1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-21

Last Push

9.0K

Stars

Language

218.9K

Lines of Code

1.5K

Files

246

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 6.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 224 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.2/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 21 finding(s).

PR Review Velocity Impact 7.3/100 · 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 5HIGH 4MEDIUM 10LOW 227

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 14 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 Block197 hits · 197 pts

Severity	File	Line	Snippet	Context
LOW	StabilityMatrix.Avalonia/ViewModels/ConsoleViewModel.cs	41	[ObservableProperty]	COMMENT
LOW	…atrix.Avalonia/ViewModels/BananaVisionPageViewModel.cs	301	[ObservableProperty]	COMMENT
LOW	…atrix.Avalonia/ViewModels/BananaVisionPageViewModel.cs	321	/// </summary>	COMMENT
LOW	…atrix.Avalonia/ViewModels/BananaVisionPageViewModel.cs	341	/// Whether the Qwen settings panel is expanded	COMMENT
LOW	…atrix.Avalonia/ViewModels/BananaVisionPageViewModel.cs	361	[ObservableProperty]	COMMENT
LOW	…atrix.Avalonia/ViewModels/BananaVisionPageViewModel.cs	381	[ObservableProperty]	COMMENT
LOW	…atrix.Avalonia/ViewModels/BananaVisionPageViewModel.cs	401	/// </summary>	COMMENT
LOW	…alonia/ViewModels/Settings/AccountSettingsViewModel.cs	101	/// <summary>	COMMENT
LOW	…Models/CheckpointBrowser/CivArchiveBrowserViewModel.cs	41	private CancellationTokenSource? imageBackfillCts;	COMMENT
LOW	…x.Avalonia/ViewModels/Controls/PaintCanvasViewModel.cs	21	#pragma warning disable CS0657 // Not a valid attribute location for this declaration	COMMENT
LOW	…x.Avalonia/ViewModels/Controls/PaintCanvasViewModel.cs	41	// * Dispose quiesces first: it sets _disposed (checked at render entry) and waits for	COMMENT
LOW	…x.Avalonia/ViewModels/Controls/PaintCanvasViewModel.cs	61	/// Bitmaps swapped out of layers on the UI thread while the render thread may still be	COMMENT
LOW	…x.Avalonia/ViewModels/Controls/PaintCanvasViewModel.cs	181	#if DEBUG	COMMENT
LOW	…x.Avalonia/ViewModels/Controls/PaintCanvasViewModel.cs	201	/// <summary>	COMMENT
LOW	…x.Avalonia/ViewModels/Controls/PaintCanvasViewModel.cs	261	/// <summary>	COMMENT
LOW	…x.Avalonia/ViewModels/Inference/PromptCardViewModel.cs	281	return;	COMMENT
LOW	…ix.Avalonia/ViewModels/Inference/ModelCardViewModel.cs	1341	/// Flag to prevent auto-adjustment during state loading.	COMMENT
LOW	…lonia/ViewModels/Dialogs/LayeredMaskEditorViewModel.cs	61	/// </summary>	COMMENT
LOW	…a/ViewModels/Dialogs/ImageAnnotationEditorViewModel.cs	41	/// <summary>	COMMENT
LOW	…a/ViewModels/Dialogs/DownloadableModelItemViewModel.cs	61	/// Status message for the download	COMMENT
LOW	…a/ViewModels/Dialogs/DownloadableModelItemViewModel.cs	81	/// <summary>	COMMENT
LOW	…bilityMatrix.Avalonia/ViewModels/Base/ViewModelBase.cs	61	/// The view loading will not wait for this to complete.	COMMENT
LOW	…a/ViewModels/Base/PausableProgressItemViewModelBase.cs	21	private ProgressState state = ProgressState.Inactive;	COMMENT
LOW	…tyMatrix.Avalonia/ViewModels/Base/PageViewModelBase.cs	21	public abstract IconSource IconSource { get; }	COMMENT
LOW	…trix.Avalonia/ViewModels/Base/LoadableViewModelBase.cs	201		COMMENT
