G B7 C A [Verse 1] G B7 Come with me My love C A To the sea The sea of love G. Sea of Love " is a song written by Philip Baptiste and George Khoury. Phillips' recording of collection Orphans: Brawlers, Bawlers & Bastards. Cat Power covered the song in and her version was featured in the movie Juno. Recorded : . Lyrics to " Sea Of Love " song by Cat Power: Come with me my love To the sea The sea of love I want to tell you How much I love you Do you remem.