The episode is titled after the play "Annie Get Your Gun".
This is the first time that a character's name is in the title of the episode.
In this episode Phil looks back on the family's time at family camp and his team's color wars win the summer before. His team's color was white and he comes home wearing a tee-shirt saying "if you ain't white, you ain't right" which their black cab driver thinks is racist. In real life Ty Burell who plays Phil is actually 1/64th African having a third great-grandmother who was from Madagascar.