Brake Pedal Swap

So I'm going from manual to auto on the '65 Valiant. Can I just pull the two pedals and install the proper brake pedal for the automatic in place of the previous pedal, or does the entire pedal assembly need to be swapped out?
I hope that made sense.
TIA!