"What Was Missing" was written and storyboarded by Rebecca Sugar and Adam Muto from a story developed by Mark Banker, Patrick McHale, Osborne, and series creator Pendleton Ward.
All of the songs featured in the episode were initially composed by Sugar, who released her demo version of "I'm Just Your Problem" on her official Tumblr page [REF].