In our article, we introduced two general methods for conducting inference for empirical Bayes estimands. The discussants have contributed to our work by clarifying and raising important issues regarding our manuscript, suggesting further applications of empirical Bayes confidence intervals, proposing alternative approaches, and possible extensions. We are grateful to all discussants and the editors for organizing such a stimulating discussion.