Annotating the literature with mentions of key concepts from a given domain is often the first step towards extracting more substantial structured knowledge. This can be challenging, as it typically encompasses acquiring and processing the relevant literature and ontologies then installing and applying difficult-to-use named entity recognition (NER) workflows. This post highlights software components I’ve implemented to simplify this workflow.