Technically, avuncular is feminine. From what I can gather it is from the Latin for maternal uncle (avunclus), the other side is of course, patruus. Aunts are matertera and amita, respectively.
That said, Luchy could still easily apply for the role of "groovy little sister" to Harry's "cooler sophisticated older brother."