world-bible-validator

Brand leakage detection identifies forbidden real-world brands appearing in personas, narratives, and game content using word-boundary regex matching against a predefined list, ensuring all content remains authentic to your World Bible and in-universe branding constraints.

World Bible validation enforces consistency by checking that content—personas, narratives, and game lore—adheres to established in-universe branding rules and avoids real-world brand contamination, maintaining fictional world integrity.

Yes. The Skill processes persona libraries in batch, applying case-insensitive text scanning to detect brand violations and output detected brands for integration into validation pipelines, supporting library-scale compliance workflows.

Run the batch validation script against your persona library JSON files; it performs case-insensitive word-boundary regex detection across all personas and outputs detected brands in a single validation pass for immediate pipeline integration.

The Skill uses a predefined FORBIDDEN_BRANDS list for detection. You configure this reference data before running validation; the regex detector then scans all content against your maintained list without manual per-item checking.

Detected brands are identified and output as validation results, flagging which personas or narrative sections violate World Bible constraints; you can then review, remove, or replace offending real-world brand references.