supervision-audit

You can automate supervision audits by running this Skill over recent Claude Code session transcripts. It deterministically extracts wasted supervision patterns and outputs concrete fixes like hooks, rules, or defaults to reduce manual toil.

Wasted supervision refers to repetitive corrections, boilerplate instructions, and rubber-stamp approvals in session transcripts that should be automated. The audit classifies these user messages into actionable automation opportunities to reduce manual toil.

Run an end-of-day audit to perform deterministic pattern analysis on recent session transcripts. The audit synthesizes findings and proposes concrete fixes including automation hooks, rules, defaults, or new skills with traceable outputs.

Yes, you can apply optional project filters when running the supervision audit. This scopes the session analysis and automation opportunity classification to specific project contexts within your recent transcripts.

Run the supervision audit to generate suggested automations and rules from session analysis. These traceable outputs integrate into an end-to-end improvement loop to update CLAUDE.md, CONSTITUTION.md, GOALS.md, or MEMORY.md.

Run a supervision audit after a work day or after updating goals, constitution, or CLAUDE.md files. This timing ensures the session analysis captures the latest supervision patterns and generates relevant automation opportunities.