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|**F1 score**|**0.822**|
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|**Accuracy**|**79.0%**|
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| Precision | 71.4% |
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|Coverage| 100% (310/310 files analyzed) |
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|Analyzed| 100% (310/310 files, no parse failures) |
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| Time on full dataset (310 files) |~0.4s |
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Recall on PoisonPy is **higher than the baseline reported in the original paper** (~91%) — Redlyne extends the rule set to 459 patterns and catches more issue classes.
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#### The bottom line
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Across every comparison dimension a developer cares about — coverage, accuracy, speed, fix safety — Redlyne is the only tool that wins on all of them at once.
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Across every dimension that matters — files actually analyzed, accuracy, speed, fix safety — Redlyne is the only tool that wins on all of them at once.
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