The project suffers from several architectural and code hygiene flaws that collectively undermine maintainability, scalability, and reliability. These include hardcoded paths, redundant logging setups, poor error handling, mixed CLI/library boundaries, inconsistent naming/docstrings, improper cleanup of temp files, missing unit tests, overly broad exception handling, race conditions in file ops, and lack of input validation. These issues must be addressed systematically to meet production-grade standards and enable safe extensibility.