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A Tool-Augmented, GPT-4 Chatbot for Real-Time Repository Data Analysis

arXiv · AI, language, vision and robotics · article · Sep 7, 2026 · UTC

Software repositories contain vast amounts of data on code contributions, bug reports, and project activities, yet this information remains challenging for non-technical stakeholders and developers to access due to limited expertise in querying repositories. To address this, we introduce a novel chatbot architecture leveraging OpenAI's GPT-4 model for automated extraction and analysis of repository data. In contrast, our architecture takes a structured path first by parsing the user's query to extract relevant parameters, then selecting the correct tool to employ based on that analysis, and fi

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