Open source metadata model and authoring tools to describe, share, and publish life science, environmental and biomedical experiments using community-defined reporting standards. This FAIR-enabling framework is embedded in other data systems, such as institute-based (e.g. USA NASA GeneLab Data Repository), global repositories (e.g. EMBL-EBI MetaboLights), and other annotation software (e.g. InterMine and FAIRDOM).