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benchflow-ai/skillsbench

https://github.com/benchflow-ai/skillsbench · scanned 2026-06-17 01:41 UTC (1 month, 1 week ago)

549 raw signals (0 security + 549 graph)

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Complete repo analysis

Last scanned 1 month, 1 week ago · v2 · last Δ -31.7 (diff) · 429 actionable findings from 1 signal source. 120 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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100.0% cov · 429 findings

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Severity: Critical 1 High 14 Medium 250 Low 111 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 429 Crowd 0 Layer: Software 22 Frontend 60 Network 13 Hardware 118 Security 33 Quality 171 Api 12

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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 4 places repo-level
low Near-duplicate function bodies in 2 places repo-level
low Near-duplicate function bodies in 5 places

View all duplicates & near-duplicates findings →

Commented-out code 37 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 (8 lines) in website/scripts/generate-tasks-registry.ts:75
info Commented-code block (7 lines) in website/src/components/GradientBlinds.tsx:315
info Commented-code block (8 lines) in website/src/components/Squares.tsx:72
info Commented-code block (5 lines) in tasks-extra/nda-playbook-review/tests/test_ou…
info Commented-code block (5 lines) in tasks-extra/find-topk-similiar-chemicals/envi…
info Commented-code block (6 lines) in tasks-extra/cobol-gl-batch-reconcile/scripts/…
info Commented-code block (5 lines) in tasks-extra/taxonomy-tree-merge/tests/test_ou…
info Commented-code block (8 lines) in tasks-extra/taxonomy-tree-merge/environment/s…
info Commented-code block (7 lines) in tasks-extra/speaker-diarization-subtitles/tes…
info Commented-code block (5 lines) in tasks/dialogue-parser/tests/test_outputs.py:2…
info Commented-code block (6 lines) in tasks/dialogue-parser/solution/solution.py:118
info Commented-code block (12 lines) in tasks/simpo-code-reproduction/environment/Si…

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Config drift 14 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.

12 matching findings on this repo

critical Possible secret in tasks/flink-query/environment/skills/senior-data-engineer/sc… tasks/flink-query/environment/skills/senior-data-…:609
high Agent instruction/config may expose a secret: tasks-extra/gpu-cluster-online-sc… tasks-extra/gpu-cluster-online-scheduling/environ…:67
high Agent instruction/config may expose a secret: tasks-extra/pedestrian-traffic-co… tasks-extra/pedestrian-traffic-counting/environme…:85
high Agent instruction/config may expose a secret: tasks-extra/find-topk-similiar-ch… tasks-extra/find-topk-similiar-chemicals/environm…:178
high Agent instruction/config may expose a secret: tasks-extra/pg-essay-to-audiobook… tasks-extra/pg-essay-to-audiobook/environment/ski…:56
high Agent instruction/config may expose a secret: tasks-extra/pg-essay-to-audiobook… tasks-extra/pg-essay-to-audiobook/environment/ski…:152
high Agent instruction/config may expose a secret: tasks/dapt-intrusion-detection/en… tasks/dapt-intrusion-detection/environment/skills…:318
high Agent instruction/config may expose a secret: tasks/lake-warming-attribution/en… tasks/lake-warming-attribution/environment/skills…:71
medium Agent authority lacks a verifier contract: tasks/fix-build-google-auto/environm… tasks/fix-build-google-auto/environment/skills/ma…
high Agent instruction/config may expose a secret: tasks/python-scala-translation/en… tasks/python-scala-translation/environment/skills…:188
high Agent instruction/config may expose a secret: tasks/fix-erlang-ssh-cve/environm… tasks/fix-erlang-ssh-cve/environment/skills/erlan…:295
high Agent instruction/config may expose a secret: tasks/quantum-numerical-simulatio… tasks/quantum-numerical-simulation/environment/sk…:312

View all config drift findings →

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