UnBias-Plus is an open-source toolkit that enables segment-level bias classification, biased span localization, neutral text rewriting, and decision reasoning. It offers multiple access methods including Python, CLI, REST API, and web interfaces, with all source code, models, datasets, and documentation publicly available.