Combine black beans, cocoa powder, vanilla, peanut butter, honey and baking powder in the container of a food processor. Process mixture until very smooth. Transfer mixture to a bowl and stir in dark chocolate chips.
Roll dough into 2-inch balls and place on parchment-lined baking sheet. Press slightly to flatten. Bake at 350° for 12 minutes.