Luce-Org/lucebox-hub

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103 of your 170 findings came from Repobility's proprietary detections. ✓ Repobility tags below mark them.

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https://github.com/Luce-Org/lucebox-hub · scanned 2026-06-05 17:25 UTC (4 days, 22 hours ago) · 10 languages

278 raw signals (154 security + 124 graph) 55th percentile · Cpp · medium (20-100K LoC) System graph score 82 (lower by 16)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 4 days, 22 hours ago · v2 · 108 actionable findings from 2 signal sources. 108 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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88.9% cov · 49 findings

Score breakdown â 2026-05-18-v5

Component	Sub-score	Weight	Contribution
`structure_score`	60.0	0.15	9.00
`security_score`	66.9	0.25	16.73
`testing_score`	62.0	0.20	12.40
`documentation_score`	100.0	0.15	15.00
`practices_score`	67.0	0.15	10.05
`code_quality`	27.0	0.10	2.70
Overall		1.00	65.9

Severity distribution — click a segment to filter

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Severity: Critical 1 High 7 Medium 13 Low 39 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 59 System graph 49 Crowd 0 Layer: Software 32 Security 7 Quality 63 Cicd 4 Api 1 Frontend 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 2 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.

2 matching findings on this repo

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

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Commented-out code 6 findings

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/`.

6 matching findings on this repo

info Commented-code block (5 lines) in optimizations/megakernel/model_nvfp4.py:103
info Commented-code block (6 lines) in optimizations/pflash/tests/bench_niah_cpp.py:…
info Commented-code block (7 lines) in server/scripts/convert_dflash_to_gguf.py:111
info Commented-code block (6 lines) in server/scripts/test_full_compress_cache.py:209
info Commented-code block (6 lines) in server/scripts/run.py:176
info Commented-code block (7 lines) in server/scripts/laguna_pflash_niah.py:61

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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

low File has no detected symbols: optimizations/pflash/pflash/config.py

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