Dragon, Deep and Rapid Annotation of Cell Ontology, offers rapid annotation using cell references from 122 species covering all the representative species in different lineages based on a logistic regression classifier method (CellTypist). It facilitates quick categorization and analysis of cellular identities using single-cell omics data across diverse species.