Preheat oven to 400 degrees F. Line a large baking sheet with parchment paper, set aside.
Finely chop broccoli (or use a food processor) then place in a large mixing bowl. Add eggs, Parmesan, bread crumbs, salt and pepper and mix until well combined.
Scoop out 1 Tablespoon of broccoli mixture at a time, shape into tots (a cylinder shape) and place on prepared baking sheet.
Spray the top of tots with cooking spray and bake for 20 minutes. Heat oven to high broil and cook an additional 1-2 minutes, or until lightly golden brown.