# Shokunin Feedback Correction

> Report incorrect findings, missed issues, wrong scores, or unhelpful review output.

- Skill: `vstakhovsky/shokunin-feedback-correction` (Agent Skill)
- Install (CLI): `npx skillmds@latest add vstakhovsky/shokunin-feedback-correction`
- Raw SKILL.md: https://api.skillmd.com/api/skills/vstakhovsky/shokunin-feedback-correction/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Docs & Writing
- Author: vstakhovsky (https://skillmd.com/u/vstakhovsky)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/vstakhovsky/shokunin-feedback-correction

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# Shokunin Feedback Correction

## Overview

Use this skill when Shokunin Review produced an incorrect or unhelpful result.

## Feedback Types

- false positive
- missed issue
- score too high
- score too low
- not actionable
- too generic
- overengineered
- hallucination
- wrong document type
- wrong audience

## Process

1. Identify the incorrect output
2. Capture user correction
3. Save feedback log
4. Create eval candidate
5. Do not automatically mutate scoring or validators