This session will showcase the science use cases of software being developed by the LINCC frameworks team, including tools for AGN time series analysis, photo-z commissioning, alert packet metadata, and full survey cross-matching. After sharing both initial results and proposed future directions, there will be ample opportunity for questions and discussion for the audience of potential users to provide feedback to guide future development of these libraries as well as to brainstorm project concepts for LINCCubator proposals that similarly make use of the software and extend its functionality to enable more science.