What about marigolds? They dont' smell too good but they sure come in beautiful bright oranges and yellows and can take sun and heat. Also-- perhaps geraniums-- they come in many pretty colors.
I live in the southwest(usa) desert, I very much understand hot and dry.
I love to garden-- and enjoy hearing of others endeavors! Good luck and let us know how it goes--K?
mandy