Heat peanut oil in a large skillet. Stir in broccoli florets and garlic. Pour water or chicken broth over the top. Cover and cook for 15 minutes or until the broccoli is slightly tender.
Stir in remaining ingredients and cook just until the shrimp are cooked through. About 5 minutes. Serve.