The Capisco project developed a suite of tools that analyze documents by the semantics of their content and metadata. Clustering documents by semantic similarity opens a wealth of opportunities for scholarly research.The project was designed in close collaboration with two humanities scholars, from the areas of Maori & Pacific Studies and Historical Anthropology, who provided ongoing input and feedback during the development process. This report was submitted to the Workset Creation for Scholarly Analysis: Prototyping Project, funded by the Andrew W. Mellon Foundation.Andrew W. Mellon Foundation, Grant Reference No. 21300666Ope