Boost has an option to mark posts as read when scrolled past.

I would suggest that judicious use of the block function is more effective, though. It's the same handful of users who consistently are the proverbial firehoses spraying all that shit-tier content into the fediverse.

Block them one by one and in no time at all your feed will clean up. More quality per scroll in the long run.