Uranium dioxide is the most prevalent nuclear fuel. Defect clusters are known to be present in significant concentrations in hyperstiochoimetric uranium oxide, UO2+x, and have a significant impact on the corrosion of the material. A detailed understanding of the defect clusters that form is required for accurate diffusion models in UO2+x. Using ab initio calculations, we show that at low excess oxygen concentration, where defects are mostly isolated oxygen interstitials, hydrogen stabilizes the initial clustering. The simplest cluster at this low excess oxygen stoichiometry, consists of a pair oxygen ions bound to an oxygen vacancy, namely the split-monointerstitial, resembling larger split interstitials clusters in UO2+x. Our data shows that depending on local 2 hydrogen concertation, the presence of hydrogen stabiles this cluster over isolated oxygen interstitials.