Eight RGB LEDs plus an Uno could draw 500mA full white.
The maximum current USB power can supply.
A breadboard supply CAN also deliver that, IF you power it with <=6volt regulated.
But NOT if you power it with more than 6volt.
So how do you power that breadboard supply.
Leo..