water pump

Hi, I drive a 1995 V6 3.8l Mustang. A few days ago it started overheating, I had a look at it, seemed to be the water pump. Finally got the new Parts and took it to the mechanic. What we saw there was that it was leaking from behind the water pump. It seems like it might be some sort of gasket...