FuxiCTR provides a modular and reproducible framework for click-through rate and conversion rate prediction, supporting multiple deep learning model architectures. It offers configurable data preprocessing pipelines and automatic hyperparameter tuning capabilities. The library targets both researchers and practitioners working on recommendation systems, online advertising, and sponsored search ranking.