Meaning and information about Pip, What does Pip mean? Pip means Diminutive of Philip: Lover of horses. King Philip of Macedon was the father of Alexander the Great. In the Bible, Philip was the name of one of Christ's apostles. Famous Bearer: Prince Philip, husband of Queen Elizabeth II. Find similar names like Pip.