Hey Reddit, I’ve been working on a way for agents to query production systems to help me debug issues and close the loop on things I work on day to day, so here it is! Lily works as an agent hook that rewrites ssh, awscli, gcloud, az, kubectl commands to verify they are read-only. It keeps track of previous debugging sessions and when agents debug the same things it will give hints in the tool calls like ━━ Past Investigation (May 10, 87% similar) ━━ Root cause: php-fpm pool exhaustion causing nginx 502 Hosts involved: web1 Investigation path: web1: systemctl status nginx web1: journalctl -u nginx --no-pager -n 20 web1: systemctl status php-fpm Consider checking: systemctl status php-fpm Tools with memory is an interesting idea as well but lmk what you think! https://github.com/aspectrr/lily submitted by /u/poltergeist-__-
Originally posted by u/poltergeist-__- on r/ClaudeCode