — only on the phones and with the actions you allow, with approvals for anything sensitive and every step in BenchFleet's audit log.

It is a thin connector: it forwards MCP messages to the BenchFleet app running on the same computer and reaches nothing else. The tools, the permissions and the phones are all in the app.

Set up

  1. Install BenchFleet from https://benchfleet.com/download and connect your phones (or use its demo phones).
  2. In BenchFleet: Settings → AI clients → Connect an AI client…, choose what the client may do (*Look only*, *Look and operate*, or chosen capabilities) and on which phones, and copy the token it shows once.
  3. Add the server to your client:

Claude Code

   claude mcp add benchfleet --env BENCHFLEET_TOKEN=<token> -- npx -y benchfleet-mcp

Codex (~/.codex/config.toml)

   [mcp_servers.benchfleet]

command = "npx" args = ["-y", "benchfleet-mcp"] env = { BENCHFLEET_TOKEN = " " }

Claude Desktop, Cursor and other clients (mcpServers)

   {

"mcpServers": { "benchfleet": { "command": "npx", "args": ["-y", "benchfleet-mcp"], "env": { "BENCHFLEET_TOKEN": " " } } } }

The app must be running. *Disconnect* in BenchFleet stops the token at once.

Tools

list_devices, get_device, get_screen, get_ui_tree, find_element, read_text, wait_for, tap_element, long_press_element, type_text, type_secret (a password from BenchFleet's vault, never its value), swipe, scroll_to, press_key, launch_app, stop_app, take_screenshot, get_device_logs, list_workflows, run_workflow, queue_task (a workflow, or a goal in plain words for the phones' AI agents), get_task_status, pause_device, resume_device, request_manual_control. A client sees only the tools its access allows. There is no shell, file transfer or install tool. A phone a person is controlling, a paused phone and a phone without *Automation allowed* refuse every action; CAPTCHAs and other human-only checks stop the agent and ask a person.

Settings

VariableMeaning
BENCHFLEET_TOKENRequired: the client's token from the app (CONTROLHUB_TOKEN also works)
BENCHFLEET_URLOptional: the app's address, when it is not found in its data folder
CONTROLHUB_HOMEOptional: the app's data folder, when it is not the default one

Plans: AI clients need BenchFleet Pro or Team (https://benchfleet.com/pricing); the personal edition has no limits. Support: support@benchfleet.com.

Use it in Claude Code as a plugin

/plugin marketplace add benchfleet/benchfleet-mcp

/plugin install benchfleet@benchfleet-plugins

Set BENCHFLEET_TOKEN in your environment first (the token from BenchFleet: Settings → AI clients).

Use it in Gemini CLI

gemini extensions install https://github.com/benchfleet/benchfleet-mcp
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