Novel therapeutics and bioengineered interventions utilize and repurpose microbial genes and microbial associations, but discovering these phenomena is an expensive and slow process requiring manual inspection of large metagenomic data sets. This app concept provides an efficient dashboard to cluster and search large metagenomics datasets from the Digital Biosphere.