Coarsely chop cucumbers, watermelon, pepper, and onion. Combine all ingredients and let marinate overnight in refrigerator. In a blender, puree small batches and strain. Adjust seasonings.
Serve in chilled cups, garnished with diced tomato and cucumber. Drizzle with olive oil.