Marcus

Marcus is an open-source tool that acts as a checkpoint between AI models and users, enforcing rigorous verification of AI-generated claims by checking source citations, links, dates, and authenticity before presenting answers. It reduces fabricated or dead citations by automatically declining unverifiable claims and records the entire audit trail, increasing trust in AI outputs without retraining models.