"Iraq Lobster" is a parody of "Rock Lobster" sung by Peter Griffin in "Screams of Silence: The Story of Brenda Q." when he claims that Brenda Quagmire's. Rock Lobster is a song sung by Peter in the episode "The Cleveland Loretta Quagmire ". Original lyrics of Rock Lobster song by Family Guy. Explain your version of song meaning, find more of Family Guy lyrics. Watch official video, print or download. "Rock Lobster" is a recording, the first single released by the rock band The Bs. A longer version appeared on the band's self-titled debut album.