Most people prefer Google Reader for online subscription to websites and it is indeed the best web-based aggregator, capable of reading Atom and RSS feeds online or offline and even for static websites. However, desktop clients offer certain advantages over web based clients like the ease of use, capability to work offline, better features and similarity with stand-alone applications.

A few good options listed...