Somef is a framework designed for automating the extraction of software metadata, crucial for enhancing software findability and understanding. It utilizes techniques like supervised classification and GitHub API for reading documentation, analyzing files, and recognizing various metadata categories. The tool aims to improve software research by capturing important context and offering suggestions for further enhancements.