frmoretto/clarity-gate

Stop LLMs from hallucinating your guesses as facts. Clarity Gate is a verification protocol for your documents that are going to be provided to LLMs or RAG systems. Place automatically the missing uncertainty markers to avoid confident hallucinations. HITL for non-directly verifiable claims.

Install

npx skills add frmoretto/clarity-gate

gh skill install frmoretto/clarity-gate

git clone --depth 1 https://github.com/frmoretto/clarity-gate

Skills in this collection

• CClarity GateFrancesco Marinoni MorettoPre-ingestion verification for epistemic quality in RAG systems. Ensures documents are properly qualified before entering knowledge bases. Produces CGD (Clarity-Gated Documents) and validates SOT (Source of Truth) files.Other34 Repository stars