AbstractSummaryIdentifying species and estimating their relative abundance in metagenomic samples is a crucial task in microbiome research. However, for many environments, variable fractions of microbial species are not represented in reference genome databases, and thus, remain often unaccounted for in taxonomic composition analyses. Here, we present an updated version of the metagenomic profiling tool mOTUs. We extended its database of taxonomic marker genes by including information from ~600,000 prokaryotic draft genomes, >96% of which are metagenome assembled genomes from 23 environments. This extension enables researchers to profile a previously underrepresented diversity of microbes not only in some of the most intensively studied environments such as the human, soil and ocean microbiomes, but also in freshwater systems, the air, and the gastrointestinal tract of mice, cattle and other animals. This update doubles the number of detectable prokaryotic species to 33,570 and includes the release of 11,164 taxonomic profiles as a community resource.Availability and implementationmOTUs 2.6 is implemented in Python and licensed under GPLv3. Source code, profiles and documentation are available at: https://motu-tool.org/.Supplementary informationSupplementary information is available online.