I think it's only truly labeled as gender bender because of the black haired boy (Suzumi) and fluffy haired boy (Ten-chan) who just genuinely love crossdressing.
It's not a gender bender but I guess it's labeled as such because those into that label will probably also like this. But yeah, ideally it shouldn't be marked as such.
is it just me or it doesn’t sit right how this is labeled as gender bender? idk