Chiming in to promote a similar project, a geospatial extension for Polars [1] I'm working on. It's not stable yet (abeit pretty close to), but is already pretty feature complete (it uses GEOS and PROJ as a backend, so has parity with GeoPandas).

[1] https://github.com/oreilles/polars-st/