This skill should be used when the user asks to "create a filter", "write a tokf filter", "add a filter for <tool>", "how do I filter output", or needs guidance on tokf filter step types, templates, pipes, or placement conventions.
Find missed token savings by scanning AI coding session files for commands that ran without tokf filtering.
Find missed token savings in Claude Code sessions and create filters for unfiltered commands
Compress verbose CLI output with tokf before returning results. Activates for git, cargo, npm, docker, go, gradle, kubectl, and other supported commands.