Token optimization layer for Claude Code: installs and wires RTK, tilth, Serena, and ICM so your AI agent reads what it needs, not everything.

Empirical, named-stack, human-audited teardowns of code generated by Lovable, v0, Bolt.new, Cursor, Replit Agent. The specialist navigates the case files; it does not audit your code. Free under MIT.

Examaple of SAM monitoring population via its REST API against AWS clusters provisioned with ICM