Place chocolate chips and peanut butter into a microwave-safe bowl. Heat in the microwave in 30-second intervals, stirring well until it is fully melted and smooth.
Spread the mixture into a baking dish and top with conversation hearts and sprinkles. Let sit until set, then break into pieces.