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 Bo Diddley. You Can't Judge a Book By It's Cover, from the album Blues in the Sixties, was released in the year 2012. The duration of the song is 3:16. Download English songs online from JioSaavn.