AI Slop Code Risk Monitor

d2phap/ImageGlass

SlopCodeMonitor badge for d2phap/ImageGlass Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

🏞 A fast, open-source, modern image viewer for 90+ formats – including WEBP, GIF, SVG, AVIF, JXL, HEIC and more – built for smooth browsing across Windows, macOS, and Linux.

2.1 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for d2phap/ImageGlass, a C# project with 14,766 GitHub stars. SynthScan examined 243,938 lines of code across 842 source files, recording 414 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 2.1 (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.

2.1
Adjusted Signal
2.1
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
14.8K
Stars
C#
Language
243.9K
Lines of Code
842
Files
414
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 8.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 385 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 1.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 28 finding(s).

PR Review Velocity Impact 9.8/100 · LOW

Which changes need focused human review? 414 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 1HIGH 5MEDIUM 29LOW 379

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 414 distinct pattern matches across 6 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 Block363 hits · 358 pts
SeverityFileLineSnippetContext
LOWv9/Components/ImageGlass.Gallery/Events.cs41/// <summary>COMMENT
LOWv9/Components/ImageGlass.Gallery/Events.cs61/// <param name="e">A DropCompleteEventArgs that contains event data.</param>COMMENT
LOWv9/Components/ImageGlass.Gallery/Events.cs81/// <summary>COMMENT
LOWv9/Components/ImageGlass.Gallery/Events.cs101/// <param name="e">A ThumbnailCachingEventArgs that contains event data.</param>COMMENT
LOWv9/Components/ImageGlass.Gallery/Events.cs121/// <summary>COMMENT
LOWv9/Components/ImageGlass.Gallery/Events.cs161COMMENT
LOWv9/Components/ImageGlass.Gallery/Events.cs201public class DropFileEventArgs : EventArgsCOMMENT
LOWv9/Components/ImageGlass.Gallery/Events.cs241{COMMENT
LOWv9/Components/ImageGlass.Gallery/Events.cs281 /// Gets the array of items droppped on the control.COMMENT
LOWv9/Components/ImageGlass.Gallery/Events.cs341 /// <summary>COMMENT
LOWv9/Components/ImageGlass.Gallery/Events.cs421}COMMENT
LOWv9/Components/ImageGlass.Gallery/Events.cs461COMMENT
LOWv9/Components/ImageGlass.Gallery/Events.cs521{COMMENT
LOWv9/Components/ImageGlass.Gallery/Events.cs561/// </summary>COMMENT
LOWv9/Components/ImageGlass.Gallery/Events.cs601 /// <summary>COMMENT
LOWv9/Components/ImageGlass.Gallery/Utility.cs201 graphics.FillPath(brush, path);COMMENT
LOWv9/Components/ImageGlass.Gallery/Enums.cs41 /// Item thumbnails will be continuously generated. SettingCOMMENT
LOWv9/Components/ImageGlass.Gallery/Enums.cs61COMMENT
LOWv9/Components/ImageGlass.Gallery/Enums.cs81 Cached,COMMENT
LOWv9/Components/ImageGlass.Gallery/Enums.cs121COMMENT
LOWv9/Components/ImageGlass.Gallery/Enums.cs141 DateModified,COMMENT
LOWv9/Components/ImageGlass.Gallery/Enums.cs161 FolderName,COMMENT
LOWv9/Components/ImageGlass.Gallery/Enums.cs181 ImageDescription,COMMENT
LOWv9/Components/ImageGlass.Gallery/Enums.cs201 Copyright,COMMENT
LOWv9/Components/ImageGlass.Gallery/Enums.cs221 UserComment,COMMENT
LOWv9/Components/ImageGlass.Gallery/Enums.cs241/// </summary>COMMENT
LOWv9/Components/ImageGlass.Gallery/Enums.cs261 /// </summary>COMMENT
LOWv9/Components/ImageGlass.Gallery/Enums.cs301 /// <summary>COMMENT
LOWv9/Components/ImageGlass.Gallery/Enums.cs321COMMENT
LOWv9/Components/ImageGlass.Gallery/Enums.cs341}COMMENT
LOWv9/Components/ImageGlass.Gallery/Enums.cs361 /// </summary>COMMENT
LOWv9/Components/ImageGlass.Gallery/ImageGallery.cs1281COMMENT
LOWv9/Components/ImageGlass.Gallery/ImageGallery.cs1501COMMENT
LOWv9/Components/ImageGlass.Gallery/ImageGallery.cs2141 /// This method is invoked from the thumbnail thread.COMMENT
LOWv9/Components/ImageGlass.Gallery/ImageGallery.cs2161 OnCacheError(new CacheErrorEventArgs(null, error, cacheThread));COMMENT
LOWv9/Components/ImageGlass.Gallery/ImageGallery.cs2221 /// Occurs after the user drops files on to the control.COMMENT
LOWv9/Components/ImageGlass.Gallery/ImageGallery.cs2281 /// Occurs after the item collection is changed.COMMENT
LOW…omponents/ImageGlass.Gallery/Renderer/StyleRenderer.cs61 /// Gets or sets whether the graphics is clipped to the bounds of COMMENT
