Verify documents for epistemic quality before knowledge base ingestion.
npx skills add https://github.com/frmoretto/clarity-gate --skill clarity-gate
Please help me install this Agent Skill. Skill: clarity-gate Source: https://github.com/frmoretto/clarity-gate/tree/main/.claude/skills/clarity-gate Command: npx skills add https://github.com/frmoretto/clarity-gate --skill clarity-gate
Clarity Gate provides pre-ingestion verification to ensure documents entering a knowledge base are epistemically qualified, preventing unverified or hedged claims from becoming entrenched in downstream systems.
Ingest a document through the Clarity Gate workflow to generate a CGD, then review the HITL records and verification statuses before ingestion into your knowledge base.
High-intent search queries and answers about installing and using this skill.
Pre-ingestion verification enforces epistemic quality before documents enter a RAG knowledge base. It validates source documents and drafts using a standardized Clarity-Gated Document format and human-in-the-loop gating to prevent unverified claims from entrenching downstream.
Human-in-the-loop gating for pre-ingestion verification ensures human oversight through a mandatory two-round flow: Round A confirms derived data, and Round B performs true human verification. This HITL gating prevents hedged or unverified claims from passing into the knowledge base.
Deterministic claim IDs and document hashes are generated via bundled scripts, specifically claim_id.py and document_hash.py. These scripts compute stable identifiers to ensure traceability and verifiable integrity during the document ingestion process.
Clarity Gate validates source of truth files per FORMAT_SPEC v2.1. This validation ensures ingested drafts and source documents meet strict epistemic formatting requirements before they are committed to the RAG knowledge base.
Pre-ingestion epistemic verification is needed when processing documentation hand-offs, drafts, or content with projections and uncertain data. It prevents misinterpretation by ensuring unverified or hedged claims are caught before entering the knowledge base.
To create a Clarity-Gated Document, ingest a source document through the verification workflow to generate the CGD. Then review the HITL records and verification statuses before final ingestion into the knowledge base.
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