Preheat the oven to 550°F (287°C) for broiling.
Rinse the shrimp and pat them dry with paper towels. In a baking dish, combine the shrimp with the rest of the ingredients and stir to combine well.
Transfer the baking dish to the oven and broil for 4-5 minutes on the middle rack. Remove from the oven once the shrimp are cooked. Serve immediately with lemon wedges, over pasta or rice, or enjoy as is.