AI Slop Code RIsk Monitor

rocksdanister/lively

Free and open-source software that allows users to set animated desktop wallpapers and screensavers powered by WinUI 3.

5.1 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for rocksdanister/lively, a C# project with 19,787 GitHub stars. SynthScan examined 47,537 lines of code across 439 source files, recording 216 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 5.1 (Moderate 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.

5.1
Adjusted Signal
5.1
Raw Pattern Score
100%
Time Factor
2026-09-30
Last Push
19.8K
Stars
C#
Language
47.5K
Lines of Code
439
Files
216
Pattern Hits
2026-10-12
Scan Date
0.03
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 20.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 213 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.1/100 · LOW

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

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 26.5/100 · MEDIUM

Which changes need focused human review? 216 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 3HIGH 10MEDIUM 0LOW 203

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 216 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 Block201 hits · 137 pts
SeverityFileLineSnippetContext
LOW…vely/Lively.Player.CefSharp/Properties/AssemblyInfo.cs21COMMENT
LOW…ively.Player.CefSharp/Properties/Resources.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOW…yer.WebView2/Extensions/WebView2/DevToolsExtensions.cs61 // using MemoryStream ms = new MemoryStream(imageBytes, 0, imageBytes.Length);COMMENT
LOW…vely/Lively.Player.WebView2/Properties/AssemblyInfo.cs21COMMENT
LOW…ively.Player.WebView2/Properties/Resources.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOWsrc/Lively/Lively.Models/SettingsModel.cs41 /// <summary>COMMENT
LOWsrc/Lively/Lively.Models/SettingsModel.cs81 /// Cefsharp debug port.COMMENT
LOW…/Lively/Lively.Models/Enums/StreamQualitySuggestion.cs1namespace Lively.Models.Enums;COMMENT
LOW…/Lively/Lively.Models/Enums/StreamQualitySuggestion.cs21 /// Medium stream quality (480p).COMMENT
LOWsrc/Lively/Lively.Models/Enums/DisplayAudioMode.cs1namespace Lively.Models.Enums;COMMENT
LOWsrc/Lively/Lively.Models/Enums/WallpaperType.cs1namespace Lively.Models.Enums;COMMENT
LOWsrc/Lively/Lively.Models/Enums/WallpaperType.cs21 /// Webpage link wallpaper (used in the "Type" tab only, not for the "Library").COMMENT
LOWsrc/Lively/Lively.Models/Enums/WallpaperType.cs41 /// Animated GIF wallpaper.COMMENT
LOW…Lively/Lively.Models/Enums/TargetColorspaceHintMode.cs1namespace Lively.Models.Enums;COMMENT
LOWsrc/Lively/Lively.Models/Enums/TaskbarTheme.cs1namespace Lively.Models.Enums;COMMENT
LOWsrc/Lively/Lively.Models/Enums/TaskbarTheme.cs21 /// <summary>COMMENT
LOW…ively/Lively.Models/Services/HardwareUsageEventArgs.cs1using System;COMMENT
LOW…ively/Lively.Models/Services/HardwareUsageEventArgs.cs21 /// </summary>COMMENT
LOWsrc/Lively/Lively.Player.Wmf/Properties/AssemblyInfo.cs21// COM, set the ComVisible attribute to true on that type.COMMENT
LOWsrc/Lively/Lively.Player.Wmf/Properties/AssemblyInfo.cs41)]COMMENT
LOW…ely/Lively.Player.Wmf/Properties/Resources.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOW…/Lively.Utility.Screensaver/Properties/AssemblyInfo.cs21COMMENT
LOWsrc/Lively/Lively.Gallery.Client/GalleryClient.cs361 elseCOMMENT
LOWsrc/Lively/Lively.Gallery.Client/GalleryClient.cs381 // else if (RuntimeInformation.IsOSPlatform(OSPlatform.Linux))COMMENT
LOWsrc/Lively/Lively.Player.Vlc/Form1.cs401COMMENT
LOWsrc/Lively/Lively.Player.Vlc/Properties/AssemblyInfo.cs21COMMENT
LOW…ely/Lively.Player.Vlc/Properties/Resources.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOWsrc/Lively/Lively/Core/WinDesktopCore.cs181 0x052C,COMMENT
LOWsrc/Lively/Lively/Core/IWallpaper.cs21 /// <summary>COMMENT
LOWsrc/Lively/Lively/Core/IWallpaper.cs41 /// <summary>COMMENT
LOWsrc/Lively/Lively/Core/IWallpaper.cs61 void Close();COMMENT
LOWsrc/Lively/Lively/Core/IWallpaper.cs81 /// <returns>null if no file.</returns>COMMENT
LOWsrc/Lively/Lively/Core/Wallpapers/ExtPrograms.cs41 private readonly int timeOut;COMMENT
LOWsrc/Lively/Lively/Core/Watchdog/IWatchdogService.cs1namespace Lively.Core.WatchdogCOMMENT
LOWsrc/Lively/Lively/Extensions/WindowExtensions.cs121 ///// Set window alpha.COMMENT
LOWsrc/Lively/Lively/Properties/Icons.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOWsrc/Lively/Lively/Properties/Resources.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOWsrc/Lively/Lively/Properties/Resources.Designer.cs1121 /// <summary>COMMENT
