AI Slop Code Risk Monitor

jellyfin/jellyfin-web

SlopCodeMonitor badge for jellyfin/jellyfin-web Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

The Free Software Media System - Official Web Client

0.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for jellyfin/jellyfin-web, a JavaScript project with 3,958 GitHub stars. SynthScan examined 301,805 lines of code across 1185 source files, recording 152 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.5 (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.

0.5
Adjusted Signal
0.5
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
4.0K
Stars
JavaScript
Language
301.8K
Lines of Code
1.2K
Files
152
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 2.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 149 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 2.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 146 finding(s).

PR Review Velocity Impact 2.5/100 · LOW

Which changes need focused human review? 152 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 1LOW 151

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 152 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.

Hyper-Verbose Identifiers146 hits · 146 pts
SeverityFileLineSnippetContext
LOWsrc/plugins/syncPlay/core/Helper.js123export function translateItemsForPlayback(apiClient, items, options) {CODE
LOWsrc/plugins/sessionPlayer/plugin.js80function unsubscribeFromPlayerUpdates(instance) {CODE
LOWsrc/plugins/sessionPlayer/plugin.js192function copyNewStateOfBasicEvents(oldPlayerData, newPlayerData) {CODE
LOWsrc/plugins/htmlVideoPlayer/plugin.js132function getMediaStreamVideoTracks(mediaSource) {CODE
LOWsrc/plugins/htmlVideoPlayer/plugin.js138function getMediaStreamAudioTracks(mediaSource) {CODE
LOWsrc/plugins/htmlVideoPlayer/plugin.js205function getBitmapSubtitleDisplaySettings() {CODE
LOWsrc/utils/number.ts1function toLocaleStringSupportsOptions() {CODE
LOWsrc/utils/dom.js242export function whichAnimationCancelEvent() {CODE
LOWsrc/utils/dashboard.js123export function getConfigurationResourceUrl(name) {CODE
LOWsrc/utils/dashboard.js147export function processPluginConfigurationUpdateResult() {CODE
LOWsrc/utils/dashboard.js152export function processServerConfigurationUpdateResult() {CODE
LOWsrc/components/itemHelper.js57export function supportsAddingToCollection(item) {CODE
LOWsrc/components/itemHelper.js326export function supportsMediaSourceSelection (item) {CODE
LOWsrc/components/shortcuts.js465export function getShortcutAttributesHtml(item, serverId) {CODE
LOWsrc/components/htmlMediaHelper.js33export function enableHlsJsPlayerForCodecs(mediaSource, mediaType) {CODE
LOWsrc/components/apphost.js189function supportsHtmlMediaAutoplay() {CODE
LOWsrc/components/focusManager.js89function isCurrentlyFocusableInternal(elem) {CODE
LOWsrc/components/guide/guide.js44function updateProgramCellOnScroll(cell, scrollPct) {CODE
LOWsrc/components/guide/guide.js86function updateProgramCellsOnScroll(programGrid, programCells) {CODE
LOWsrc/components/guide/guide.js709 function scrollProgramGridToTimeMs(context, scrollToTimeMs, startTimeOfDayMs) {CODE
LOWsrc/components/guide/guide.js891 function getChannelProgramsFocusableElements(container) {CODE
LOWsrc/components/mediainfo/mediainfo.js428export function getSecondaryMediaInfoHtml(item, options) {CODE
LOWsrc/components/mediainfo/usePrimaryMediaInfo.tsx247function addSeriesProductionYearInfo(CODE
LOWsrc/components/mediainfo/usePrimaryMediaInfo.tsx275function addproductionYearWithEndDate(CODE
LOW…c/components/homesections/sections/activeRecordings.ts13function getLatestRecordingsFetchFn(CODE
LOW…c/components/homesections/sections/activeRecordings.ts32function getLatestRecordingItemsHtml(CODE
LOWsrc/components/backdrop/backdrop.js121function setBackgroundContainerBackgroundEnabled() {CODE
LOWsrc/components/homeScreenSettings/homeScreenSettings.js286function getLandingScreenOptionsHtml(type, userValue) {CODE
LOWsrc/components/homeScreenSettings/homeScreenSettings.js346function getPerLibrarySettingsHtml(item, user, userSettings) {CODE
