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

Bench

by seayniclabsversion 0.4.3i★ –iRuns on your computer
Registry nameio.github.seayniclabs/bench

Install

Overview

Description from the maker (original English)

USB hardware discovery for AI tools: find maker boards, serial ports and chips.

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

Install

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

Before you install

  • Basic checks: 1 of 1 passed
  • Runs on your computer with your user’s permissions (files, network, apps).
  • The registry lists no key to fill in.

Which app do you use?

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

Download the maker’s .mcpb file

The link goes to the maker’s own file; we do not host or repackage it. Open the file and Claude Desktop installs it.

Run this in your terminal

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.

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.

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

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account seayniclabs, which owns the repo

  • … 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 18326 servers in this category
  • Published to the registry more recently than 80% of the other 18326 servers in this category
  • Basic checks equal to or better than 100% of the other 18326 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 Bench safe?

It passed 1 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?

The registry does not list a required key, though some servers ask you to sign in on first use.

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 (0.4.3) reached the registry 9 days ago.

Which apps can use it?

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

What can I use instead?

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

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
Install

Signoff

by ayuanxx-max

Five gates that make an agent's 'done' provable: run them, read the verdict, audit the record.

Runs on your computerUpdated today
Install

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.

Bench

Made by [Seaynic Labs](https://seayniclabs.com). Need tools like this built around your own systems? We do that.

USB hardware discovery for your AI tools.

Bench is a native macOS MCP server for developers who work with boards plugged into their Mac: Arduino, ESP32, Raspberry Pi Pico and other USB boards. It names the board, finds its serial port, reads and writes that port, detects the chip, decodes crash dumps, and flashes firmware with your approval. Bench is free and open source, made by Seaynic Labs.

Security card
NetworkNone. Bench makes no network calls and sends no telemetry.
FilesReads the skills folder beside the binary. Writes the approval log (~/.local/state/bench/approvals.jsonl, arguments redacted; BENCH_APPROVAL_LOG moves it). Tags only: ~/.bench/device-tags.json (tag_device). Nothing else is written.
SecretsBench stores no credentials and needs none. Its settings are environment variables only, and it never returns them to the model.
Read-only tools13: ping, list_usb_devices, get_device_info, identify_device, list_serial_ports, hub_topology, power_info, monitor_events, diagnose_device, device_descriptors, serial_read, serial_monitor, bench_modules
Needs your approval7: eject_device, port_reset, flash_firmware, chip_detect, hid_send, serial_write, serial_write_and_expect. The client shows each call; the model's own confirm flag does not count. hid_send needs approval except for its read actions.
Changes without approvaltag_device, snapshot_state, serial_open, serial_close: open or close a port, or change Bench's own tag and snapshot data. No device write.
Startup costabout 6,000 tokens (24 tools, 5 skill prompts)
ChangesTool and prompt text is locked by hash (tool-manifest.lock.json); CI fails if it changes without the lock.

First five minutes

  1. Install it: brew install seayniclabs/tap/bench (see Install).
  2. Run bench --doctor. It prints one line per check and a FIX line for each problem.
  3. Connect your AI client (see Connect your AI client).
  4. Ask it to call bench_modules. It lists the modules that are on and their tools.
  5. Plug in a board and ask: "Which boards are connected, and which serial port is each one on?"

Audience and modules

Bench is for developers working with connected hardware. It is one server made of modules. You switch modules on or off. Every module that shipped before 0.4.0 is on by default. A module added in a later release ships off, so you choose to turn it on.

ModuleStatusWhat it does
coreReady (always on)Health check and module discovery
usbReadyEnumerate, identify and inspect USB devices; hub tree; power; events; snapshots; port reset; eject
serialReadyList serial ports; open, read, write, write-and-expect, monitor and close them
firmwareReady (needs the flashing tool installed)Detect chip type; flash with esptool, dfu-util, avrdude or UF2
hidReadySend and read raw HID reports
debugReady, off by default (new in 0.4.0)Decode ESP32 Guru Meditation and ARM HardFault dumps into source lines with addr2line

Linux is not in this release. It is planned behind the same tools.

Skills

Skills are short, tested guides for the jobs Bench does. Any app that speaks MCP gets them as prompts (one per skill) and resources (every file in the skill). Apps that read Agent Skills directly load the same skills/ folder.

SkillUse it for
getting-startedSetting up Bench, switching modules, reading approvals and errors
board-bring-upTaking a new board from USB to a working serial round trip
serial-debuggingGarbled, silent, looping or unresponsive serial output, and crash dumps
safe-flashingFlashing firmware: checking the target and the file, then the approved write
systematic-debuggingFinding the cause of a bug before changing code (credited, see CREDITS.md)

Tools

25 tools in total. 24 are on by default; decode_crash needs the debug module.

core: ping, bench_modules

usb: list_usb_devices, get_device_info, identify_device, eject_device, hub_topology, tag_device, port_reset, power_info, monitor_events, snapshot_state, diagnose_device, device_descriptors

serial: list_serial_ports, serial_open, serial_read, serial_write, serial_write_and_expect, serial_close, serial_monitor

firmware: chip_detect, flash_firmware

hid: hid_send

debug: decode_crash

Call bench_modules first to see what is on and how to change it.

Settings

All settings are environment variables. Bench starts with an empty environment, and a tool call tells you which variable is missing.

