MASCOT is a multi-agent framework that improves socio-collaborative companions by harmonizing individual and collective behaviors through a bi-level optimization strategy. This framework addresses persona collapse and social sycophancy in existing systems, and has been shown to improve persona consistency and social contribution in evaluations.