LOWsrc/components/images/imageLoader.js178export function getPrimaryImageAspectRatio(items) {CODE
LOWsrc/components/indicators/indicators.js92export function getChildCountIndicatorHtml(item, options) {CODE
LOWsrc/components/cardbuilder/Card/cardHelper.ts150function isMusicGenreOrMusicArtist(CODE
LOWsrc/components/cardbuilder/Card/cardHelper.ts319export function shouldShowParentTitleUnderneath(CODE
LOWsrc/components/cardbuilder/Card/cardHelper.ts349function shouldShowSeriesYearOrYear(CODE
LOWsrc/components/cardbuilder/Card/cardHelper.ts363function shouldShowCurrentProgramTime(CODE
LOWsrc/components/cardbuilder/Card/cardHelper.ts370function shouldShowPersonRoleOrType(CODE
LOW…/components/mediaLibraryCreator/mediaLibraryCreator.js80function getCollectionTypeOptionsHtml(collectionTypeOptions) {CODE
LOWsrc/components/displaySettings/displaySettings.js68function showOrHideMissingEpisodesField(context) {CODE
LOWsrc/components/subtitlesettings/subtitlesettings.js29function getSubtitleAppearanceObject(context) {CODE
LOWsrc/components/subtitlesettings/subtitlesettings.js43function toggleBitmapSubtitleAspectModeField(view) {CODE
LOWsrc/components/subtitlesettings/subtitlesettings.js156function onSubtitleRenderPgsChange(e) {CODE
LOWsrc/components/filterdialog/filterdialog.js131function applyEpisodeStatusFilters(query, isMissingChecked, isUnairedChecked) {CODE
LOWsrc/components/itemidentifier/itemidentifier.js40function searchForIdentificationResults(page) {CODE
LOWsrc/components/itemidentifier/itemidentifier.js105function showIdentificationSearchResults(page, results) {CODE
LOWsrc/components/itemidentifier/itemidentifier.js258function submitIdentficationResult(page) {CODE
LOWsrc/components/playback/playerSelectionMenu.js169function showActivePlayerMenuInternal(playerInfo) {CODE
LOWsrc/components/playback/playbackmanager.js43function enableLocalPlaylistManagement(player) {CODE
LOWsrc/components/playback/playbackmanager.js51function supportsPhysicalVolumeControl(player) {CODE
LOWsrc/components/playback/playbackmanager.js116function addPlaylistToPlaybackReport(playbackManagerInstance, info, player, serverId) {CODE
LOWsrc/components/playback/playbackmanager.js170function createStreamInfoFromUrlItem(item) {CODE
LOWsrc/components/playback/playbackmanager.js330function getAudioStreamUrlFromDeviceProfile(item, deviceProfile, maxBitrate, apiClient, startPosition) {CODE
LOWsrc/components/playback/playbackmanager.js635function validatePlaybackInfoResult(instance, result) {CODE
LOWsrc/components/playback/playbackmanager.js648function showPlaybackInfoErrorMessage(instance, errorCode) {CODE
LOWsrc/components/playback/playbackmanager.js670function getNowPlayingItemForReporting(player, item, mediaSource) {CODE
LOWsrc/components/playback/playbackmanager.js686function displayPlayerIndividually(player) {CODE
LOWsrc/components/playback/playbackmanager.js1362 function getSavedMaxStreamingBitrate(apiClient, mediaType) {CODE
LOWsrc/components/playback/playbackmanager.js1822 async function translateItemsForPlayback(items, options) {CODE
LOWsrc/components/playback/playbackmanager.js2016 async function getSeriesOrSeasonPlaybackPromise(firstItem, options, items) {CODE
LOWsrc/components/playback/playbackmanager.js2075 function getEpisodePlaybackPromise(firstItem, options, items) {CODE
LOWsrc/components/playback/playbackmanager.js3373 function startPlaybackProgressTimer(player) {CODE
86 more matches not shown…
Unused Imports3 hits · 3 pts
SeverityFileLineSnippetContext
LOWscripts/duplicates.py1CODE
LOWscripts/remove.py1CODE
LOWscripts/source.py1CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsrc/themes/_base/_theme.scss34// NOTE: Defaults to $filledInput-bg so dark themes keep their seamless lookCOMMENT
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOW.devcontainer/devcontainer.json1// For format details, see https://aka.ms/devcontainer.json. For config options, see theCOMMENT
LOWsrc/scripts/gamepadtokey.js1// # The MIT License (MIT)COMMENT