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AI Slop Code Risk Monitor

huynhsontung/Screenbox

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

LibVLC-based media player for the Universal Windows Platform

3.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for huynhsontung/Screenbox, a C# project with 4,654 GitHub stars. SynthScan examined 42,374 lines of code across 462 source files, recording 106 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 3.5 (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.

3.5
Adjusted Signal
3.5
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
4.7K
Stars
C#
Language
42.4K
Lines of Code
462
Files
106
Pattern Hits
2026-10-31
Scan Date
0.01
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 12.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 102 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.6/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 15.9/100 · LOW

Which changes need focused human review? 106 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 4HIGH 1MEDIUM 0LOW 101

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 106 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.

Over-Commented Block100 hits · 100 pts
SeverityFileLineSnippetContext
LOWScreenbox/App.xaml.cs261#endifCOMMENT
LOWScreenbox/Triggers/WindowActivationModeTrigger.cs1using CommunityToolkit.WinUI.Helpers;COMMENT
LOWScreenbox/Triggers/WindowActivationModeTrigger.cs21/// XAML markup based on the activation state of the window.COMMENT
LOW…ox/Converters/ResourceNameToResourceStringConverter.cs81 /// <param name="value">The source string being passed to the target.</param>COMMENT
LOWScreenbox/Converters/GlyphConverter.cs141 /// Gets the playing state solid gylph code based on a boolean condition.COMMENT
LOW…nverters/NullableBooleanToSelectionToolTipConverter.cs1using System;COMMENT
LOWScreenbox/Flyouts/MediaMenuFlyout.xaml.cs21/// and are inserted after the properties action when the menu opens.</para>COMMENT
LOWScreenbox/Flyouts/MediaMenuFlyout.xaml.cs41 /// Gets or sets the command to invoke when the play next item is tapped.COMMENT
LOWScreenbox/Flyouts/MediaMenuFlyout.xaml.cs61 /// </summary>COMMENT
LOWScreenbox/Extensions/ListViewExtensions.cs221 private static void ItemMarginOnContainerContentChanging(ListViewBase sender, ContainerContentChangingEventArgs argsCOMMENT
LOWScreenbox/Extensions/ListViewExtensions.cs241 // Border (The CheckBox glyph)COMMENT
LOWScreenbox/Extensions/ApplicationViewExtensions.cs1// Licensed to the .NET Foundation under one or more agreements.COMMENT
LOWScreenbox/Extensions/AcceleratorService.cs1using System.Globalization;COMMENT
LOWScreenbox/Extensions/AcceleratorService.cs21/// &lt;/Button&gt;COMMENT
LOWScreenbox/Extensions/AcceleratorService.cs41 /// </summary>COMMENT
LOWScreenbox/Controls/TimeDisplay.xaml.cs81 new PropertyMetadata(false, OnIsRemainingTimeVisiblePropertyChanged));COMMENT
LOWScreenbox/Controls/ErrorInfo.xaml.cs21 Confused,COMMENT
LOWScreenbox/Controls/ChapterPickerControl.xaml.cs61 /// <summary>COMMENT
LOWScreenbox/Controls/LivelyWebWallpaperPlayer.xaml.cs21 // get { return (double[])GetValue(AudioProperty); }COMMENT
LOWScreenbox/Controls/LivelyWebWallpaperPlayer.xaml.cs181 // Ref: https://github.com/rocksdanister/lively/wiki/Web-Guide-V-:-System-Data#--system-nowplayingCOMMENT
LOWScreenbox/Controls/CompositeTrackPicker.xaml.cs21 public const double TimingOffsetMax = 3000d;COMMENT
LOW…reenbox/Behaviors/ListViewContextRequestedEventArgs.cs1using System;COMMENT
LOWScreenbox/Behaviors/ListViewContextBehavior.cs21 /// <summary>COMMENT
LOWScreenbox/Commands/SelectDeselectAllCommand.cs21 /// <returns>COMMENT
LOW…enbox/Assets/Animations/AnimatedPlayingVisualSource.cs1//------------------------------------------------------------------------------COMMENT
LOW…enbox/Assets/Animations/AnimatedPlayingVisualSource.cs21// ___________________________________________________________COMMENT
