TBH, yeah, Momiji is kind of overdue for more characterization beyond "is a bit of a tomboy", "has a crush on Mahiro" and "may have a chuuni side". I don't dislike her, but she's being left behind by pretty much the entire rest of the cast in many ways. It's been eight years since this manga began and she's not really progressed beyond that.