In order to calculate the CDF of a multivariate normal, I followed this example (for the univariate case) but cannot interpret the output produced by scipy:
If you don't care about performance (i.e. perform it only occasionally), then you can create the multivariate normal pdf using multivariate_normal, and then calculate the cdf by integrate.nquad