First of all the version provided by Kali is End-of-Life GVM-9 (end-of-life, initial release 2017-03-07)
All versions of GVM have a defined API called GMP About the Greenbone Management Protocol (GMP) category
This API is not available via HTTP. A library to use GMP for Python can be found at https://github.com/greenbone/python-gvm