Blue light blockers are a scam that was created when some circadian rhythm research went viral (in a highly misrepresented way) online a few years ago. It's a stunt to make some quick cash from unwitting buyers.
I've used a number of blue light filters, and I've never paid for them.
Put another way, placebo or not, if there's an effect, and it's a positive one for you, it really doesn't matter. It's working.
The problem is, how do you define "if there's an effect"? A placebo can not have an effect, yet, it has.