The mysql system database, also known as the MySQL schema, contains metadata about the MySQL server. It includes information on help topics which provide documentation details, plugins which are extensions that provide additional functionalities, and time zone information and definitions necessary for date and time management within MySQL. Performance monitoring details, table structures, audit log events, and rollback segments are either stored in different schemas or associated with other aspects of MySQL's operation.