Add tomatoes, lemon juice, coriander, ginger, cayenne, pepper, and cumin. Bring to boil, reduce heat to low. Cover and simmer 15 minutes, stirring several times.
Add shrimp, stir gently, cover and cook 3-5 minutes, until shrimp is pink and opaque. Garnish with cilantro.