AI Slop Code RIsk Monitor

jely2002/youtube-dl-gui

Open Video Downloader - A cross-platform GUI for youtube-dl made in Rust with Tauri and Vue + Typescript.

4.9 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for jely2002/youtube-dl-gui, a Rust project with 9,360 GitHub stars. SynthScan examined 61,169 lines of code across 383 source files, recording 246 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 4.9 (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.

4.9
Adjusted Signal
4.9
Raw Pattern Score
100%
Time Factor
2026-09-28
Last Push
9.4K
Stars
Rust
Language
61.2K
Lines of Code
383
Files
246
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 3.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 39 finding(s).

Hallucinated Dependency & Supply Chain Risk 19.1/100 · LOW

Are imports declared and package/API names verified? 207 finding(s).

Agent Over-Engineering Ratio 3.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 39 finding(s).

PR Review Velocity Impact 18.2/100 · LOW

Which changes need focused human review? 246 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 246

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 246 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 Data207 hits · 259 pts
SeverityFileLineSnippetContext
LOWtests/unit/mediaStore.spec.ts211 id: 'placeholder',CODE
LOWsrc/locales/tr.json33 "placeholder": "Sıraya eklemek için bir video/oynatma listesi URL'si ekleyin",CODE
LOWsrc/locales/tr.json79 "placeholder": "Format seç",CODE
LOWsrc/locales/tr.json108 "placeholder": "Çerezleri tarayıcıdan olarak yükleme",CODE
LOWsrc/locales/tr.json138 "placeholder": "X-Api-Key:…"CODE
LOW⚡src/locales/tr.json253 "placeholder": "Format seç",CODE
LOW⚡src/locales/tr.json260 "placeholder": "Ses kodeği",CODE
LOW⚡src/locales/tr.json265 "placeholder": "Video kodeği",CODE
LOW⚡src/locales/tr.json274 "placeholder": "Ses parçası",CODE
LOW⚡src/locales/tr.json279 "placeholder": "Video parçası",CODE
LOW⚡src/locales/tr.json711 "placeholder": "youtube:player_js_variant=main",CODE
LOW⚡src/locales/tr.json720 "placeholder": "Videodan kaldırmak için 1 ya da daha fazla kısım seçin."CODE
LOW⚡src/locales/tr.json724 "placeholder": "Bölüm ile işaretlemek için 1 ya da daha fazla kısım seçin."CODE
LOWsrc/locales/tr.json886 "placeholder": "Dosya seç…",CODE
LOWsrc/locales/tr.json897 "placeholder": "Klasör seç…",CODE
LOWsrc/locales/tr.json1125 "placeholder": "!is_live & view_count >=? 10000",CODE
LOWsrc/locales/tr.json1130 "placeholder": "duration >? 3600",CODE
LOWsrc/locales/nl.json33 "placeholder": "Voer een video- of afspeellijst-URL in om toe te voegen aan de wachtrij",CODE
LOWsrc/locales/nl.json79 "placeholder": "Selecteer formaat",CODE
LOWsrc/locales/nl.json108 "placeholder": "Geen cookies laden uit een browser",CODE
LOWsrc/locales/nl.json138 "placeholder": "X-Api-Key: …"CODE
LOW⚡src/locales/nl.json253 "placeholder": "Selecteer formaat",CODE
LOW⚡src/locales/nl.json260 "placeholder": "Audiocodec",CODE
LOW⚡src/locales/nl.json265 "placeholder": "Videocodec",CODE
LOW⚡src/locales/nl.json274 "placeholder": "Audiospoor",CODE
LOW⚡src/locales/nl.json279 "placeholder": "Videospoor",CODE
LOW⚡src/locales/nl.json711 "placeholder": "youtube:player_js_variant=main",CODE
LOW⚡src/locales/nl.json720 "placeholder": "Selecteer delen om te verwijderen."CODE
