Kelleher received his first call up to the senior Ireland squad on 15 January 2020 for the 2020 Six Nations Championship. He made his debut as a replacement against Scotland on 1 February 2020. Kelleher scored his first international try versus France on 14 February 2021 during the 2021 Six Nations.