User can pass ID of the cluster CLUSTER_ID to the command:

spark_rapids qualification --cluster $CLUSTER_ID [flags]

This is supported on Databricks-AWS and Databricks-Azure platform. The tool uses the CSP CLI to collect the cluster information.