# Clarity Gate

> Pre-ingestion verification for epistemic quality in RAG systems with 9-point verification and Two-Round HITL workflow

- Skill: `luokai0/clarity-gate` (Agent Skill)
- Install (CLI): `npx skillmds@latest add luokai0/clarity-gate`
- Raw SKILL.md: https://api.skillmd.com/api/skills/luokai0/clarity-gate/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: luokai0 (https://skillmd.com/u/luokai0)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/luokai0/clarity-gate

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# Clarity Gate

## Overview

Pre-ingestion verification for epistemic quality in RAG systems with 9-point verification and Two-Round HITL workflow

## When to Use This Skill

Use this skill when you need to work with pre-ingestion verification for epistemic quality in rag systems with 9-point verification and two-round hitl workflow.

## Instructions

This skill provides guidance and patterns for pre-ingestion verification for epistemic quality in rag systems with 9-point verification and two-round hitl workflow.

For more information, see the [source repository](https://github.com/frmoretto/clarity-gate).