fact-citation-validator

Citation validation for MDX decks works by detecting numeric or factual claims and checking their proximity to verifiable references, flagging lines with missing citations or weak markers to improve traceability before release.

Yes, you can integrate fact-check auditing into CI pipelines by emitting Markdown or JSON reports containing per-file findings and line numbers, enabling automated downstream review and pipeline failure triggers for unverified claims.

The citation validator recognizes strong links, plain URLs, and common citation markers in MDX files, issuing warnings for weak references that fail proximity-based checks against nearby factual claims.

The best way to audit decks for weak citations is using automated claim auditing that applies proximity-based checks to detect unverified numeric claims, generating traceable Markdown or JSON reports that highlight missing or weak markers.

Yes, you need the gray-matter dependency installed to parse frontmatter in MDX files during fact-check validation, ensuring the audit correctly processes metadata and content structure before generating line-numbered findings.