Place the chocolate chips and peanut butter together into a microwave-safe bowl, and heat in the microwave in 30-second intervals, stirring well until it is fully melted and smooth.
Fully coat each potato chip in the melted chocolate mixture and set onto a plate. Sprinkle with sprinkles and let sit until the chocolate has completely set.