You can probably make that happen with the QMK firmware: make the whole thing stop two hours after being plugged in. Or have a key sequence to restart the timer. (so that you don't have to unplug and plug it all the time)
The keyboard in the submitted post comes with a buzzer built-in. I think they had one in the Planck that beeped when it turned on or connected to bluetooth or something. So you could program QMK to do this almost certainly! :)