FRED is a machine reader for extracting RDF graphs that are linked to LOD and compliant to Semantic Web and Linked Data patterns. We describe the capabilities of FRED as a semantic middleware for semantic web applications. It has been evaluated against generic tasks (frame detection, type induction, event extraction, distant relation extraction), as well as in application tasks (semantic sentiment analysis, citation relation interpretation).