You can cd to YOUR_ENV/lib/pythonxx/site-packages/ and have a look, but is there any convenient ways?
cd
YOUR_ENV/lib/pythonxx/site-packages/
pip freeze list all the
pip freeze
why don't you try pip list
Remember I'm using pip version 19.1 on python version 3.7.3