This paper presents the Active Provenance Gate (APG), a post-debate verification layer for Large Language Model-based Multi-Agent Debate (MAD) systems. APG treats source material as a hard constraint, analyzing debate logs, auditing claims, and applying self-correction. It increases data Provenance Fidelity and generates divergence reports, improving the accuracy of summaries.