VariableDefaultEffect
BENCH_MODULESthe defaultsComma list of modules to enable, for example usb,serial. core is always on.
BENCH_ _ENABLEDper module1 or 0 to switch one module on or off, for example BENCH_DEBUG_ENABLED=1. Overrides BENCH_MODULES.
BENCH_APPROVE_DEVICE_WRITESoff1 pre-approves device-changing calls so they run without a prompt. See Safety.
BENCH_APPROVAL_LOG~/.local/state/bench/approvals.jsonlWhere the approval log is written.
BENCH_ADDR2LINEfound on PATHFull path to the addr2line that decode_crash runs.
BENCH_SKILLS_DIRfound next to the binaryFolder of skills to serve, when it is not beside the binary.

Safety

Bench can change hardware, so some calls are gated.

  • Device writes need approval. serial_write, serial_write_and_expect, flash_firmware, port_reset, eject_device, chip_detect (it resets the chip into its bootloader), and hid_send with an action other than get_report or list_reports change a device or its state. Your client asks you through its approval prompt, and the prompt shows the full arguments. A flag from the model, such as confirm: true, does not count as approval.
  • Clients that cannot show a prompt are refused. Set BENCH_APPROVE_DEVICE_WRITES=1 in the server's environment to allow writes without a prompt. Only do this when you trust every tool call your AI client makes.
  • Every approval is logged. Each request, grant, decline and refusal goes to the approval log. Payloads and file contents are not written there.
  • Reads are not gated. Discovery, monitoring, serial reads and serial_monitor, diagnose_device, and crash decoding run without a prompt.
  • Local only. Bench makes no network calls and needs no root. Serial access on Linux (future) will need the dialout group, not sudo.

See SECURITY.md for the reporting policy and the list of what Bench touches.

Errors

Every error reads bench. . : Fix: , for example:

bench.serial.write_not_approved: serial_write changes a device and no approval was given. ... Fix: Set BENCH_APPROVE_DEVICE_WRITES=1 in the server's environment and restart it, or use a client that supports MCP elicitation.

Every tool result also has structuredContent with ok, module, tool and text.

Install

Claude Desktop (MCP Bundle)

Download bench- -darwin-universal.mcpb from the latest release and open it: Claude Desktop shows the install dialog. The bundle carries the binary (Apple Silicon and Intel, macOS 14 or later) and the skills, so it needs neither Homebrew nor Xcode. The binary is ad-hoc signed, not notarized. Check the download against the .sha256 file next to it in the release.

Homebrew
brew install seayniclabs/tap/bench

bench --doctor

The formula builds from source with Swift, so it needs Xcode 16.3 or later. It installs the binary as bench and the skills to share/bench/skills, next to it.

Pinned install

Use this when you want exactly the 0.4.3 source, not whatever the formula points at:

git clone --branch v0.4.3 https://github.com/seayniclabs/bench.git

cd bench swift build -c release codesign --force --sign - --entitlements Sources/Bench/Bench.entitlements .build/release/Bench .build/release/Bench --doctor

The skills are read from skills/ in the checkout, because the build directory sits inside it.

Claude Code plugin

The repository also packages Bench as a Claude Code plugin (.claude-plugin/plugin.json and .mcp.json): the server and its skills in one install. The plugin runs the bench binary from your PATH, so install Bench with Homebrew first. Then add the Seaynic Labs marketplace and install the plugin:

/plugin marketplace add seayniclabs/plugins

/plugin install bench@seayniclabs

Connect your AI client

Bench speaks plain MCP over stdio. Use the full path to the binary in each snippet.

Claude Code

claude mcp add bench -- $(which bench)

Claude Desktop (claude_desktop_config.json)

{

"mcpServers": { "bench": { "command": "/absolute/path/to/bench", "args": [] } } }

Cursor (~/.cursor/mcp.json)

{

"mcpServers": { "bench": { "command": "/absolute/path/to/bench", "args": [] } } }

VS Code (.vscode/mcp.json)

{

"servers": { "bench": { "type": "stdio", "command": "/absolute/path/to/bench", "args": [] } } }

To set a variable, add an env object next to args, for example "env": { "BENCH_DEBUG_ENABLED": "1" }.

Try these

  • "Which boards are connected to this Mac, and which serial port is each one on?"
  • "Identify the board on /dev/cu.usbserial-2120 and tell me its exact chip."
  • "Bring up my ESP32: confirm the chip, read its boot output, and check it answers ping."
  • "My ESP32 keeps rebooting. Decode the crash in this log against build/firmware.elf."
  • "Flash build/firmware.bin onto the board with serial number ABC123. Ask me to approve it first."

How it works

Bench uses Apple's IOKit framework to enumerate USB devices. It adds serial port detection (/dev/cu.*), storage details from diskutil, and a built-in database of known maker boards. It talks to your AI tool over stdio using the Model Context Protocol.

AI client  --stdio/JSON-RPC-->  Bench  --IOKit-->      USB device tree

--diskutil--> storage info --/dev/cu.*--> serial ports --device DB--> board recognition --addr2line--> crash decoding (debug module)

Build and test

swift build             # debug build

swift build -c release # release build swift test # unit tests and stdio tests

Bench requires Swift 6.1 or later and targets macOS 14 or later. The tests start the built binary with an empty environment, so run swift build before swift test if you change the server.

The checks that CI and release runs use:

python3 scripts/check_skills.py           # every skill has license, source and credit; no site links in bodies

python3 scripts/tool_lock.py --check # tool, prompt and instruction text matches the lock python3 scripts/security_card.py --check # the security card above is current python3 scri

Only the beginning is shown; read the rest in the repo

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