Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
MCP server for LabJack T4, T7/T7-Pro and T8 DAQ devices (LJM).
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.
LABMCP_ADDRESS, LABMCP_SIMULATE, LABMCP_READ_ONLY, LABMCP_LIMITSYou need
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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": {
"labmcp-labjack": {
"command": "uvx",
"args": [
"labmcp-labjack"
],
"env": {
"LABMCP_ADDRESS": "your-value",
"LABMCP_SIMULATE": "your-value",
"LABMCP_READ_ONLY": "your-value",
"LABMCP_LIMITS": "your-value"
}
}
}
}Run this in your terminal
claude mcp add labmcp-labjack --env LABMCP_ADDRESS=your-value --env LABMCP_SIMULATE=your-value --env LABMCP_READ_ONLY=your-value --env LABMCP_LIMITS=your-value -- uvx labmcp-labjackFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"labmcp-labjack": {
"command": "uvx",
"args": [
"labmcp-labjack"
],
"env": {
"LABMCP_ADDRESS": "your-value",
"LABMCP_SIMULATE": "your-value",
"LABMCP_READ_ONLY": "your-value",
"LABMCP_LIMITS": "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": {
"labmcp-labjack": {
"type": "stdio",
"command": "uvx",
"args": [
"labmcp-labjack"
],
"env": {
"LABMCP_ADDRESS": "your-value",
"LABMCP_SIMULATE": "your-value",
"LABMCP_READ_ONLY": "your-value",
"LABMCP_LIMITS": "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.
LABMCP_ADDRESS envLABMCP_SIMULATE envLABMCP_READ_ONLY envLABMCP_LIMITS envThese 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 8, 2026
The registry name was verified with the GitHub account K-Dense-AI, which owns the repo
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 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.
The registry does not list a required key, though some servers ask you to sign in on first use.
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 (0.1.3) reached the registry 42 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Tool Guardian
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.
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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 an AI agent read analog inputs, stream waveforms, read thermocouples, check digital lines and (with your permission) set DACs and digital outputs on LabJack T4, T7/T7-Pro and T8 DAQ devices through LabJack's official LJM library.
| Package | labmcp-labjack |
| Instruments | LabJack T4, T7, T7-Pro, T8 (and their OEM versions) |
| Interfaces | USB, Ethernet, WiFi (T7-Pro) |
| Protocol | LJM library + T-series Modbus register map (T-Series Datasheet, register map ljm_constants.json, labjack-ljm Python wrapper) |
| Status | 🧪 simulated: tested against a simulated LJM backend, not yet verified on hardware. Report a hardware test |
uvx labmcp-labjack --simulate --check
uvx labmcp-labjack --simulate --option sim_model=T8 --check # T4, T7, T7-Pro (default) or T8
The simulator wires a 2 V / 10 Hz sine to AIN0, a thermistor divider (~2.5 V) to AIN1, DAC0 back into AIN2, an LM34 cold-junction sensor to AIN3, and a ~37 °C thermocouple to AIN0-AIN3 when the thermocouple feature is used. Other inputs are grounded.
labjack-ljm Python package is installed automatically with this server, but it needs that native library. uvx labmcp-labjack --check # first LabJack found
uvx labmcp-labjack --address 470012345 --check # by serial number uvx labmcp-labjack --address 192.168.1.207 --option connection_type=ETHERNET --check uvx labmcp-labjack --option device_type=T4 --check # only open a T4
`--address` is the LJM identifier: a serial number, an IP address, a device name, or `ANY` (the default).
Claude Code
claude mcp add labjack -- uvx labmcp-labjack --address 470012345
Claude Desktop / Cursor / Windsurf (claude_desktop_config.json, .cursor/mcp.json, …)
{
"mcpServers": { "labjack": { "command": "uvx", "args": ["labmcp-labjack", "--address", "470012345"] } } }
Add --read-only to allow measurements but block the DAC and digital-output tools (set_outputs_safe stays available). Add --option safe_dio=FIO0,FIO1 to make set_outputs_safe always release those lines, even if another program drove them. For other clients, generate the snippet with uvx labmcp config labjack --client vscode (also cursor, codex, claude-code).
