> works with very safe voltage

True for constant voltage, resistor limited current ones only. With constant current LED drivers, the voltage is approx 3V per LED. So it adds nicely to unsafe levels, albeit DC.

Another note is the power supplies can be quite unsafe too - esp. the cheap off-brand ones.