LOW	…tyMatrix.Avalonia/Converters/WidthLessThanConverter.cs	1	using System;	COMMENT
LOW	StabilityMatrix.Avalonia/Models/ImageSource.cs	21	private Hash? contentHashBlake3;	COMMENT
LOW	StabilityMatrix.Avalonia/Models/AppArgs.cs	41	/// <summary>	COMMENT
LOW	StabilityMatrix.Avalonia/Models/AppArgs.cs	61	/// </summary>	COMMENT
LOW	StabilityMatrix.Avalonia/Models/AppArgs.cs	81	/// </summary>	COMMENT
LOW	StabilityMatrix.Avalonia/Models/Inference/MaskLayer.cs	61	/// Controls how the conditioning area is applied for regional prompting.	COMMENT
LOW	StabilityMatrix.Avalonia/Models/Inference/MaskLayer.cs	81	/// Each layer has its own painted mask, prompt, and compositing settings.	COMMENT
LOW	StabilityMatrix.Avalonia/Models/Inference/MaskLayer.cs	121	/// <summary>	COMMENT
LOW	StabilityMatrix.Avalonia/Models/Inference/MaskLayer.cs	141	/// <summary>	COMMENT
LOW	StabilityMatrix.Avalonia/Models/Inference/MaskLayer.cs	181	/// Compositing opacity for editor preview (0.0 - 1.0, default 1.0).	COMMENT
LOW	…x.Avalonia/Models/TagCompletion/ICompletionProvider.cs	21	/// <summary>	COMMENT
LOW	…abilityMatrix.Avalonia/Languages/Resources.Designer.cs	1	//------------------------------------------------------------------------------	COMMENT
LOW	…abilityMatrix.Avalonia/Languages/Resources.Designer.cs	861	}	COMMENT
LOW	…lityMatrix.Avalonia/Controls/AdvancedImageBox.axaml.cs	201	}	COMMENT
LOW	…lityMatrix.Avalonia/Controls/AdvancedImageBox.axaml.cs	301	{	COMMENT
LOW	…lityMatrix.Avalonia/Controls/AdvancedImageBox.axaml.cs	441	/// <summary>	COMMENT
LOW	…lityMatrix.Avalonia/Controls/AdvancedImageBox.axaml.cs	1941	/// <summary>	COMMENT
LOW	…lityMatrix.Avalonia/Controls/AdvancedImageBox.axaml.cs	1961	ZoomToRegion(new Rect(x, y, width, height), margin);	COMMENT
LOW	…lityMatrix.Avalonia/Controls/AdvancedImageBox.axaml.cs	2041	/// Determines whether the specified point is located within the image view port	COMMENT
LOW	…lityMatrix.Avalonia/Controls/AdvancedImageBox.axaml.cs	2061	/// </summary>	COMMENT
LOW	…lityMatrix.Avalonia/Controls/AdvancedImageBox.axaml.cs	2081	/// <summary>	COMMENT
LOW	…lityMatrix.Avalonia/Controls/AdvancedImageBox.axaml.cs	2141	}	COMMENT
LOW	…lityMatrix.Avalonia/Controls/AdvancedImageBox.axaml.cs	2321		COMMENT
LOW	…lityMatrix.Avalonia/Controls/AdvancedImageBox.axaml.cs	2381	/// </summary>	COMMENT
LOW	…lityMatrix.Avalonia/Controls/AdvancedImageBox.axaml.cs	2421		COMMENT
LOW	…lityMatrix.Avalonia/Controls/AdvancedImageBox.axaml.cs	2441	}	COMMENT
LOW	…lityMatrix.Avalonia/Controls/AdvancedImageBox.axaml.cs	2541		COMMENT
LOW	…Avalonia/Controls/VendorLabs/Cache/MemoryImageCache.cs	121	{	COMMENT
LOW	…Matrix.Avalonia/Controls/VendorLabs/Cache/CacheBase.cs	281		COMMENT
LOW	…trix.Avalonia/Controls/VendorLabs/Cache/IImageCache.cs	21	/// <param name="uri">Uri of the item.</param>	COMMENT
LOW	…lonia/Controls/VendorLabs/Cache/InMemoryStorageItem.cs	1	// Licensed to the .NET Foundation under one or more agreements.	COMMENT
LOW	…lonia/Controls/VendorLabs/Cache/InMemoryStorageItem.cs	21	/// Gets the item created timestamp.	COMMENT
LOW	StabilityMatrix.Avalonia/Controls/Models/LiveStroke.cs	1	using System;	COMMENT
LOW	StabilityMatrix.Avalonia/Controls/Models/LiveStroke.cs	21	{	COMMENT
LOW	StabilityMatrix.Avalonia/Controls/Models/PenPath.cs	21	/// </summary>	COMMENT
137 more matches not shown…

