AI Slop Code Risk Monitor

CyberTimon/RapidRAW

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

A beautiful, non-destructive, and GPU-accelerated RAW image editor built with performance in mind.

0.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for CyberTimon/RapidRAW, a TypeScript project with 10,873 GitHub stars. SynthScan examined 252,022 lines of code across 350 source files, recording 186 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.8 (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.

0.8
Adjusted Signal
0.8
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
10.9K
Stars
TypeScript
Language
252.0K
Lines of Code
350
Files
186
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 0.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 6 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.9/100 · LOW

Are imports declared and package/API names verified? 178 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 7 finding(s).

PR Review Velocity Impact 3.7/100 · LOW

Which changes need focused human review? 186 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 2LOW 184

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 186 distinct pattern matches across 4 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 Data178 hits · 202 pts
SeverityFileLineSnippetContext
LOWeslint.config.js67 'placeholder',CODE
LOWsrc/components/panel/right/AIPanel.tsx89 id: 'placeholder',CODE
LOWsrc/i18n/locales/nl.json345 "placeholder": "Tag toevoegen...",CODE
LOWsrc/i18n/locales/nl.json546 "placeholder": "bijv. een bloemenveld",CODE
LOWsrc/i18n/locales/nl.json1474 "placeholder": "Tag toevoegen...",CODE
LOWsrc/i18n/locales/nl.json1502 "placeholder": "Naam van voorinstelling invoeren...",CODE
LOW⚡src/i18n/locales/nl.json1560 "placeholder": "Albumnaam invoeren..."CODE
LOW⚡src/i18n/locales/nl.json1565 "placeholder": "Mapnaam invoeren...",CODE
LOW⚡src/i18n/locales/nl.json1569 "placeholder": "Groepsnaam invoeren..."CODE
LOWsrc/i18n/locales/nl.json1704 "placeholder": "Nieuwe albumnaam invoeren..."CODE
LOWsrc/i18n/locales/nl.json1719 "placeholder": "Nieuwe mapnaam invoeren...",CODE
LOWsrc/i18n/locales/nl.json1724 "placeholder": "Nieuwe groepsnaam invoeren..."CODE
LOWsrc/i18n/locales/nl.json2331 "placeholder": "Selecteer een voorinstelling...",CODE
LOWsrc/i18n/locales/ja.json345 "placeholder": "タグを追加...",CODE
LOWsrc/i18n/locales/ja.json543 "placeholder": "例: お花畑",CODE
LOWsrc/i18n/locales/ja.json1468 "placeholder": "タグを追加...",CODE
LOWsrc/i18n/locales/ja.json1496 "placeholder": "プリセット名を入力...",CODE
LOW⚡src/i18n/locales/ja.json1554 "placeholder": "アルバム名を入力..."CODE
LOW⚡src/i18n/locales/ja.json1559 "placeholder": "フォルダ名を入力...",CODE
LOW⚡src/i18n/locales/ja.json1563 "placeholder": "グループ名を入力..."CODE
LOWsrc/i18n/locales/ja.json1698 "placeholder": "新しいアルバム名を入力..."CODE
LOWsrc/i18n/locales/ja.json1713 "placeholder": "新しいフォルダ名を入力...",CODE
LOWsrc/i18n/locales/ja.json1718 "placeholder": "新しいグループ名を入力..."CODE
LOWsrc/i18n/locales/ja.json2329 "placeholder": "プリセットを選択...",CODE
LOWsrc/i18n/locales/de.json345 "placeholder": "Tag hinzufügen...",CODE
LOWsrc/i18n/locales/de.json546 "placeholder": "z. B. ein Blumenfeld",CODE
LOWsrc/i18n/locales/de.json1474 "placeholder": "Tag hinzufügen...",CODE
LOWsrc/i18n/locales/de.json1502 "placeholder": "Vorgaben-Namen eingeben...",CODE
LOW⚡src/i18n/locales/de.json1560 "placeholder": "Albumnamen eingeben..."CODE
