- The title is a reference to the novelette and film, Chitty Chitty Bang Bang.
- Cheesie Charlie's is a reference to Chuck E. Cheese's.
- When Peter talks to Meg about not fitting in, he has a flashback to the West Side Story’s unique way of gang fighting, complete with finger-snapping.
- Brian chases the chuck wagon from the commercials for Purina Chuck Wagon dog food, a reference the vintage commercials for the product.
- The Three Little Pigs hit Peter with a swinging can of paint, a reference to Home Alone.
- The Heaven's Helpers cult is a reference to both:
- The Peoples Temple cult which committed mass suicide in 1978 with potassium cyanide-laced Flavor Aid.
- Heaven's Helpers also has connection to the Heaven's Gate cult, who also committed mass suicide in 1997. Many members of the cult submitted to voluntary castration.
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