You should absolutely NEVER place solar panels directly upon a roof as many of the linked website photographs demonstrate.

Solar cells need ventilation on their undersides, and without it will rapidly be damaged (i.e. become more inefficient). Long-term, water trapped underneath may encourage shinglerot.