If a thumbprint cookie and a peanut butter cookie had a baby, it would be one of these rich and delicious peanut butter and jelly cookies! A salty and sweet peanut butter cookie base is filled with strawberry jam and baked to chewy, gooey perfection to create these flavorful and nostalgic cookies.