AI Slop Code Risk Monitor

nukeop/nuclear

SlopCodeMonitor badge for nukeop/nuclear Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Streaming music player that finds free music for you

0.7 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for nukeop/nuclear, a TypeScript project with 18,841 GitHub stars. SynthScan examined 129,160 lines of code across 1462 source files, recording 94 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 0.7 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

0.7
Adjusted Signal
0.7
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
18.8K
Stars
TypeScript
Language
129.2K
Lines of Code
1.5K
Files
94
Pattern Hits
2026-10-31
Scan Date
0.00
HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 0.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 5 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.4/100 · LOW

Are imports declared and package/API names verified? 89 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 3.6/100 · LOW

Which changes need focused human review? 94 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 0MEDIUM 0LOW 94

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 94 distinct pattern matches across 2 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Fake / Example Data89 hits · 90 pts
SeverityFileLineSnippetContext
LOW…/Lyrics/SyncedLyricsLine/LineSyncedLyricsLine.test.tsx8 segments: [{ text: 'Lorem ipsum dolor sit amet' }],CODE
LOW…/Lyrics/SyncedLyricsLine/LineSyncedLyricsLine.test.tsx8 segments: [{ text: 'Lorem ipsum dolor sit amet' }],CODE
LOW…/Lyrics/SyncedLyricsLine/LineSyncedLyricsLine.test.tsx46 background: [{ text: 'Lorem ipsum' }],CODE
LOW…/Lyrics/SyncedLyricsLine/WordSyncedLyricsLine.test.tsx50 background: [{ text: 'Lorem ipsum', startMs: 3000, endMs: 4000 }],CODE
LOW…c/components/Lyrics/SyncedLyrics/SyncedLyrics.test.tsx27 segments: [{ text: 'Lorem ipsum dolor' }],CODE
LOW…src/components/Lyrics/PlainLyrics/PlainLyrics.test.tsx13 { segments: [{ text: 'Lorem ipsum dolor sit amet' }] },CODE
LOW…src/components/Lyrics/PlainLyrics/PlainLyrics.test.tsx13 { segments: [{ text: 'Lorem ipsum dolor sit amet' }] },CODE
LOW…src/components/Lyrics/PlainLyrics/PlainLyrics.test.tsx39 background: [{ text: 'Lorem ipsum' }],CODE
LOWpackages/storybook/src/PlainLyrics.stories.tsx19 line('Lorem ipsum dolor sit amet, consectetur'),CODE
LOWpackages/storybook/src/PlainLyrics.stories.tsx19 line('Lorem ipsum dolor sit amet, consectetur'),CODE
LOW⚡packages/storybook/src/PlainLyrics.stories.tsx124 { id: 'lorem', name: 'Lorem Ipsum', type: 'person' },CODE
LOW⚡packages/storybook/src/PlainLyrics.stories.tsx133 ...line('Lorem ipsum dolor sit amet, consectetur'),CODE
LOW⚡packages/storybook/src/PlainLyrics.stories.tsx133 ...line('Lorem ipsum dolor sit amet, consectetur'),CODE
LOWpackages/storybook/src/SyncedLyrics.stories.tsx21 segments: [{ text: 'Lorem ipsum dolor sit amet' }],CODE
LOWpackages/storybook/src/SyncedLyrics.stories.tsx21 segments: [{ text: 'Lorem ipsum dolor sit amet' }],CODE
LOWpackages/storybook/src/LineSyncedLyricsLine.stories.tsx15 segments: [{ text: 'Lorem ipsum dolor sit amet, consectetur' }],CODE
LOWpackages/storybook/src/LineSyncedLyricsLine.stories.tsx15 segments: [{ text: 'Lorem ipsum dolor sit amet, consectetur' }],CODE
LOW⚡packages/docs/plugins/lyrics.md101For a song with the lines "Lorem ipsum dolor sit amet" and "Consectetur adipiscing elit", `getLyrics` returns this:CODE
LOW⚡packages/docs/plugins/lyrics.md101For a song with the lines "Lorem ipsum dolor sit amet" and "Consectetur adipiscing elit", `getLyrics` returns this:CODE
LOW⚡packages/docs/plugins/lyrics.md110 { startMs: 12400, endMs: 15800, segments: [{ text: 'Lorem ipsum dolor sit amet' }] },CODE
LOW⚡packages/docs/plugins/lyrics.md110 { startMs: 12400, endMs: 15800, segments: [{ text: 'Lorem ipsum dolor sit amet' }] },CODE
LOW⚡packages/docs/plugins/lyrics.md263`background` holds background vocals. For example, the line `Lorem ipsum dolor sit amet (sit amet, sit amet)` has backgrCODE
