Combine garlic and olive in a small bowl; stir in rosemary and red pepper.
Cut bread in half lengthwise and then in half again to create long thin bread sticks. Brush evenly with herb mixture; wrap in foil.
Bake at 350° for 15 minutes or until heated through.