frmoretto/clarity-gate

Clarity Gate is an open-source pre-ingestion verification system that evaluates documents for proper epistemic quality. It identifies cases where projections, opinions, or assertions are presented without necessary qualifiers like evidence or methodology.

The system works by analyzing raw documents against defined criteria for claim status, producing annotated output that highlights problems. Users then apply a human-in-the-loop process to decide whether to accept, revise, or reject the content before it reaches a RAG pipeline.

It targets founders, researchers, and small teams building RAG applications who handle drafts, notes, and user content and need automated support beyond basic accuracy checks.