LOW⚡src/locales/nl.json724 "placeholder": "Selecteer delen om te markeren."CODE
LOWsrc/locales/nl.json886 "placeholder": "Selecteer een bestand…",CODE
LOWsrc/locales/nl.json897 "placeholder": "Selecteer een map…",CODE
LOWsrc/locales/nl.json1125 "placeholder": "!is_live & view_count >=? 10000",CODE
LOWsrc/locales/nl.json1130 "placeholder": "duration >? 3600",CODE
LOWsrc/locales/de.json33 "placeholder": "Gib eine Video-/Playlist-URL ein, um sie zur Warteschlange hinzuzufügen",CODE
LOWsrc/locales/de.json79 "placeholder": "Format auswählen",CODE
LOWsrc/locales/de.json108 "placeholder": "Keine Cookies aus einem Browser laden",CODE
LOWsrc/locales/de.json138 "placeholder": "X-Api-Key:…"CODE
LOW⚡src/locales/de.json253 "placeholder": "Format auswählen",CODE
LOW⚡src/locales/de.json260 "placeholder": "Audio-Codec",CODE
LOW⚡src/locales/de.json265 "placeholder": "Video-Codec",CODE
LOW⚡src/locales/de.json274 "placeholder": "Audiospur",CODE
LOW⚡src/locales/de.json279 "placeholder": "Videospur",CODE
LOW⚡src/locales/de.json711 "placeholder": "youtube:player_js_variant=main",CODE
LOW⚡src/locales/de.json720 "placeholder": "Wähle 1 oder mehrere Teile aus, die aus dem Video entfernt werden sollen."CODE
LOW⚡src/locales/de.json724 "placeholder": "Wähle 1 oder mehrere Teile aus, die als Kapitel markiert werden sollen."CODE
LOWsrc/locales/de.json886 "placeholder": "Datei auswählen…",CODE
LOWsrc/locales/de.json897 "placeholder": "Ordner auswählen…",CODE
LOWsrc/locales/de.json1125 "placeholder": "!is_live & view_count >=? 10000",CODE
LOWsrc/locales/de.json1130 "placeholder": "duration >? 3600",CODE
LOWsrc/locales/ru.json33 "placeholder": "Введите URL видео или плейлиста, чтобы добавить в очередь",CODE
LOWsrc/locales/ru.json79 "placeholder": "Выбрать формат",CODE
LOWsrc/locales/ru.json108 "placeholder": "Не загружать cookies из браузера",CODE
LOWsrc/locales/ru.json138 "placeholder": "X-Api-Key:…"CODE
LOW⚡src/locales/ru.json253 "placeholder": "Выбрать формат",CODE
LOW⚡src/locales/ru.json260 "placeholder": "Аудиокодек",CODE
LOW⚡src/locales/ru.json265 "placeholder": "Видеокодек",CODE
LOW⚡src/locales/ru.json274 "placeholder": "Аудиодорожка",CODE
LOW⚡src/locales/ru.json279 "placeholder": "Видеодорожка",CODE
LOW⚡src/locales/ru.json711 "placeholder": "youtube:player_js_variant=main",CODE
LOW⚡src/locales/ru.json720 "placeholder": "Выберите одну или несколько частей, которые нужно удалить из видео."CODE
147 more matches not shown…
Hyper-Verbose Identifiers39 hits · 41 pts
SeverityFileLineSnippetContext
LOWscripts/licenses.ts113async function generateExternalToolsSection() {CODE
LOWsrc/composables/useMediaResolutionSelection.ts22export function useMediaResolutionSelection(params: UseMediaResolutionSelectionParams) {CODE
LOWsrc/tauri/window.ts26 function findActiveItemPercentIfSingleDownloading(): number | undefined {CODE
LOWsrc/tauri/window.ts93 async function maybeRequestUserAttention(params: {CODE
LOWsrc/tauri/listeners/progress.ts5export function registerProgressListeners() {CODE
LOWsrc/tauri/listeners/diagnostics.ts4export function registerDiagnosticsListeners() {CODE
LOWsrc/tauri/listeners/shortcuts.ts7export function registerShortcutListeners() {CODE
LOWsrc/tauri/listeners/destination.ts5export function registerDestinationListeners() {CODE
LOWsrc/stores/updater.ts46 function processUpdaterDownloadProgress(payload: UpdaterDownloadProgressPayload) {CODE
