citation-fixer

Auditing brain pages for missing or malformed inline citations involves scanning the knowledge base to ensure every fact has a deterministic Source reference. This Skill automates that scan, patches formatting to canonical conventions, and reports remaining gaps.

The canonical format for deterministic source references requires every fact to have an inline [Source: ...] citation. This ensures traceability across brain pages by resolving malformed references and enforcing consistent formatting.

Resolving Twitter or X post citations uses the host's X API integration to validate social post references. This Skill automatically detects these citations during the scan and resolves them to ensure data integrity.

Yes, the citation audit process applies across the entire brain pages knowledge base at once. It performs scan, patch, and reporting steps to generate a summary of pages scanned, citations fixed, and remaining gaps.

Enforcing data integrity for source citations without manual review is best achieved by automating the audit and patch process. This Skill validates against canonical conventions to fix formatting and generate a summary of remaining gaps.