In a 2024 interview, Sean Murray said "Originally, the McGee character was just a one-time guest appearance. Several episodes down the way, they finished editing one of the shows and they were about three minutes short. They said, 'Let's bring McGee back, put him with Tony [Michael Weatherly] because that worked when we did that the first time.'" This is that episode.