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