Kathalyst is an AI-driven solution that Automates Software documentation. We ingest a codebase and output clear and concise documents that explain the code, what it does, how it works, its dependencies, and a visual diagram that displays the interactions within the codebase. We specifically focus on COBOL documentation to help modern developers who do not know COBOL understand them.