Combine sugar, cocoa, butter, and milk in a saucepan and bring to a boil over medium heat. Boil for 2 minutes, stirring constantly.

Remove from heat and stir in oats, peanut butter, and vanilla until well combined.

Using a spoon, drop spoonfuls of the mixture onto wax paper and let cool until set, about 30 minutes.