LOWsrc/Lively/Lively/Properties/Resources.Designer.cs1141 }COMMENT
LOWsrc/Lively/Lively/Factories/IWebView2UserDataFactory.cs21 /// </summary>COMMENT
LOWsrc/Lively/Lively/Factories/IWebView2UserDataFactory.cs41 /// <item>COMMENT
LOWsrc/Lively/Lively/Themes/ToolStripRendererDark.cs61 // e.Graphics.DrawPath(borderPen, borderPath);COMMENT
LOWsrc/Lively/Lively/Themes/ToolStripRendererLight.cs61 // using GraphicsPath borderPath = GetRoundedRectangle(borderRectangle, 5);COMMENT
LOW…ly.UI.Shared/ViewModels/AddWallpaperCreateViewModel.cs41 Icon = "ms-appx:///Assets/icons8-landscape-64.png"COMMENT
LOW…ared/ViewModels/Settings/SettingsWallpaperViewModel.cs81 }COMMENT
LOW…ely/Lively.Utility.Watchdog/Properties/AssemblyInfo.cs21COMMENT
LOWsrc/Lively/Lively.Common/Helpers/InputUtil.cs41 // The low-order word specifies the x-coordinate of the cursor, the high-order word specifies the y-coordinaCOMMENT
LOW…/Lively/Lively.Common/Helpers/Pinvoke/NativeMethods.cs221 /// <summary>dest = BLACK</summary>COMMENT
LOW…/Lively/Lively.Common/Helpers/Pinvoke/NativeMethods.cs241 /// <param name="nHeight">The height of the source and the destination rectangles (in pixels).</param>COMMENT
LOW…/Lively/Lively.Common/Helpers/Pinvoke/NativeMethods.cs261 public static extern IntPtr CreateCompatibleBitmap([In] IntPtr hdc, int nWidth, int nHeight);COMMENT
LOW…/Lively/Lively.Common/Helpers/Pinvoke/NativeMethods.cs281 /// <para>This function returns the previously selected object of the specified type. An application should alCOMMENT
LOW…/Lively/Lively.Common/Helpers/Pinvoke/NativeMethods.cs421 , CharSet = CharSet.Unicode)]COMMENT
LOW…/Lively/Lively.Common/Helpers/Pinvoke/NativeMethods.cs441 CREATE = 0x0001,COMMENT
LOW…/Lively/Lively.Common/Helpers/Pinvoke/NativeMethods.cs461 /// </summary>COMMENT
LOW…/Lively/Lively.Common/Helpers/Pinvoke/NativeMethods.cs481 /// </summary>COMMENT
LOW…/Lively/Lively.Common/Helpers/Pinvoke/NativeMethods.cs501 /// The WM_QUERYOPEN message is sent to an icon when the user requests that the window be restored to its prCOMMENT
LOW…/Lively/Lively.Common/Helpers/Pinvoke/NativeMethods.cs521 /// The WM_SHOWWINDOW message is sent to a window when the window is about to be hidden or shown.COMMENT
LOW…/Lively/Lively.Common/Helpers/Pinvoke/NativeMethods.cs541 ACTIVATEAPP = 0x001C,COMMENT
LOW…/Lively/Lively.Common/Helpers/Pinvoke/NativeMethods.cs561 MOUSEACTIVATE = 0x0021,COMMENT
LOW…/Lively/Lively.Common/Helpers/Pinvoke/NativeMethods.cs581 ICONERASEBKGND = 0x0027,COMMENT
141 more matches not shown…
Synthetic Comment Markers10 hits · 75 pts
SeverityFileLineSnippetContext
HIGH…Lively.Player.CefSharp/Properties/Settings.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…ively.Player.CefSharp/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…Lively.Player.WebView2/Properties/Settings.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…ively.Player.WebView2/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…vely/Lively.Player.Wmf/Properties/Settings.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…ely/Lively.Player.Wmf/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…vely/Lively.Player.Vlc/Properties/Settings.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…ely/Lively.Player.Vlc/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHsrc/Lively/Lively/Properties/Icons.Designer.cs3// This code was generated by a tool.COMMENT
HIGHsrc/Lively/Lively/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
Hallucination Indicators3 hits · 30 pts
SeverityFileLineSnippetContext
CRITICALsrc/Lively/Lively/App.xaml.cs277 Grpc.Common.Proto.Settings.SettingsService.BindService(server.ServiceBinder, Services.GetRequiredService<UseCODE
CRITICALsrc/Lively/Lively/Services/Systray.cs234 _ = System.Windows.Application.Current.Dispatcher.BeginInvoke(DispatcherPriority.Background, new ThreadStartCODE
CRITICALsrc/Lively/Lively/Services/Systray.cs244 _ = System.Windows.Application.Current.Dispatcher.BeginInvoke(DispatcherPriority.Background, new ThreadStartCODE
Hyper-Verbose Identifiers2 hits · 2 pts
SeverityFileLineSnippetContext
LOW…p/Extensions/CefSharp/YoutubeResourceRequestHandler.cs8 public class YoutubeResourceRequestHandler : ResourceRequestHandlerCODE
LOW….CefSharp/Extensions/CefSharp/YoutubeRequestHandler.cs6 internal class YoutubeRequestHandler : RequestHandlerCODE