Do you like allysum? Some people like the fragrance and some do not. Since you said it is dry have you ever considered sedum? I would use some colorful sedum as a ground cover and plant annuals for flowers. At least in between flowers you would have something colorful.
Come over to the dark side with us Sedum people and checkout the new colors that have been developed.