Code smells are issues in source code that can make it harder to work with as it gets bigger. Refactoring is a way to clean up these code smells without changing the code's quality. However, doing this manually can be risky and time-consuming. This paper introduces a method to automatically detect and organize these code smells, analyze the complexities in the code, and then clean them up through Refactoring. The researchers used Java Agent Development to help with this process.