I went to GIO3 Garage for the repair for exhaust leak. GIO3 checked the exhaust manifold and found out a big crack!
So the exhaust manifold was removed from my golf mk2.
Crack....
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Welded crack.
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Finally, stopped the exhaust leak / noisy sound and got the correct power.