I'll second this - tt-rss is a great tool. Yes it is web based, so you need a web server. But having your rss feeds in the cloud makes them far more useful. You can check in from multiple machines and not have to worry with duplicates. There's an Android client, and a mobile optimized website built in.
I use it so I can keep my feeds in one place, keep them up to date from any of the three computers I use regularly, and can easily read them on my phone.