midnight-fact-check:fact-check-classification

Fact-check claim classification tags each claim with verification domain labels like compact, sdk, zkir, or witness. The skill reads your claims JSON, appends matched domains to the domains array, and updates classification.primary_domain and confidence according to explicit merging rules.

The supported verification domains are compact, sdk, zkir, and witness. Claims are tagged with these domain labels to ensure consistent downstream processing and automated agent dispatch during batch operations within the Midnight fact-check pipeline.

Cross-domain claims are marked with medium confidence and include concise notes explaining the cross-domain rationale. Classification merging rules explicitly define how to append domain tags and update the primary_domain to resolve partial matches.

You can use this skill to prepare claims JSON for automated agent dispatch. It updates each claim's domains and classification fields by writing back to the same file path, enabling individual-domain classification runs for downstream verification agents.

A limitation of automated domain tagging is its restriction to the compact, sdk, zkir, and witness domains. Cross-domain partial matches receive medium confidence rather than high confidence, requiring manual review of classification notes for ambiguous claims.