A capacitor is NOT a substitute for an inadequate electrical system. It takes power (current) to make power (watts) and most of the smaller capacitors will drain faster than one can blink their eyes.

The larger capacitors, 40 farads or more, have been alleged to help in some situations. Unfortunately, at that pricing point, one would be better off purchasing a second "new technology" fast discharge battery.