- The title is a reference to the CBS sitcom Gary Unmarried.
- Cleveland Jr.'s mantra of "loaf of bread, container of milk, stick of butter" is based on a Sesame Street segment called I Can Remember.[1]
- Before they headed out clubbing, you could here one of the guys yell "I'm on a boat!", which is a reference to the song by Lonely Island of the same name.
- While inside the gay bar, the line "Do you mind if I dance with your date" is based on a similar line in the film National Lampoon's Animal House.
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