In a medium saucepan, combine butter, sugar, milk, and cocoa powder.
Bring to a rolling boil over medium heat and let boil for 60 seconds, stirring constantly.
Remove from heat and stir in peanut butter and vanilla extract until smooth.
Add oats and mix until fully combined.
Drop by spoonfuls onto wax paper and let cool until set.