We use SCIP in our system and it’s brilliant. They have proper python bindings so the call overhead is low. We reduced what was previously a complex hand optimised algorithm to a handful of equations a weight function. Highly recommended.

https://github.com/SCIP-Interfaces/PySCIPOpt