Note that a recipe tells you how to make something.
I have a great recipe for sugar cookies. Could you give me your recipe for potato salad?
Are you referring to recipes or to dishes/foods?
If you want to know their absolutely favorite one, then use the singular. If you think they have a group that they like better than any others, use recipes.
Student or Learner