Yea. Once you undo the bolts which hold the cover on (8 in total) and you lift that off you will see the gasket.
Mines was leaking in the same place as you, when the engine was off a small ammount was comming out. Changed the cover and its all sorted now no more leak. I did this 3 weeks ago and only had a pain with 2 studs comming out. But the 2 bolt on thread tricked worked.
Once the metal cover is off you will see it clearly mate!