Llama-index CLI Starter Tools

I was hoping to make a llama-index cli, and saw there was already a cli.
https://docs.llamaindex.ai/en/stable/getting_started/starter_tools/rag_cli/

I have followed these instructions, but it fails to query.
ValueError: query_pipeline is not defined.

Has anyone got this to work?