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rohitg00/ai-engineering-from-scratch

https://github.com/rohitg00/ai-engineering-from-scratch · scanned 2026-07-23 10:39 UTC (5 days, 8 hours ago)

291 raw signals (0 security + 291 graph)

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Complete repo analysis

Last scanned 5 days, 8 hours ago · v5 · last Δ +7.6 (diff) · 291 actionable findings from 1 signal source. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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100.0% cov · 291 findings

Severity distribution — click a segment to filter

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Severity: Critical 2 High 35 Medium 116 Low 113 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 291 Crowd 0 Layer: Software 22 Frontend 33 Security 62 Hardware 2 Cicd 1 Quality 59 Dependencies 94 Api 18

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 5 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.

5 matching findings on this repo

low Near-duplicate function bodies in 2 places
low Near-duplicate function bodies in 3 places
low Near-duplicate function bodies in 20 places
low Near-duplicate function bodies in 4 places
low Near-duplicate function bodies in 9 places

View all duplicates & near-duplicates findings →

Commented-out code 24 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/`.

12 matching findings on this repo

info Commented-code block (5 lines) in site/app.js:139
info Commented-code block (5 lines) in site/build.js:79
info Commented-code block (6 lines) in phases/19-capstone-projects/08-production-rag…
info Commented-code block (6 lines) in phases/19-capstone-projects/17-personal-ai-tu…
info Commented-code block (6 lines) in phases/19-capstone-projects/06-devops-trouble…
info Commented-code block (5 lines) in phases/19-capstone-projects/01-terminal-nativ…
info Commented-code block (6 lines) in phases/19-capstone-projects/12-video-understa…
info Commented-code block (6 lines) in phases/19-capstone-projects/04-multimodal-doc…
info Commented-code block (5 lines) in phases/19-capstone-projects/02-rag-over-codeb…
info Commented-code block (7 lines) in phases/19-capstone-projects/13-mcp-server-wit…
info Commented-code block (5 lines) in phases/19-capstone-projects/03-realtime-voice…
info Commented-code block (6 lines) in phases/19-capstone-projects/16-github-issue-t…

View all commented-out code findings →

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