Preheat the oven to 350.

Stir together the wet ingredients (pumpkin, butter, honey, and vanilla) in a large bowl.

Add the oat flour and other dry ingredients to a separate bowl and stir to combine.

Mix together the wet and the dry until just combined.

Scoop batter into a greased muffin tin and bake for 18-20 minutes.