Spray a small baking sheet or line with parchment paper.
Add the ground chicken, grated zucchini, Panko bread crumbs, grated parmesan cheese, and pepper to a bowl. Combine ingredients together using a spoon or your hands.
Using a Tbsp measure the meat mixture into equal sized balls. Depending on size you will end up with 8-12 meatballs.