Abstract: Highlights•DeepReality is an open-source toolkit, freely available in the Unity asset store.•DeepReality integrates Deep Learning models for streamlined mobile apps.•DeepReality leverages AR Foundation and Barracuda inference engine.•It demonstrates efficient execution and memory usage in mobile AR.•Complexity analysis confirms that it can be fully executed on mobile devices.