Listen to You Can't Judge a Book by It's Cover online. You Can't Judge a Book by It's Cover is an English language song and is sung by The Merseybeats. You Can't Judge a Book by It's Cover, from the album Wishin' and Hopin', was released in the year 2013. The duration of the song is 1:58. Download English songs online from JioSaavn.