Disclosed are systems and methods for improving interactions with and between computers in content searching, generating, hosting and/or providing systems supported by or configured with personal computing devices, servers and/or platforms. The systems interact to identify and retrieve data within or across platforms, which can be used to improve the quality of data used in processing interactions between or among processors in such systems. The disclosed systems and methods provide systems and methods for determining and recommending media for a user based on applications associated with a user's device. The disclosed systems and methods further provide a deep-linking feature and/or capability, such that upon a user selecting media from the recommended media, the selected media can be automatically rendered via its native application.