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....
Welded crack.
Finally, stopped the exhaust leak / noisy sound and got the correct power.