Go to the Mount of Olives (east of the Temple Mount). Climb the hill, take a taxi, whatever. You'll be above a big cemetery. That's the classic (and best) place to set up your shots of the Temple Mount, Dome of the Rock, Al Aqsa mosque, etc.
Don't bother with that vantage after 10 am or so--the...