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Andrii Baran

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Open access Sep 2026

LLM and MCP driven e-commerce assistant over graph databases

Traditional e-commerce search-and-filter interfaces often lead to high cart abandonment rates due to rigid keyword matching and complex navigation. This paper presents an architecture for conversational e-commerce that integrates large language models (LLMs), Model Context Protocol (MCP) servers, and a Neo4j graph data...

Andrii Baran, I. Spivak, S. Krepych · 0 citations

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