The pools of nuclear reactors facilities constitute harsh environments for life, bathed with ionizing radiations, filled with demineralized water and containing toxic radioactive elements. The very few studies published to date have explored water pools used to store spent nuclear fuels. Due to access restrictions and strong handling constraints related to the high radioactivity level, nothing is presently known about life in water pools directly cooling nuclear cores. In this work, we investigated the microbial communities in the cooling pool of the French Osiris nuclear reactor using direct meta-omics approaches , namely DNA metabarcoding and proteotyping, respectively based on 16S ribosomal RNA gene sequencing and on peptide analysis. We identified 25 genera in the highly radioactive core water supply during operation with radionuclide activity higher than 3×109 Bq/m3. The prevailing genera Variovorax and Sphingomonas at operation were supplanted by Methylobacterium, Asanoa, and Streptomyces during shutdown. Variovorax might use dihydrogen produced by water radiolysis as an energy source.