Are agatha and sophie gay

I just finished the movie and the whole time I was getting gay vibes from Agatha but I just ignored them until Agatha LITERALLY kissed Sophie on the lips.

Yes, perhaps even 'true' love. The love of friends, that doesn't have to be romantic and sexual. The love that should have bound them in their troubles and made them stronger but that Sophie certainly never appreciated.