victordomingos/optimize-images

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17 of your 31 findings came from Repobility's proprietary detections. ✓ Repobility tags below mark them.

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https://github.com/victordomingos/optimize-images · scanned 2026-06-05 22:59 UTC (4 days, 7 hours ago) · 10 languages

55 raw signals (29 security + 26 graph) 11/13 scanners ran 60th percentile · Python · small (2-20K LoC) System graph score 97 (lower by 25)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 4 days, 7 hours ago · v2 · 31 actionable findings from 2 signal sources. 11 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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66.7% cov · 11 findings

Score breakdown â 2026-05-18-v5

Component	Sub-score	Weight	Contribution
`structure_score`	75.0	0.15	11.25
`security_score`	100.0	0.25	25.00
`testing_score`	46.0	0.20	9.20
`documentation_score`	90.0	0.15	13.50
`practices_score`	42.0	0.15	6.30
`code_quality`	73.0	0.10	7.30
Overall		1.00	72.5

security_score may be inflated — optional security scanners were skipped on this fast scan

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 0 High 3 Medium 3 Low 13 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 20 System graph 11 Crowd 0 Layer: Quality 20 Security 4 Software 4 Api 1 Frontend 1 Cicd 1

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 1 finding

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.

1 matching finding on this repo

low Near-duplicate function bodies in 2 places repo-level

View all duplicates & near-duplicates findings →

Commented-out code 1 finding

What it is: Lines of source that were intentionally disabled but never deleted.

Why it matters: Git already remembers history — commented code rots, becomes wrong, and adds noise to diffs.

How AI causes it: AI sometimes comments out broken code instead of fixing it. Reviewers approve out of inertia.

Fix approach: Delete. Trust `git log`. If you really need to remember, save it in a notes file under `docs/`.

1 matching finding on this repo

info Commented-code block (6 lines) in setup.py:12

View all commented-out code findings →

Config drift 1 finding

What it is: Settings duplicated across env files, Docker compose, K8s, and code defaults, all with slightly different values.

Why it matters: Production behaviour depends on whichever copy your loader reads first. Subtle bugs in staging that don't reproduce in dev.

How AI causes it: AI writes new config from memory rather than reading the existing source.

Fix approach: Pick one source of truth (env vars + a settings module). Have every other place import from there. Lint for duplicates in CI.

1 matching finding on this repo

medium No CI/CD configuration found

View all config drift findings →

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