In Hebrew, name Rae means – Diminutive of Rachel: Ewe. Rachel was the second and favoured wife of Jacob in the Old Testament.. Other origins for name Rae include – Hebrew, German, English, Scottish. Name Rae is most often used as a girl name or female name.