PyGRB
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UltraNest support
Would you be interested to add support for https://johannesbuchner.github.io/UltraNest/ ? The interface should be very similar to pymultinest.
UltraNest is a very reliable tuning-parameter-free algorithm. I have published some examples where the UltraNest algorithm is unbiased while multinest's algorithm (implemented in pymultinest,nestle,dynesty) gives a different answer. UltraNest is a pure-python package and very easy to install with pip or conda.
UltraNest also supports resuming from disk and MPI parallelisation, if that is useful to you.
Perhaps this is already possible for you through bilby.