Preheat oven to 350°F (175°C).
Line a baking sheet with parchment paper.
Mash the bananas in a large mixing bowl.
Add almond butter, maple syrup, and vanilla; mix well.
Add rolled oats and baking powder; stir to combine.
Fold in chocolate chips and cinnamon if using.
Let the mixture rest for a few minutes so the oats soften.
Scoop spoonfuls of dough onto the baking sheet.
Flatten slightly with your fingers or the back of a spoon.
Bake for 10–12 minutes, or until edges are lightly golden.
Cool on the baking sheet for 5 minutes, then transfer to a rack.