PeerLibrary aims to facilitate the global conversation on every scholarly work. We are developing a collaborative online community where scholars and researchers can read, discover, and discuss various scholarly literature all within one place. PeerLibrary encourages critical reading and engaging in the text by providing tools to annotate and comment directly on the works. Users can highlight important information and take notes in the margins online. Note-taking tools encourage active analysis, a recording of insights and questions while reading. We hope that if we promote collaboration within the scientific process, science will produce improved results and better serve the community.