It is difficult for plants to have color all three seasons, and be short, and drought/sun tolerant, and be low maintenance. Here's my best shot at meeting most of those specs. I suggest you consider Salvia 'Mystic Spires', Lantana 'Gold Mound', and Celosia 'New Look Burgundy'.
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