got it, for automation part think you need something like cli?

Yes, integrating that into your production features would be great. Make it a skill that can be called for documentation and reporting. I believe that would save tokens. For example, when monitoring Claude and its task when asked "Put this into a PDF", it will first create it in .md, then build a python script to convert the .md to .pdf. When really the script that it creates is "useless" after running it. Your tool can be used automatically by the AI to keep it from doing extra jobs for this task.