LAAFE (LLM Assisted Automation of Feature Engineering for AutoML) is a tool for automatic feature generation for AutoML tasks. It aims to add feature-aware new features by using the dataset description. Better feature quality is achieved through black-box optimisation of data transformation pipeline.