| Tool | Kind | Description |
|---|---|---|
get_command_log | 👁 read | Return the most recent raw commands sent to / replies received from the instrument (newest last). Useful for debugging and for recording what was done. |
get_connection_info | 👁 read | Report which instrument is connected (identity, address, simulated or real), whether the server is read-only, and the active safety limits. Call this first. |
get_device_info | 👁 read | Identify the connected LabJack (model, serial, firmware, connection) and list what it offers: analog inputs, valid input ranges, resolution indices, DAC range, digital lines and stream rate. Call this before configuring channels. |
read_analog_inputs | 👁 read | Read one or more analog inputs once (command-response) and return volts. |
read_device_temperature | 👁 read | Read the LabJack's internal temperature sensor (°C, about ±2 °C) and the estimated ambient air temperature. On the T8 also returns the sensor next to each AIN terminal. Cannot be read while a stream is running. |
read_digital_inputs | 👁 read | Report the logic level and direction (input/output/analog) of digital I/O lines. |
read_thermocouple | 👁 read | Read a thermocouple with the T7/T8 AIN thermocouple extended feature (types B, C, E, J, K, N, R, S, T) and return °C with the measured voltage and cold-junction temperature. |
reconnect | 🛑 safety | Close and re-open the connection to the instrument (e.g. after it was power cycled or a cable was re-plugged). |
set_digital_output | ⚠️ hazard | Make a digital line an output and drive it high (3.3 V) or low (0 V). |
set_outputs_safe | 🛑 safety | Put the outputs in a safe state: stop any stream, set DAC0 and DAC1 to 0 V, and release every digital line this server drove (plus the safe_dio option lines) to input - or drive them low with dio_mode='low'. Use when finished or if anything looks wrong. |
stream_analog | 👁 read | Acquire a hardware-timed waveform on one or more analog inputs (LJM stream mode) and return per-channel statistics plus a downsampled waveform; optionally save everything to CSV. |
write_dac | ⚠️ hazard | Set an analog output (DAC0/DAC1) to a DC voltage. The output stays at this value until changed or set_outputs_safe is called. |
get_connection_info, get_command_log and reconnect are built into every LabMCP server. The command log records every LJM register read and write.
| Limit | Default | Meaning |
|---|---|---|
max_dac_voltage_v | 5 V | Highest DAC voltage an agent may set (hardware: T4/T7 0-5 V, T8 0-10 V) |
max_stream_duration_s | 60 s | Longest hardware-timed stream |
max_scan_rate_hz | 10 000 Hz | Highest stream scan rate (the device maximum still applies) |
Override at launch, e.g. --limit max_dac_voltage_v=2.5. Limits are checked before anything is sent. Streams are also capped at 2 million samples in total.
AIN#_RANGE) and resolution indices come from LabJack's register map: T7 ±10/±1/±0.1/±0.01 V and index 0-8 (T7-Pro 0-12, but 9-12 cannot stream); T8 ±11 … ±0.018 V and index 0-16 (one index shared by all inputs); T4 fixed ranges (AIN0-3 ±10 V, AIN4-11 0-2.5 V) and index 0-5. DAC range: T4/T7 0-5 V, T8 0-10 V.read_analog_inputs stay on the device until changed or power-cycled. Omitted settings are left as they are; every reading reports what it was measured against (GND, the T7 negative input, or the T8's isolated terminal).read_digital_inputs uses the DIO_STATE/DIO_DIRECTION bitmasks. (Reading a single-line register such as FIO3 would switch that line to input.)dio_mode="low" instead.AIN#_EF_INDEX 20-30). With cjc="internal" the CJC register is set to its documented default TEMPERATURE_DEVICE_K (address 60052), which the T8 firmware maps to each channel's own terminal sensor (TEMPERATURE#_CAPTURE); cjc="lm34" uses LabJack's LM34 conversion (55.56 K/V, 255.37 K). An open input returns valid=false (the device reports -9999).stream_basic.py example (internal clock, no trigger, auto settling). While a stream runs, command-response analog reads are blocked by the device. Skipped scans (buffer overflow) are reported and left empty. set_outputs_safe does not wait for a running stream: it stops it at the next read (the partial result is returned with aborted: true). A stream runs at 1 scan/s or faster (so that stop is prompt) and always takes at least two scans; that real duration is what the max_stream_duration_s limit checks. The returned waveform is downsampled by keeping each block's minimum and maximum, so short spikes are not lost; save_path must be a new .csv file (an existing file is never overwritten, and the path is checked before streaming).| Model | Firmware | Interface | Verified by | Date |
|---|---|---|---|---|
| *none yet: be the first* |