Clarity Gate Marketplace
- 32 repo stars
- Updated March 2, 2026
- frmoretto/clarity-gate
Pre-ingestion verification for RAG systems: checks documents for epistemic quality, equivocation and hallucination risk before they enter a knowledge base, so an LLM can read them safely.
About
A Claude Code marketplace skill that performs pre-ingestion verification of epistemic quality for RAG systems. It checks whether documents are properly qualified and free of equivocation or hallucination risk before they enter a knowledge base, so an LLM can read them safely. A solo builder maintaining a RAG pipeline reaches for it to gate low-quality or ambiguous source documents before they pollute retrieval.
- Pre-ingestion epistemic quality check
- Flags hallucination and equivocation risk
- Ensures documents are properly qualified
- Built for RAG knowledge bases
Clarity Gate by the numbers
- Data as of Aug 10, 2026 (Skillselion catalog sync)
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| repo stars | ★ 32 |
|---|---|
| Last updated | March 2, 2026 |
| Repository | frmoretto/clarity-gate ↗ |
What it does
Pre-ingestion verification for RAG systems: checks documents for epistemic quality, equivocation and hallucination risk before they enter a knowledge base, so an LLM can read them safely.
Who is it for?
Builders maintaining a RAG knowledge base
Skip if: Projects with no document ingestion pipeline
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