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  • https://doi.org/10.14445/22312803/ijctt-v73i11p102Copy DOI Icon

A Scalable Architecture for Remote Model Context Protocol Servers in Enterprise Database Environments

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Abstract

Enterprise deployments of Large Language Models need database connectivity solutions that work under absolute security and performance pressures. This paper describes an architecture we built for Model Context Protocol servers in Kubernetes, refined through actual production use. Three problems dominated our design work: authentication, network security, and scaling capacity. We went with OAuth2 authentication paired with connection pooling. Once deployed, this setup achieved a 96% cache hit rate while reducing latency by 71% relative to our baseline measurements. Horizontal scaling keeps the system responsive during traffic surges. Our production environment ran this architecture continuously for six months, processing roughly 45,000 queries per day. We saw 99.9% uptime throughout, and 95th-percentile latency came in at 180 Ms. The numbers show this architecture can manage what security-focused enterprises need, even in heavily regulated sectors. For engineers and architects working on AI-powered database services, this paper provides concrete lessons particularly relevant when security, reliability, and performance constraints are non-negotiable.

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