Welcome and salaam!
The Egyptian Fayoumi is a desert hardy chicken but from the description of them in that link, they sound a bit tough to keep. Here are some other Heat-Hardy Chickens and people in these forums in the very hot, arid parts of Arizona etc might be a good place to start...