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youndukn/loop-paper

https://github.com/youndukn/loop-paper · scanned 2026-06-16 01:07 UTC (2 months, 1 week ago)

31 raw signals (0 security + 31 graph)

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Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 30 actionable findings from 1 signal source. 1 repeated signal grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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55.6% cov · 30 findings

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Severity: Critical 0 High 0 Medium 8 Low 20 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 30 Crowd 0 Layer: Software 11 Frontend 1 Security 1 Quality 17

Exclude dismissed / FP Exclude test files

Bug-class explainers. Each card groups findings of the same shape — these are the patterns most likely to ship to prod and reappear in future scans unless you systematically fix the cause, not just the instance.

Duplicates & near-duplicates 4 findings

What it is: Same function copy-pasted into multiple modules with minor variations.

Why it matters: Each copy drifts independently — bug fixes apply to one, miss the others.

How AI causes it: AI completes the same pattern in each file rather than refactoring to a shared helper.

Fix approach: Extract the duplicated logic into the most general module both call sites already import. Add tests at the helper level.

4 matching findings on this repo

low Near-duplicate function bodies in 5 places
low Near-duplicate function bodies in 3 places repo-level
low Near-duplicate function bodies in 9 places
low Near-duplicate function bodies in 2 places

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