Moe claims to have built millions of MOs throughout his life. As well as playing host to numerous MOs that seem to have a societal life underground in his factory, Moe also uses MOs to assist him for medical purposes, such as being carried by MMO and having other robots assisting or replacing his organs.
In "The More You Moe, The Moe You Know (Part II)" it is revealed that Moe had passed away and that before dying, he requested that his memory disk be transported into outer space.
He is shown to be a very old man, with an inability to move his legs, white hair, and stretched brown skin. He wears a grey suit that covers all of his body except for his hands and head, and is living on robotic life support with robots simulating a heart and lungs. Moe's legs are emaciated and useless. Since he cannot walk, he is usually seen being carried by an MMO or dragging himself around with his arms. Moe has human skin, but over the years he has replaced some parts of his body with robots.
- "Be More" (debut)
- "The More You Moe, The Moe You Know (Part I)" (flashback)
- "The More You Moe, The Moe You Know (Part II)" (flashback)
- It was revealed in the storyboards that Moe was modeled after actor Jamie Farr.
- At the end of "The More You Moe, The Moe You Know (Part II)" BMO falls asleep and activates Moe's memory disk, which shows a scene of Moe apparently overseeing the construction of the Fire Giants. This implies that Moe is the original creator of the Fire Giants, although it is not explained why.