You should bring your mountain bike. The bike club Qatar Chain Reaction organizes regular mountain bike races. Info is posted on their website

www.qatarchainreaction.org

I believe the plan is to organize the first adventure race in Qatar for the coming fall. Road bikes are also in heavy use here. I would bring as much of my own parts as you can as the supply/selection here is limited.