We describe a modern C++20/Python toolbox for feature extraction and geospatial data manipulation developed at the Center for Space Research and used for a variety of data processing applications in our lab. The toolbox provides powerful feature extraction tools in a suite of flexible, modular applications that can be used to compose geospatial data processing pipelines. The toolbox is exposed through a web API and is planned for release later this year.