INSIGHT: Repository-Aware Bug Localization and Repair with Graph Augmented Agentic RAG
Автор: Jitesh Sureka
Загружено: 2026-01-26
Просмотров: 4
Описание: INSIGHT is a github app that automates bug localization and resolution guidance by combining semantic retrieval with repository-aware context. It first indexes the repository using Tree-sitter to extract code structures and UnixCoder to generate semantic embeddings stored in FAISS. Structural relationships such as caller–callee links and containment hierarchies are captured in a Neo4j graph during initial indexing and incrementally updated with repository changes. When a new issue is reported, the system retrieves the top-20 relevant code segments using semantic search and enriches them with contextual relationships from Neo4j. The LLM then re-ranks these candidates to select the most likely buggy functions while providing reasoning. Subsequent components generate a root-cause analysis and recommend actionable remediation strategies.
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