LOW⚡src/stores/binaries.ts31 function processBinaryDownloadStart(payload: BinaryDownloadStartPayload) {CODE
LOW⚡src/stores/binaries.ts36 function processBinaryDownloadProgress(payload: BinaryDownloadProgressPayload) {CODE
LOW⚡src/stores/binaries.ts43 function processBinaryDownloadComplete(payload: BinaryDownloadCompletePayload) {CODE
LOW⚡src/stores/binaries.ts49 function processBinaryDownloadError(payload: BinaryDownloadErrorPayload) {CODE
LOWsrc/stores/media/progress.ts27 function processMediaProgressPayload(payload: MediaProgressPayload) {CODE
LOWsrc/stores/media/progress.ts45 function processMediaProgressStagePayload(payload: MediaProgressStagePayload) {CODE
LOWsrc/stores/media/progress.ts57 function processMediaCompletePayload(payload: MediaProgressCompletePayload) {CODE
LOWsrc/stores/media/diagnostics.ts17 function processMediaDiagnosticPayload(payload: MediaDiagnostic) {CODE
LOWsrc/stores/media/diagnostics.ts100 function findLastDiagnosticByGroupId(groupId: string): MediaDiagnostic | undefined {CODE
LOWsrc/stores/media/destination.ts29 function processMediaDestinationPayload(payload: MediaDestinationPayload) {CODE
LOW…/components/media-card/steps/PlaylistSelectionStep.vue209function normalizeSimplePlaylistIndex(value: SimplePlaylistIndex): number | null {CODE
LOWsrc/components/media-view/TheOutputPreferences.vue212function createDefaultSelectionState(): PartialDownloadSelection {CODE
LOWsrc/components/media-view/TheSubtitlePreferences.vue287function filterAvailableSelections(selected: string[], available: string[]): string[] {CODE
LOWsrc/helpers/playlistSelection.ts22export function createPlaylistSelectionRow(type: PlaylistSelectionRow['type']): PlaylistSelectionRow {CODE
LOWsrc/helpers/playlistSelection.ts35export function normalizePlaylistSelection(value: PlaylistSelection | undefined): PlaylistSelection {CODE
LOWsrc/helpers/playlistSelection.ts43export function getPlaylistSelectionRowError(row: PlaylistSelectionRow): string | null {CODE
LOWsrc/helpers/playlistSelection.ts67export function applyPlaylistSelectionToEntries(CODE
LOWsrc/helpers/resolutionSelection.ts18export function matchDownloadOptionsToFormat(CODE
LOWsrc/helpers/resolutionSelection.ts125export function buildTrackResolutionLabels(CODE
LOWsrc/helpers/partialDownload.ts93export function createSelectionFromSection(CODE
LOWsrc/helpers/partialDownload.ts158export function buildDownloadSectionsValues(section?: Section): string[] {CODE
LOWsrc/helpers/partialDownload.ts171export function buildPartialDownloadOverride(CODE
LOWsrc/helpers/urlImport.ts90export function getUrlImportReadErrorToast(): UrlImportToast {CODE
LOWsrc/helpers/inputFilters.ts36export function createDefaultInputFilterSettings(): InputFilterSettings {CODE
LOWsrc/helpers/inputFilters.ts45export function normalizeInputFilterSettings(CODE
LOWsrc/helpers/inputFilters.ts69export function settingsToInputFilterOverride(CODE
LOWsrc/helpers/subtitles/sanitize.ts48export function sanitizeSubtitleLanguages(languages: string[]): string[] {CODE
LOWsrc/helpers/subtitles/languages.ts61export function getPreferredAutoSubtitleLanguages(codes: string[]): string[] {CODE
LOWsrc/helpers/subtitles/languages.ts89export function detectBrowserLanguageCodes(): string[] {CODE
LOWsrc/helpers/subtitles/settings.ts75export function buildSubtitleFormatOptions(CODE