Michael Showalter taught screenwriting at New York University film school for six years. During his time there, two students (Sarah-Violet Bloss and Charles Rogers) impressed Showalter and wanted to work more with them, so he brought them on to the staff of his Netflix show, "Wet Hot American Summer" and began developing "Search Party".

Showalter described the show like "millennial Nancy Drew".