Theory Research Exchange (T-Rex) aims to raise scholarly productivity by improving the process of literature reviewing and facilitating knowledge analytics. It supported digitally encoding publications’ core knowledge contributions and ancillary data via a labeled property graph database, bringing new opportunities to retrieve and analyze knowledge.