Fakin’ The Funk is a Windows and Mac tool that batch-checks the true quality of audio files. It compares a file’s stated bitrate to its actual frequency content and shows a spectrogram, so you can spot a low-quality file that was converted into a “320 kbps” MP3 or a WAV.
This tool is covered in The Loop Academy - Month 03 for assessing audio quality when preparing song files.