Analytic workflows for performing data analysis and other related operations are stored in an analytic workflow library and provided to a user upon selection of data from a data store. A workflow manager may rank the workflows based on a number of ranking algorithms prior to presentation. User selected workflows are executed in conjunction with relevant external applications and the analysis result provided to the user through the user's client application used to select the data. Workflows and associated interfaces may be received from a variety of sources and integrated into the workflow framework for enhancing data analysis.