LOW⚡packages/docs/plugins/lyrics.md263`background` holds background vocals. For example, the line `Lorem ipsum dolor sit amet (sit amet, sit amet)` has backgrCODE
LOW⚡packages/docs/plugins/lyrics.md269 segments: [{ text: 'Lorem ipsum dolor sit amet' }],CODE
LOW⚡packages/docs/plugins/lyrics.md269 segments: [{ text: 'Lorem ipsum dolor sit amet' }],CODE
LOWpackages/docs/plugins/lyrics.md328 { type: 'translation', language: 'en', text: 'Lorem ipsum dolor' },CODE
LOWpackages/i18n/src/locales/es_ES.json185 "placeholder": "Buscar",CODE
LOWpackages/i18n/src/locales/es_ES.json683 "placeholder": "Buscar música",CODE
LOWpackages/i18n/src/locales/ja_JP.json182 "placeholder": "検索",CODE
LOWpackages/i18n/src/locales/ja_JP.json679 "placeholder": "音楽を検索",CODE
LOWpackages/i18n/src/locales/zh_CN.json182 "placeholder": "搜索",CODE
LOWpackages/i18n/src/locales/zh_CN.json679 "placeholder": "搜索音乐",CODE
LOWpackages/i18n/src/locales/it_IT.json185 "placeholder": "Cerca",CODE
LOWpackages/i18n/src/locales/it_IT.json683 "placeholder": "Cerca musica",CODE
LOWpackages/i18n/src/locales/en_US.json182 "placeholder": "Search",CODE
LOWpackages/i18n/src/locales/en_US.json679 "placeholder": "Search for music",CODE
LOWpackages/i18n/src/locales/ru_RU.json188 "placeholder": "Поиск",CODE
LOWpackages/i18n/src/locales/ru_RU.json687 "placeholder": "Поиск музыки",CODE
LOWpackages/i18n/src/locales/de_DE.json182 "placeholder": "Suchen",CODE
LOWpackages/i18n/src/locales/de_DE.json679 "placeholder": "Musik suchen",CODE
LOWpackages/i18n/src/locales/pt_BR.json185 "placeholder": "Buscar",CODE
LOWpackages/i18n/src/locales/pt_BR.json683 "placeholder": "Buscar música",CODE
LOWpackages/i18n/src/locales/fr_FR.json185 "placeholder": "Rechercher",CODE
LOWpackages/i18n/src/locales/fr_FR.json683 "placeholder": "Rechercher de la musique",CODE
LOWpackages/i18n/src/locales/pl_PL.json188 "placeholder": "Wyszukaj",CODE
LOWpackages/i18n/src/locales/pl_PL.json687 "placeholder": "Szukaj muzyki",CODE
LOWpackages/player/src/components/SearchBox/SearchBox.tsx35 placeholder={t('placeholder')}CODE
LOW⚡packages/player/src/views/Lyrics/Lyrics.test.tsx357 { type: 'line', text: 'Lorem ipsum dolor', isActive: false },CODE
LOW⚡packages/player/src/views/Lyrics/Lyrics.test.tsx367 .withLine(5000, 9000, 'Lorem ipsum dolor')CODE
LOW⚡packages/player/src/views/Lyrics/Lyrics.test.tsx376 { type: 'line', text: 'Lorem ipsum dolor', isActive: false },CODE
LOW⚡packages/player/src/views/Lyrics/Lyrics.test.tsx383 .withLine(4900, 9000, 'Lorem ipsum dolor')CODE
LOW⚡packages/player/src/views/Lyrics/Lyrics.test.tsx391 { type: 'line', text: 'Lorem ipsum dolor', isActive: false },CODE
LOW⚡packages/player/src/views/Lyrics/Lyrics.test.tsx398 .withLine(0, 4000, 'Lorem ipsum dolor')CODE
LOW⚡packages/player/src/views/Lyrics/Lyrics.test.tsx407 { type: 'line', text: 'Lorem ipsum dolor', isActive: false },CODE
LOW⚡packages/player/src/views/Lyrics/Lyrics.test.tsx438 { type: 'line', text: 'Lorem ipsum', isActive: false },CODE
LOW⚡packages/player/src/views/Lyrics/Lyrics.test.tsx447 QueueWrapper.initQueue([createQueueItem('Lorem Ipsum')]);CODE
LOW⚡packages/player/src/views/Lyrics/Lyrics.test.tsx450 .withLine(0, 4000, 'Lorem ipsum dolor')CODE
LOW⚡packages/player/src/views/Lyrics/Lyrics.test.tsx828 { label: 'Verse 1 - Lorem', lines: ['Dolor sit amet'] },CODE
LOW⚡packages/player/src/views/Lyrics/Lyrics.test.tsx836 QueueWrapper.initQueue([createQueueItem('Lorem Ipsum')]);CODE
LOW⚡packages/player/src/views/Lyrics/Lyrics.test.tsx840 .withLine('Lorem ipsum dolor')CODE
29 more matches not shown…
Over-Commented Block5 hits · 5 pts
SeverityFileLineSnippetContext
LOWflatpak/com.nuclearplayer.Nuclear.yml1# Flatpak manifest for Nuclear Music Player (from-source build)COMMENT
LOWflatpak/generate-sources.sh1#!/usr/bin/env bashCOMMENT
LOWpackages/hifi/src/hooks/useHlsSource.ts41 // WebView2, Firefox, etc.). Chrome 147+ returns "maybe" for the nativeCOMMENT
LOWpackages/player/src-tauri/src/main.rs41 }COMMENT
LOWpackages/player/src/services/plugins/pluginCompiler.ts201 // 'react/jsx-runtime', and the bare import esbuild emits for it getsCOMMENT