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Chemosynthetic microbial communities in hydrothermal environments receiving meteoric and geothermal fluids are understudied. Here, Colman et al. use metagenomics to study one such community from a hot spring at Yellowstone National Park, revealing exceptional biodiversity and unique functional potential.