New collectibles decrease in frequency as the number of duplicates increases - the more new ones you have found, the smaller the opportunity for additional new ones to appear. It's all about probabilities, and it has worked the same way in every one of our games that feature them.

However, that being said, the primary means to increase your energy, and thus your powers, is through population increases (through conversion or baby villagers).