From obi ("heart, mind") + ọ̀hà / ọ̀rà ("the community, the people"): "the heart of the people" — one the community holds dear. Shortened to Obi.
Source: Igbo obi- naming, cross-referenced across Wikipedia (Obiora, Obinna) and the Guardian Nigeria Igbo-names guide