Shinobu is best girl by far. She knows MC's dumb but manly shounen side and fucking loves it, and she clearly expresses it in actions and words.
Sure, she has stalker-ish tendencies, but it all comes off as clearly light-hearted and funny compared to what he had to endure with the women around him before.