LOW…omponents/ImageGlass.Gallery/Renderer/StyleRenderer.cs81 /// <summary>COMMENT
LOW…omponents/ImageGlass.Gallery/Renderer/StyleRenderer.cs881 /// Draws the selection rectangle.COMMENT
LOW…omponents/ImageGlass.Gallery/Renderer/StyleRenderer.cs961 }COMMENT
LOW…omponents/ImageGlass.Gallery/Renderer/StyleRenderer.cs981 //var szt = TextRenderer.MeasureText(item.Text, ImageListView.Font);COMMENT
LOW…omponents/ImageGlass.Gallery/Renderer/StyleRenderer.cs1001 //}COMMENT
LOW…ents/ImageGlass.Gallery/Cache/ThumbnailCacheManager.cs81 /// </summary>COMMENT
LOW…ents/ImageGlass.Gallery/Cache/ThumbnailCacheManager.cs101 /// <summary>COMMENT
LOW…ents/ImageGlass.Gallery/Cache/ThumbnailCacheManager.cs121COMMENT
LOW…ents/ImageGlass.Gallery/Cache/ThumbnailCacheManager.cs161 private bool _isDisposed;COMMENT
LOW…ents/ImageGlass.Gallery/Cache/ThumbnailCacheManager.cs181 public CacheState State { get; set; }COMMENT
LOW…ents/ImageGlass.Gallery/Cache/ThumbnailCacheManager.cs281 /// <summary>COMMENT
LOW…ents/ImageGlass.Gallery/Cache/ThumbnailCacheManager.cs301 /// <summary>COMMENT
LOW…ents/ImageGlass.Gallery/Cache/ThumbnailCacheManager.cs841 /// Adds a virtual item to the cache.COMMENT
LOW…ents/ImageGlass.Gallery/Cache/ThumbnailCacheManager.cs961 && _galleryItem.Image != nullCOMMENT
LOW…ents/ImageGlass.Gallery/Cache/ShellInfoCacheManager.cs61 public string Extension { get; private set; }COMMENT
LOW…ents/ImageGlass.Gallery/Cache/ShellInfoCacheManager.cs141COMMENT
LOW…nents/ImageGlass.Gallery/Managers/NavigationManager.cs61COMMENT
LOW…nents/ImageGlass.Gallery/Managers/NavigationManager.cs81 /// </summary>COMMENT
LOW…nents/ImageGlass.Gallery/Managers/NavigationManager.cs101 /// </summary>COMMENT
LOWv9/Components/ImageGlass.Gallery/Managers/HitInfo.cs41 /// Gets whether an item checkbox is under the hit point.COMMENT
LOWv9/Components/ImageGlass.Gallery/Managers/HitInfo.cs61 /// Gets the rectange bound of resizer.COMMENT
LOW…omponents/ImageGlass.Gallery/Managers/LayoutManager.cs61COMMENT
303 more matches not shown…
Decorative Section Separators28 hits · 84 pts
SeverityFileLineSnippetContext
MEDIUMsource/__assets/mac/script-pack-mac-arm64-dmg.sh23# ---------------------------------------------------------------------------COMMENT
MEDIUMsource/__assets/mac/script-pack-mac-arm64-dmg.sh25# ---------------------------------------------------------------------------COMMENT
MEDIUMsource/__assets/mac/script-pack-mac-arm64-dmg.sh37# ---------------------------------------------------------------------------COMMENT
MEDIUMsource/__assets/mac/script-pack-mac-arm64-dmg.sh39# ---------------------------------------------------------------------------COMMENT
MEDIUMsource/__assets/mac/script-pack-mac-arm64-dmg.sh81# ---------------------------------------------------------------------------COMMENT
MEDIUMsource/__assets/mac/script-pack-mac-arm64-dmg.sh83# ---------------------------------------------------------------------------COMMENT
MEDIUMsource/__assets/mac/script-pack-mac-arm64-dmg.sh102# ---------------------------------------------------------------------------COMMENT
MEDIUMsource/__assets/mac/script-pack-mac-arm64-dmg.sh104# ---------------------------------------------------------------------------COMMENT
MEDIUMsource/__assets/mac/script-pack-mac-arm64-dmg.sh120# ---------------------------------------------------------------------------COMMENT
MEDIUMsource/__assets/mac/script-pack-mac-arm64-dmg.sh122# ---------------------------------------------------------------------------COMMENT
MEDIUMsource/__assets/mac/script-pack-mac-arm64-dmg.sh143# ---------------------------------------------------------------------------COMMENT
MEDIUMsource/__assets/mac/script-pack-mac-arm64-dmg.sh145# ---------------------------------------------------------------------------COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs271 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs273 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs310 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs312 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs382 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs385 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs444 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs446 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs519 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs521 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs570 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs572 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs584 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs586 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs631 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…e/ImageGlass.Lib/UI/Viewer/ViewerControl_ZoomAndPan.cs633 // ═══════════════════════════════════════════════════════════════════════COMMENT
