Official stance: Kirby has no gender. Creator Masahiro Sakurai and Nintendo consistently refer to Kirby without gendered pronouns.
This inclusivity lets every player see themselves in Kirby. Nintendo has confirmed this stance in multiple interviews (e.g., Nintendo Dream, 2011; Time, 2018).