Moaning / groaning sound

I recently bought a 2007 Jeep Connander.

In the morning when I turn on the engine

a MOANING / GROANING SOUND comes from the passenger side where the engine and transmission meet or from that area. It only lasts for a few seconds. I have also heard the noise on occation when I turn off the engine.