Context Audit

Recommended effort: medium for filter reconciliation and report writing; low for audit script execution.

Bloated context costs twice -- usage limits burn faster and output quality drops, because models pay less attention to material in the middle of a long context window. This skill finds the waste and tells the user what to cut, with the estimated tokens-per-turn each fix saves.

Workflow

context-snapshot --> audit-script --> reconcile-filters --> report --> offer-fixes

Each phase feeds the next. The script does the deterministic work (file scanning, scoring, pre-filtering candidate rules); the model applies judgment (filter reconciliation, narrative report).