Check Engine light ON & scanner tool displays P03 cylinder Leak?

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My car runs rough when at stopped at red light, idle speed is very rough. Check Engine light is ON. Scanner tool displays P03. Mechanic says #3 exhaust manifold is leaking air causing rough idle. What repair job is required to fix this problem? Is this exhaust manifold gasket replacement? Thanks Bill