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	….Avalonia/ViewModels/Inference/SamplerCardViewModel.cs	450	Model = e.Builder.Connections.Base.Model.Unwrap(),	CODE
CRITICAL	….Avalonia/ViewModels/Inference/SamplerCardViewModel.cs	567	Model = e.Builder.Connections.Base.Model.Unwrap(),	CODE
CRITICAL	…x.Avalonia/ViewModels/Inference/Modules/FreeUModule.cs	33	foreach (var modelConnections in e.Builder.Connections.Models.Values.Where(m => m.Model is not null))	CODE
CRITICAL	…rix.Avalonia/ViewModels/Inference/Modules/NRSModule.cs	32	foreach (var modelConnections in e.Builder.Connections.Models.Values.Where(m => m.Model is not null))	CODE
CRITICAL	.github/ISSUE_TEMPLATE/2-bug-crash.yml	36	at StabilityMatrix.Avalonia.ViewModels.Settings.MainSettingsViewModel.DebugThrowException() in MainSettingsVi	CODE

Synthetic Comment Markers4 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	…abilityMatrix.Avalonia/Languages/Resources.Designer.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…lyzers/StabilityMatrix.Analyzers/Resources.Designer.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…tyMatrix.Core/Api/LykosAuthApi/Generated/Refitter.g.cs	2	// This code was generated by Refitter.	COMMENT
HIGH	…ilityMatrix.Core/Api/PromptGen/Generated/Refitter.g.cs	2	// This code was generated by Refitter.	COMMENT

Excessive Try-Catch Wrapping14 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	StabilityMatrix.Avalonia/Assets/sitecustomize.py	43	except Exception:	CODE
LOW	StabilityMatrix.Avalonia/Assets/sitecustomize.py	67	except Exception as e:	CODE
LOW	StabilityMatrix.Avalonia/Assets/sitecustomize.py	81	except Exception as e:	CODE
LOW⚡	StabilityMatrix.Avalonia/Assets/sitecustomize.py	93	except Exception as e:	CODE
LOW⚡	StabilityMatrix.Avalonia/Assets/sitecustomize.py	102	except Exception as e:	CODE
LOW⚡	StabilityMatrix.Avalonia/Assets/sitecustomize.py	105	except Exception:	CODE
MEDIUM	StabilityMatrix.Avalonia/Assets/sitecustomize.py	55	def _patch_rich_console():	CODE
MEDIUM	StabilityMatrix.Avalonia/Assets/sitecustomize.py	85	def _patch_tqdm():	CODE
MEDIUM	StabilityMatrix.Avalonia/Assets/sitecustomize.py	99	def _run_safely(func):	CODE
LOW	Tools/add_resx_strings.py	233	except Exception as e:	CODE
LOW	Tools/add_resx_strings.py	302	except Exception as e:	CODE
LOW	Tools/add_resx_strings.py	317	except Exception as e:	CODE
LOW	StabilityMatrix.Core/Models/Packages/Wan2GP.cs	145	except Exception as e:	CODE
LOW	StabilityMatrix.Core/Models/Packages/Wan2GP.cs	174	except Exception as e:	CODE

