Designed and implemented an AI-driven platform leveraging Next.js and AWS Bedrock. I integrated the Model Context Protocol (MCP) architecture to enable intelligent, contextual interactions with MDS catalogs and semantic search capabilities. Built with an AI-native workflow, this proof of concept demonstrates advanced system architecture, secure cloud infrastructure, and seamless AI integration to handle complex data querying and performance optimization effectively for next-generation intelligent business applications.