LOW…enbox/Assets/Animations/AnimatedPlayingVisualSource.cs141 /// </summary>COMMENT
LOWScreenbox/Helpers/ItemLabelHelper.cs21 /// <param name="subtitle">The secondary subtitle of the item.</param>COMMENT
LOWScreenbox/Helpers/ItemLabelHelper.cs61 /// <summary>COMMENT
LOWScreenbox/Helpers/ItemLabelHelper.cs81 /// <param name="itemsCount">The number of items contained in the folder.</param>COMMENT
LOWScreenbox/Helpers/ItemLabelHelper.cs141 };COMMENT
LOWScreenbox/Helpers/ItemLabelHelper.cs181 /// <summary>COMMENT
LOWScreenbox/Helpers/GlobalizationHelper.cs41 /// </summary>COMMENT
LOWScreenbox/Helpers/DeviceInfoHelper.cs21 /// <summary>COMMENT
LOWScreenbox/Helpers/KeyboardAcceleratorHelper.cs1using System;COMMENT
LOWScreenbox/Helpers/KeyboardAcceleratorHelper.cs21 public const VirtualKey OemPlus = (VirtualKey)0xBB;COMMENT
LOWScreenbox/Helpers/KeyboardAcceleratorHelper.cs41 /// <summary>The Period (.) and Greater Than (&gt;) key or button for any country/region (VK_OEM_PERIOD).</summary>COMMENT
LOWScreenbox.Core/Coordinators/ILibraryCoordinator.cs1using System;COMMENT
LOWScreenbox.Core/Coordinators/IPlayQueueCoordinator.cs1using System;COMMENT
LOWScreenbox.Core/Coordinators/IPlayQueueCoordinator.cs21/// </remarks>COMMENT
LOWScreenbox.Core/Coordinators/IPlayQueueCoordinator.cs41 /// Returns to the previous item in the play queue.COMMENT
LOWScreenbox.Core/Coordinators/IPlayQueueCoordinator.cs61 /// </summary>COMMENT
LOWScreenbox.Core/Coordinators/PlayQueueCoordinator.cs21using Screenbox.Core.ViewModels;COMMENT
LOWScreenbox.Core/ViewModels/PlayerControlsViewModel.cs181 public void HandlePlaybackStateToggleKey()COMMENT
LOWScreenbox.Core/ViewModels/PlayerControlsViewModel.cs221 /// <summary>COMMENT
LOWScreenbox.Core/ViewModels/SelectionViewModel.cs21COMMENT
LOWScreenbox.Core/ViewModels/SelectionViewModel.cs41 /// </value>COMMENT
LOW…enbox.Core/ViewModels/CompositeTrackPickerViewModel.cs41COMMENT
LOWScreenbox.Core/ViewModels/PlayerPageViewModel.cs61 public partial PlaybackCommandKind CurrentPlaybackCommand { get; set; }COMMENT
LOWScreenbox.Core/ViewModels/PlayerPageViewModel.cs441COMMENT
LOWScreenbox.Core/ViewModels/PlayerPageViewModel.cs501 /// </summary>COMMENT
LOWScreenbox.Core/ViewModels/PlayerPageViewModel.cs541 break;COMMENT
LOWScreenbox.Core/ViewModels/PlayerPageViewModel.cs621COMMENT
LOWScreenbox.Core/ViewModels/MediaViewModel.cs161 }COMMENT
LOWScreenbox.Core/ViewModels/MediaViewModel.cs201 }COMMENT
LOWScreenbox.Core/ViewModels/MediaViewModel.cs281 : $"{musicProperties.Artist} – {musicProperties.Album}";COMMENT
LOWScreenbox.Core/Messages/PlayerOsdUpdateMessage.cs1using System;COMMENT
LOWScreenbox.Core/Messages/PlayerOsdUpdateMessage.cs21 /// The data value to display or process with the update, or <see langword="null"/>COMMENT
LOWScreenbox.Core/Messages/PlayerOsdUpdateMessage.cs41 /// Gets a value indicating whether the update includes a badge.COMMENT
LOWScreenbox.Core/Messages/NotificationMessage.cs21 /// <summary>COMMENT
40 more matches not shown…
Hallucination Indicators4 hits · 40 pts
SeverityFileLineSnippetContext
CRITICALScreenbox/App.xaml.cs71 CommunityToolkit.Mvvm.DependencyInjection.Ioc.Default.ConfigureServices(_services);CODE
CRITICAL…eenbox/Assets/Visualizers/Music Tunnel/js/three.min.js6!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
CRITICAL…enbox/Assets/Visualizers/Music Tunnel/js/jquery.min.js4void 0!==c?null===c?void r.removeAttr(a,b):e&&"set"in e&&void 0!==(d=e.set(a,c,b))?d:(a.setAttribute(b,c+""),c):e&&"get"CODE
CRITICALScreenbox.Core/Helpers/LanguageHelper.cs20 return Windows.System.UserProfile.GlobalizationPreferences.Languages.FirstOrDefault() ?? string.Empty;CODE
Synthetic Comment Markers1 hit · 8 pts
SeverityFileLineSnippetContext
HIGH…enbox/Assets/Animations/AnimatedPlayingVisualSource.cs3// This code was generated by a tool.COMMENT
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOWScreenbox/Assets/Visualizers/Music Tunnel/js/script.js129function livelyWallpaperPlaybackChanged(data) {CODE