The document summarizes a project that develops a system to collect and analyze spatial-temporal data from web services in order to provide recommendations of places through geospatial analysis of real-time geostreams. It describes similar existing projects, challenges with resolving place equivalences across social networks, and lessons learned regarding hosting providers. The presentation concludes by discussing potential future work such as adding additional social networks, incorporating ratings into results, enabling place search and favorites without login, and developing a mobile application.