Mel-Frequency Cepstral Coefficients (MFCCs) are a feature widely used in automatic speech and speaker recognition, capturing the short-term power spectrum of sound, based on a linear cosine transform of a log power spectrum on a nonlinear mel scale of frequency. They effectively represent the timbral characteristics of sound, making them crucial for analyzing and processing human speech in various applications.