Add the first five ingredients to a saucepan.
Bring to a rapid boil and let boil for 1 minute.
Remove from heat.
Stir in the peanut butter and vanilla extract until smooth, then stir in the oats.
Use a Large Tablespoon or Cookie Scoop, drop onto wax paper.
Let cool until set.