I keep forgetting things lately. Will brain supplements help with my memory?

I am posting this because I am worried that I am forgetful and losing my concentration.

As I find myself forgetting important appointments or missing what I was just about to do more often, I am wondering if I should start taking supplements for my brain health. I am curious to know if commercially available brain supplements actually help improve memory or prevent dementia, and if there are any side effects.