AI Slop Vocabulary6 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM	…onia/ViewModels/Dialogs/SelectModelVersionViewModel.cs	321	// However, saving on Import() is more robust as it's the explicit confirmation.	COMMENT
MEDIUM	StabilityMatrix.Avalonia/Assets/licenses.json	1	[{"PackageName":"AsyncImageLoader.Avalonia","PackageVersion":"3.0.0-avalonia11-preview6","PackageUrl":"https://github.co	CODE
MEDIUM	…Analyzers.CodeFixes/MissingViewAttributeFixProvider.cs	237	// A more robust search would iterate all INamedTypeSymbols in the compilation	COMMENT
MEDIUM	StabilityMatrix.UITests/PaintCanvasRenderTests.cs	12	/// (the threading redesign) must not silently change the exported image. Assertions are robust to	COMMENT
MEDIUM	StabilityMatrix.Core/Python/PyInstallation.cs	206	// A more robust check might be needed. PythonExePath and PythonDllPath depend on OS.	COMMENT
MEDIUM	StabilityMatrix.Core/Models/ComfyNodeMap.cs	7463	"https://github.com/spinagon/ComfyUI-seamless-tiling": [	CODE

Hyper-Verbose Identifiers6 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	Tools/tests/test_wan2gp_logging.py	72	def test_error_keeps_class_identity_and_signature(self):	CODE
LOW	Tools/tests/test_wan2gp_logging.py	77	def test_deepy_mounted_app_builds_and_handles_errors(self):	CODE
LOW	Tools/tests/test_wan2gp_logging.py	110	def test_error_preserves_arguments_and_logs_to_stderr(self):	CODE
LOW⚡	Tools/tests/test_wan2gp_logging.py	121	def test_error_accepts_defaults_and_keywords(self):	CODE
LOW⚡	Tools/tests/test_wan2gp_logging.py	129	def test_error_can_be_caught_and_subclassed(self):	CODE
LOW⚡	Tools/tests/test_wan2gp_logging.py	138	def test_info_and_warning_still_log_to_stdout(self):	CODE

Verbosity Indicators3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	StabilityMatrix.Core/Services/SettingsJsonSanitizer.cs	67	// Step 1: Sanitize text (strip null bytes, fix braces)	COMMENT
LOW⚡	StabilityMatrix.Core/Services/SettingsJsonSanitizer.cs	71	// Step 2: Try direct deserialization of sanitized text	COMMENT
LOW	StabilityMatrix.Core/Services/SettingsJsonSanitizer.cs	89	// Step 3: Property-level recovery using JsonNode	COMMENT

Structural Annotation Overuse3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	StabilityMatrix.Core/Services/SettingsJsonSanitizer.cs	67	// Step 1: Sanitize text (strip null bytes, fix braces)	COMMENT
LOW⚡	StabilityMatrix.Core/Services/SettingsJsonSanitizer.cs	71	// Step 2: Try direct deserialization of sanitized text	COMMENT
LOW	StabilityMatrix.Core/Services/SettingsJsonSanitizer.cs	89	// Step 3: Property-level recovery using JsonNode	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	StabilityMatrix.UITests/PaintCanvasConcurrencyTests.cs	14	/// Phase 0 stress scaffold for the races that the threading redesign will fix. These tests are	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	Tools/add_resx_strings.py	20		CODE
LOW	Tools/add_resx_strings.py	30		CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	Tools/add_resx_strings.py	64		CODE
LOW	Tools/add_resx_strings.py	243		CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	Build/build_macos_app.sh	55	# Print output location	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	Tools/add_resx_strings.py	60		CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	StabilityMatrix.Tests/Core/CivArchiveApiClientTests.cs	32	[DataRow("mailto:test@example.org", "mailto:test@example.org")]	CODE

LykosAI/StabilityMatrix

Open-Source Code Quality, Security and Technical Debt Review