If the CDF is implemented using theano, the derivative is available automatically. Also, logcdf is available in Gamma distribution so you should consider using it instead: https://github.com/pymc-devs/pymc3/blob/67155fa4d000e73f99d761970ece73c2236a97d5/pymc3/distributions/continuous.py#L2474