Gather all ingredients.
Combine sugar, butter, milk, and cocoa in a medium saucepan; bring to a boil, stirring often. Boil for exactly 1 ½ minutes.
Remove from heat, and stir in peanut butter.
Add oats and vanilla; stir until well combined.
Drop by teaspoonfuls onto waxed paper.
Let cool until hardened. Enjoy!