A new open-source machine-learning library, TuiML, is designed specifically for AI agents. It provides native algorithms and machine-readable metadata for self-discovery, composition, and validation of workflows. This library is competitive with Weka and scikit-learn, and is intended to allow agents to read, extend, and operate machine learning autonomously.