The ability to filter by platform and license means that you can easily filter out software that you can't use. More specific filters and sort orders are also available.
AlternativeTo makes it easy to quickly find stuff. The lists are organized by likes which floats the best content to the top, and helpful tags warn you of undesirable attributes (such as the product being discontinued or if it includes bundleware).