Preheat the oven to 350 F. Line a 12 cup muffin pan with paper liners. In a large bowl, mix together peanut butter, granulated sugar, brown sugar, oats, egg, and vanilla extract until smooth.
Fold in the M&Ms and chocolate chips. Evenly divide the cookie dough between the paper liners. Bake for 12-15 minutes.