The discussion centers on whether the Maxwell-Boltzmann distribution function qualifies as a cumulative distribution function (CDF). It is established that the Maxwell-Boltzmann distribution has both a probability density function and a CDF, with the latter being the integral of the former. The user expresses confusion about why the Maxwell-Boltzmann distribution does not resemble the general form of a CDF, which is derived from a probability mass function. They mention difficulties in understanding derivations of the Maxwell-Boltzmann distribution and note that their own attempts led to a different result. The conversation highlights the complexities involved in grasping the mathematical foundations of the Maxwell-Boltzmann distribution.