OxyGent provides a unified abstraction layer that integrates tools, models, and agents into modular components. It addresses the challenges of building multi-agent systems by making them modular, observable, and evolvable. The framework was published at ACL 2026 and is available as both Python and Java implementations, targeting developers building intelligent production systems.