How can I save my filters on the reports so that I don't have to repeat them each time?

Just like tickets list views created within the Tickets tab, you could also create and save custom views for reports after applying the filters. 

Once this is done, these are global and could be accessed on every reporting platform and you could avoid creating the views again. 

Please navigate to this article which would guide you to set up the custom report views.