Does cute mean girlfriend material?

A girl I never talk to told me that this boy thinks I'm really cute. I've never talked to him but figured out we have gym together. I think he's cute too but we've never talked? Do you think he thinks I'm cute and nothing more or wants to get to know me?:)
Does cute mean girlfriend material?
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