Smartphones are becoming more and more popular. As a result smartphone security is an increasingly important subject, especially with state actors discussing eIDs on smartphones. However, information about a smartphone's specific security features is not readily available. There has been research to automatically gather smartphone security features, but the properties collected are not sufficient for evaluation of a smartphone's compliance to \glslink{eid}{eID} regulations such as \glslink{eidas}{eIDAS}. In our thesis we explore sources of such information and aggregate information from these sources using web scraping, and by gathering information with an Android app. We found that most of the information required for evaluation according to eIDAS is available to the public and suitable for automatic aggregation. However, since information on websites is sparse, usually an app on a smartphone is required to gather all information. Also, information about security certifications is not readily available. We conclude that the stakeholders in the smartphone market should make an effort to improve this situation by providing more information on public websites and by increasing machine-readability of this information.
