You can get those at the 'General Bus Station' near Al Fardan Center or from Mouwasalat. The map would show you the bus stops and the routes. You are right, ..taking those is much safer than driving these days. By the way where do you live? I might help you with this. I've used the bus for almost 4 months everyday.

Best Regards