Synthetic Comment Markers5 hits · 35 pts
SeverityFileLineSnippetContext
HIGH…ponents/ImageGlass.UI/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…s/ImageGlass.Settings/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHv9/ImageGlass/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHv9/igcmd/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHsource/CLAUDE.md5891. **No auto-generated code edits**: Skip `/obj/`, `*.g.cs`, generated Win32 P/Invoke (`NativeMethods.g.cs`)CODE
Slop Phrases16 hits · 16 pts
SeverityFileLineSnippetContext
LOWv9/_Setup/Assets/Language/Slovenian.iglang.json249 "FrmSettings._UnmanagedSettingReminder": "This setting is not managed by ImageGlass. Don't forget to disable it befoCODE
LOWv9/_Setup/Assets/Language/Kyrgyz.iglang.json249 "FrmSettings._UnmanagedSettingReminder": "This setting is not managed by ImageGlass. Don't forget to disable it befoCODE
LOWv9/_Setup/Assets/Language/Bulgarian.iglang.json249 "FrmSettings._UnmanagedSettingReminder": "This setting is not managed by ImageGlass. Don't forget to disable it befoCODE
LOWv9/_Setup/Assets/Language/Norwegian Bokmal.iglang.json249 "FrmSettings._UnmanagedSettingReminder": "This setting is not managed by ImageGlass. Don't forget to disable it befoCODE
LOWv9/_Setup/Assets/Language/Indonesian.iglang.json249 "FrmSettings._UnmanagedSettingReminder": "This setting is not managed by ImageGlass. Don't forget to disable it befoCODE
LOWv9/_Setup/Assets/Language/Armenian.iglang.json249 "FrmSettings._UnmanagedSettingReminder": "This setting is not managed by ImageGlass. Don't forget to disable it befoCODE
LOWv9/_Setup/Assets/Language/Croatian.iglang.json249 "FrmSettings._UnmanagedSettingReminder": "This setting is not managed by ImageGlass. Don't forget to disable it befoCODE
LOWv9/_Setup/Assets/Language/Turkish.iglang.json249 "FrmSettings._UnmanagedSettingReminder": "This setting is not managed by ImageGlass. Don't forget to disable it befoCODE
LOWv9/_Setup/Assets/Language/Finnish.iglang.json249 "FrmSettings._UnmanagedSettingReminder": "This setting is not managed by ImageGlass. Don't forget to disable it befoCODE
LOWv9/_Setup/Assets/Language/Danish.iglang.json249 "FrmSettings._UnmanagedSettingReminder": "This setting is not managed by ImageGlass. Don't forget to disable it befoCODE
LOWv9/_Setup/Assets/Language/Irish.iglang.json249 "FrmSettings._UnmanagedSettingReminder": "This setting is not managed by ImageGlass. Don't forget to disable it befoCODE
LOW…/_Setup/Assets/Language/Kurmanji (Kurdish).iglang.json249 "FrmSettings._UnmanagedSettingReminder": "This setting is not managed by ImageGlass. Don't forget to disable it befoCODE
LOWv9/_Setup/Assets/Language/Catalan.iglang.json249 "FrmSettings._UnmanagedSettingReminder": "This setting is not managed by ImageGlass. Don't forget to disable it befoCODE
LOWv9/_Setup/Assets/Language/Arabic, Egypt.iglang.json249 "FrmSettings._UnmanagedSettingReminder": "This setting is not managed by ImageGlass. Don't forget to disable it befoCODE
LOWv9/_Setup/Assets/Language/Romanian.iglang.json249 "FrmSettings._UnmanagedSettingReminder": "This setting is not managed by ImageGlass. Don't forget to disable it befoCODE
LOWv9/Components/ImageGlass.Base/Language/IgLang.cs587 { "FrmSettings._UnmanagedSettingReminder", "This setting is not managed by ImageGlass. Don't forget to disabCODE
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICAL….Lib/Common/ServiceProviders/AppAPIs/AppAPIProvider.cs134 App.MainWindow.PART_MainView.PART_Toolbar.PART_BtnMainMenu.OpenDropdownMenu();CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…ss.Lib/Common/Photoing/Manager/PhotoManager_Caching.cs240 // the next slideshow image ignores the budget and the caps, to keep transitions seamlessCOMMENT