# clarity-gate > Pre-ingestion verification for epistemic quality in RAG systems with 9-point verification and Two-Round HITL workflow - Author: github-actions[bot] - Repository: ranbot-ai/awesome-skills - Version: 20260207065816 - Stars: 1 - Forks: 0 - Last Updated: 2026-02-07 - Source: https://github.com/ranbot-ai/awesome-skills - Web: https://mule.run/skillshub/@@ranbot-ai/awesome-skills~clarity-gate:20260207065816 --- --- name: clarity-gate description: Pre-ingestion verification for epistemic quality in RAG systems with 9-point verification and Two-Round HITL workflow category: AI & Agents source: antigravity tags: [workflow, rag] url: https://github.com/sickn33/antigravity-awesome-skills/tree/main/skills/clarity-gate --- # 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).