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yousef-hamda/medflow-healthcare-platform

https://github.com/yousef-hamda/medflow-healthcare-platform · scanned 2026-06-16 01:08 UTC (2 months, 1 week ago)

202 raw signals (23 security + 179 graph)

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Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 122 actionable findings from 2 signal sources. 118 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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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 3 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.
3 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 2 places repo-level
View all duplicates & near-duplicates findings →
Commented-out code 2 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/`.
2 matching findings on this repo
  • info Commented-code block (5 lines) in apps/realtime-gateway/src/main.ts:42
  • info Commented-code block (6 lines) in apps/clinician-dashboard/playwright.config.ts…
View all commented-out code findings →
Config drift 2 findings
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.
2 matching findings on this repo
  • low Possibly dead Python function: configure_optimizers apps/ml-batch/src/medflow_ml/models/lstm.py:88
  • info Commented-code block (6 lines) in apps/clinician-dashboard/playwright.config.ts…
View all config drift findings →
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