Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Let AI agents use your real Android phones safely, with permissions, approvals and an audit log.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
BENCHFLEET_TOKENValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
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-mcpFill in the empty values before running it.
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.
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.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
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
The publisher (jimbob1414) is not the repo owner (benchfleet); someone else may have listed it
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
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.
You need to fill in: BENCHFLEET_TOKEN
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).
The GitHub repo last changed –, and the latest version (1.0.4) reached the registry 21 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Starreel
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Turn a script into a finished, downloadable short-drama episode — via MCP or REST.
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.
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.
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.
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.
| Variable | Meaning |
|---|---|
BENCHFLEET_TOKEN | Required: the client's token from the app (CONTROLHUB_TOKEN also works) |
BENCHFLEET_URL | Optional: the app's address, when it is not found in its data folder |
CONTROLHUB_HOME | Optional: 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.
/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).
gemini extensions install https://github.com/benchfleet/benchfleet-mcp