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Model context protocol as a possible implementation for the operation of Retrieval-augmented generation

Bolla, Kálmán Milán (2025) Model context protocol as a possible implementation for the operation of Retrieval-augmented generation. GRADUS, 12 (2). ISSN 2064-8014

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Abstract

This paper presents a system that extends large language models (LLMs) with information stored in external documents. I used the Retrieval-Augmented Generation (RAG) method for the solution, and the Model Context Protocol (MCP) was selected as the communication protocol. The article presents the high-level system architecture and a specific implementation. I verified the operation of the system using Generative AI and MCP Inspector tools.

Item Type: Article
Uncontrolled Keywords: Artificial Intelligence, Generative AI, Large Language Model, Model Context Protocol, Retrieval-Augmented Generation
Subjects: Q Science / természettudomány > Q1 Science (General) / természettudomány általában
SWORD Depositor: MTMT SWORD
Depositing User: MTMT SWORD
Date Deposited: 23 Jan 2026 12:31
Last Modified: 23 Jan 2026 12:31
URI: https://real.mtak.hu/id/eprint/232575

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