Skim is designed primarily for reading and annotating documents with a focus on usability and organization, while RepliGo Reader offers advanced PDF editing and text-to-speech features, making it more suitable for in-depth PDF management and accessibility. Users should choose Skim for ease of use and document organization, while RepliGo Reader is ideal for those needing comprehensive PDF handling capabilities.