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Robbyant/lingbot-map

https://github.com/Robbyant/lingbot-map · scanned 2026-07-23 19:43 UTC (4 days, 21 hours ago)

45 raw signals (0 security + 45 graph)

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Complete repo analysis

Last scanned 4 days, 21 hours ago · v7 · last Δ +0.1 (diff) · 45 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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60.0% cov · 45 findings

Severity distribution — click a segment to filter

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Severity: Critical 0 High 0 Medium 6 Low 36 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 45 Crowd 0 Layer: Software 22 Security 1 Quality 20 Dependencies 2

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
low Near-duplicate function bodies in 3 places

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Legacy markers 1 finding

What it is: TODO, FIXME, XXX, HACK comments. Often indicate a known-broken path the author meant to fix.

Why it matters: Each marker is an unfinished thought. Production code shouldn't ship with debt that's documented but not tracked.

How AI causes it: AI mirrors the style of the codebase, so existing TODOs propagate into new code.

Fix approach: Convert each into a ticket. Delete the comment when the ticket lands. Use a pre-commit hook to block new TODOs without an issue link.

1 matching finding on this repo

low Old/deprecated-named symbol `has_color_legacy` in benchmark/benchmark/io/pointc…

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Commented-out code 3 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/`.

3 matching findings on this repo

info Commented-code block (6 lines) in lingbot_map/layers/swiglu_ffn.py:42 lingbot_map/layers/swiglu_ffn.py:42
info Commented-code block (6 lines) in benchmark/datasets/neural_rgbd.py:329 benchmark/datasets/neural_rgbd.py:329
info Commented-code block (5 lines) in benchmark/benchmark/geometry/projection.py:62 benchmark/benchmark/geometry/projection.py:62

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