Systems, apparatuses, and methods are described for detecting malfunctions of computing devices causing outputs of video content. Partially or fully static content frames may be detected, and, indications may be generated based on the static content frames. The indications may be analyzed to identify computing devices with degraded performance. Diagnostic tests may be run by the identified computing devices and/or other actions performed based on a determination of static content frames.