I did it last year at the end of August. it was very hot but I could stand it. :) you can wear yukata (summer kimono) that is lighter and cheaper.
However, my husband and my daughter didn't wear them with me. they still had the "modern" look. hehe. Only my Japanese wore yakata with me and walk around Kyoto.