Can LLM Act as Static Analyzers? An Empirical Study on Django Backend Code

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Abstract

This repository contains the anonymized replication package for the study submitted to MSR 2026.It includes: The validated dataset of code-quality issues (70 confirmed issues) Raw outputs from static analysis tools (SonarQube, DeepSource, Prospector) Raw LLM outputs (anonymized) The complete prompt template and code-chunking procedure used in the study A README file with instructions to reproduce the evaluation No author-identifying information is included in this package.All file paths and metadata have been anonymized to comply with the MSR open-science policy.

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
1 March 2026
Document type
Dataset