LOW⚡src/i18n/locales/de.json1565 "placeholder": "Ordnernamen eingeben...",CODE
LOW⚡src/i18n/locales/de.json1569 "placeholder": "Gruppennamen eingeben..."CODE
LOWsrc/i18n/locales/de.json1704 "placeholder": "Neuen Albumnamen eingeben..."CODE
LOWsrc/i18n/locales/de.json1719 "placeholder": "Neuen Ordnernamen eingeben...",CODE
LOWsrc/i18n/locales/de.json1724 "placeholder": "Neuen Gruppennamen eingeben..."CODE
LOWsrc/i18n/locales/de.json2335 "placeholder": "Vorgabe auswählen...",CODE
LOWsrc/i18n/locales/ru.json353 "placeholder": "Добавить тег...",CODE
LOWsrc/i18n/locales/ru.json592 "placeholder": "например, поле цветов",CODE
LOWsrc/i18n/locales/ru.json1538 "placeholder": "Добавить тег...",CODE
LOWsrc/i18n/locales/ru.json1566 "placeholder": "Введите название пресета...",CODE
LOW⚡src/i18n/locales/ru.json1624 "placeholder": "Введите название альбома..."CODE
LOW⚡src/i18n/locales/ru.json1629 "placeholder": "Введите название папки...",CODE
LOW⚡src/i18n/locales/ru.json1633 "placeholder": "Введите название группы..."CODE
LOWsrc/i18n/locales/ru.json1778 "placeholder": "Введите новое название альбома..."CODE
LOWsrc/i18n/locales/ru.json1795 "placeholder": "Введите новое имя папки...",CODE
LOWsrc/i18n/locales/ru.json1800 "placeholder": "Введите новое название группы..."CODE
LOWsrc/i18n/locales/ru.json2419 "placeholder": "Выберите пресет...",CODE
LOWsrc/i18n/locales/pl.json353 "placeholder": "Dodaj tag...",CODE
LOWsrc/i18n/locales/pl.json592 "placeholder": "np. pole pełne kwiatów",CODE
LOWsrc/i18n/locales/pl.json1538 "placeholder": "Dodaj tag...",CODE
LOWsrc/i18n/locales/pl.json1566 "placeholder": "Wpisz nazwę presetu...",CODE
LOW⚡src/i18n/locales/pl.json1624 "placeholder": "Wpisz nazwę albumu..."CODE
LOW⚡src/i18n/locales/pl.json1629 "placeholder": "Wpisz nazwę folderu...",CODE
LOW⚡src/i18n/locales/pl.json1633 "placeholder": "Wpisz nazwę grupy..."CODE
LOWsrc/i18n/locales/pl.json1778 "placeholder": "Wpisz nową nazwę albumu..."CODE
LOWsrc/i18n/locales/pl.json1795 "placeholder": "Wpisz nową nazwę folderu...",CODE
LOWsrc/i18n/locales/pl.json1800 "placeholder": "Wpisz nową nazwę grupy..."CODE
LOWsrc/i18n/locales/pl.json2419 "placeholder": "Wybierz preset...",CODE
LOWsrc/i18n/locales/uk.json353 "placeholder": "Додати тег...",CODE
LOWsrc/i18n/locales/uk.json592 "placeholder": "напр., поле квітів",CODE
LOWsrc/i18n/locales/uk.json1538 "placeholder": "Додати тег...",CODE
118 more matches not shown…
Hyper-Verbose Identifiers5 hits · 5 pts
SeverityFileLineSnippetContext
LOWbench/replay.js222 function summarizePhaseAcrossIterations(measuredIterations, phaseName) {CODE
LOWsrc/utils/cropUtils.ts118export function calculateAreaPreservingCrop(CODE
LOWsrc/utils/cropUtils.ts166export function calculateAutoCropForRotation(CODE
LOW…c/components/panel/right/AdjustmentSectionsSubMenu.tsx196function AdjustmentSectionsSubMenu() {CODE
LOWsrc/components/adjustments/Curves.tsx269function convertParametricToPoints(settings: ParametricCurveSettings): Array<Coord> {CODE
Excessive Try-Catch Wrapping2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMsrc/i18n/update_translations.py260 print(f"Error parsing JSON in {file_path.name}. Skipping.")CODE
MEDIUMsrc/i18n/update_translations.py275 print(f"Error: Locales directory '{LOCALES_DIR}' does not exist.")CODE
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOWbench/replay.js1// Deterministic UI perf benchmark. Paste into the browser devtools ConsoleCOMMENT