Shypd.aiThe largest open index of AI toolsLocAgent is a Coding & Development tool that provides a graph-guided agentic framework for code localization. It parses codebases into directed heterogeneous graphs to enable multi-hop reasoning for identifying relevant code entities.
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LocAgent is an innovative framework designed to address the challenging task of code localization by leveraging graph-guided LLM agents. It transforms complex codebases into lightweight, directed heterogeneous graphs, effectively capturing code structures and their intricate dependencies. This graph-based representation allows LLM agents to perform powerful multi-hop reasoning, significantly enhancing their ability to search for and locate relevant code entities. The framework has demonstrated substantial improvements in accuracy for code localization on real-world benchmarks, achieving up to 92.7% accuracy on file-level localization. Furthermore, it has shown to improve downstream GitHub issue resolution success rates by 12% for multiple attempts, offering a cost-effective solution compared to state-of-the-art proprietary models.
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