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charlax/professional-programming

https://github.com/charlax/professional-programming · scanned 2026-06-05 11:42 UTC (5 days, 11 hours ago) · 10 languages

22 raw signals (10 security + 12 graph) 95th percentile · Python · tiny (<2K LoC) System graph score 96 (lower by 20)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 5 days, 11 hours ago · v2 · 14 actionable findings from 2 signal sources. 2 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
86.9
/100
Security checks
77
8 findings
System graph
97
77.8% cov · 6 findings
Critical
0
click to filter
Agents
6
0 votes
Crowd
0
reported
Score breakdown â 2026-05-18-v5
Component Sub-score Weight Contribution
structure_score 55.0 0.15 8.25
security_score 100.0 0.25 25.00
testing_score 70.0 0.20 14.00
documentation_score 75.0 0.15 11.25
practices_score 70.0 0.15 10.50
code_quality 80.0 0.10 8.00
Overall 1.00 77.0
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 1 Medium 4 Low 1 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 8 System graph 6 Crowd 0 Layer: Quality 9 Software 1 Api 1 Frontend 1 Security 1 Cicd 1

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
View all duplicates & near-duplicates findings →
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