Starter/Flywheel issue need help *pic*

[JasonLS1]

I need some advice, this piece here is rubbing against the flywheel and making some racket, the noise is not there the entire time the engine is running. Only certain times it does, on initial start, going from park to reverse, park to drive and just for a few seconds. So my question is can i just use a dremel and cut that piece off?? I can buy a new starter thats not a prob but hate to buy a new starter just for something as small as that, aside from that issue the starter is fine. Am i nuts? Just go buy a new one and be done with it? Whatchu think?