I think I’ve made some progress over here: https://github.com/eigenfoo/littlemcmc
It’s still obviously a WIP, but I just cut the v0.1.0 release, and you can pip install littlemcmc to try it out. Hopefully there aren’t too many bugs! I’d also really appreciate any feedback anyone has 
cc @junpenglao @dfm