We are excited to announce the recent release of metagenomics annotations for Europe PMC publications. Thanks to the machine learning framework of Dr. Maaly Nassar for the joint EMERALD project between Europe PMC and MGnify teams, recognising metagenomics key terms in literature can now provide detailed biome descriptions for unravelling microbial implications in a variety of environmental-, engineered- and host-associated phenomena.