I researched improving metadata with natural language processing for libraries. I finished my research with a Python script for extracting named entities from text and another for analyzing the sentiment of a text. This project helps spur interest in using natural language processing for library metadata. It also shows how easy and scalable it can be as a baked-in feature of integrated library systems.