This document describes the Geoss Service Factory (GSF), which automatically generates and publishes geospatial metadata from geographic data and web processing services in a standardized, publicly available format. The GSF includes factories that can view, download, discover, and transform content as well as a metadata generator. It uses existing APIs and instances of OGC services like WMS, WFS, WCS, and CSW. The metadata generator creates ISO 19139 metadata by connecting to these services, applying XSLT transformations, and updating a CSW client in around 18 seconds. The GSF closes the lifecycle of geospatial information by automating the publication of linked data and metadata to improve search and access.