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Collections of diagnostic checks used to identify security vulnerabilities, architectural violations, and migration requirements.
Distinguishing note: None of the candidates were provided; this represents the rule-set catalog rather than the execution engine.
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Ruff is a high-performance static analysis and code formatting tool designed for Python. Built in Rust, it functions as a comprehensive engine that scans source code to detect programming errors, security vulnerabilities, and deviations from established coding standards. By parsing source code into a structured tree representation, it provides both automated linting and style enforcement across entire projects. The tool distinguishes itself through its speed and deep integration into the development lifecycle. It utilizes parallelized file processing to maximize throughput on large codebases
The tool includes a comprehensive catalog of diagnostic checks for detecting security vulnerabilities, managing imports, enforcing Airflow standards, and facilitating library-specific migrations like NumPy updates.