2.2

Adjusted Signal

2.2

Raw Pattern Score

100%

Time Factor

—

Last Push

—

Stars

—

Language

114.4K

Lines of Code

1.0K

Files

163

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 7.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 157 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.8/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 13 finding(s).

PR Review Velocity Impact 9.5/100 · LOW

Which changes need focused human review? 163 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 6HIGH 0MEDIUM 6LOW 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 163 distinct pattern matches across 7 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 Block120 hits · 120 pts

Severity	File	Line	Snippet	Context
LOW	src/Murder.Editor/Core/Cursor/MouseCursor.Sdl.cs	21	public static MouseCursor IBeam { get; private set; }	COMMENT
LOW	src/Murder.Editor/Core/Cursor/MouseCursor.Sdl.cs	41	public static MouseCursor SizeNWSE { get; private set; }	COMMENT
LOW	src/Murder.Editor/CustomEditors/CustomEditor.cs	41	/// <summary>	COMMENT
LOW	src/Murder.Editor/CustomEditors/AssetEditor.cs	161	Stages[guid] = stage;	COMMENT
LOW	src/Murder.Editor/Utilities/EditorAssetsHelpers.cs	221	bool result = EditorAssetHelpers.DrawPreviewButton(asset, id, animationId, size, pressed);	COMMENT
LOW	src/Murder.Editor/Diagnostics/EditorDebugSnapshot.cs	1	using Murder.Utilities;	COMMENT
LOW	src/Murder.Editor/CustomFields/Vector2Field.cs	81		COMMENT
LOW	src/Murder.Editor/Systems/DialogueNodeSystem.cs	81	//{	COMMENT
LOW	src/Murder.Editor/Data/EditorDataManager_Save.cs	281	// {	COMMENT
LOW	src/Murder.Editor/Data/TextureInfo.cs	21	/// Cropped bounds of the texture, in relation to the top left of the original size	COMMENT
LOW	src/Murder.Editor/Data/TextureInfo.cs	41		COMMENT
LOW	src/Murder.Editor/Data/EditorDataManager_Sprites.cs	41	return default;	COMMENT
LOW	src/Murder.Editor/Data/TexturePacker.cs	21	/// Split Horizontally (textures are stacked up)	COMMENT
LOW	src/Murder.Editor/Data/TexturePacker.cs	41	/// <summary>	COMMENT
LOW	src/Murder.Editor/Data/TexturePacker.cs	61		COMMENT
LOW	src/Murder.Editor/Data/TexturePacker.cs	81	public int Height;	COMMENT
LOW	src/Murder.Editor/Data/TexturePacker.cs	101	/// </summary>	COMMENT
LOW	src/Murder.Editor/Data/TexturePacker.cs	121	/// </summary>	COMMENT
LOW	src/Murder.Editor/Services/ImporterServices.cs	61	// List<(AsepriteFileInfo FileInfo, Guid Guid)> assetsToBake = new();	COMMENT
LOW	src/Murder.Editor/Services/ImporterServices.cs	81	// return;	COMMENT
LOW	src/Murder.Editor/Services/EditorTileServices.cs	21	// IntRectangle bounds = grid.GetTileGrid().Rectangle * Grid.CellSize;	COMMENT
LOW	src/Murder/Game.cs	21	/// <summary>	COMMENT
LOW	src/Murder/Game.cs	41	public static GameDataManager Data => Instance._gameData;	COMMENT
LOW	src/Murder/Game.cs	81	/// Gets the PlayerInput instance.	COMMENT
LOW	src/Murder/Game.cs	101	/// </summary>	COMMENT
LOW	src/Murder/Game.cs	241	/// Whether the player is currently skipping frames (due to cutscene) and ignore	COMMENT
LOW	src/Murder/Game.cs	361		COMMENT
LOW	src/Murder/IGraphicsProvider.cs	1	namespace Murder;	COMMENT
LOW	src/Murder/IMurderGame.cs	21	/// </summary>	COMMENT
LOW	src/Murder/IMurderGame.cs	41	/// This is called synchronously, can use the main thread.	COMMENT
LOW	src/Murder/IMurderGame.cs	61	/// Called once the game exits.	COMMENT
LOW	src/Murder/IMurderGame.cs	81	/// Deals with converting save files from a previous version.	COMMENT
LOW	src/Murder/IMurderGame.cs	101	/// Creates a custom game preferences for the game.	COMMENT
LOW	src/Murder/IMurderGame.cs	121	/// Creates a custom render context for the game.	COMMENT
LOW	src/Murder/IMurderGame.cs	141	public string Name { get; }	COMMENT
LOW	src/Murder/Core/Particles/WorldParticleSystemTracker.cs	21	/// Maps:	COMMENT
LOW	src/Murder/Core/Sounds/ISoundPlayer.cs	81	public void Initialize(string resourcesPath);	COMMENT
LOW	src/Murder/Core/Sounds/ISoundPlayer.cs	141	/// <param name="layer">The target sound layer.</param>	COMMENT
LOW	src/Murder/Core/Dialogs/RuleKind.cs	21	/// <summary>	COMMENT
LOW	src/Murder/Core/Dialogs/Lines/Line.cs	21	/// Optional sound event that will be fired with this line.	COMMENT
LOW	src/Murder/Core/Geometry/Matrix.cs	1	namespace Murder.Core.Geometry	COMMENT
LOW	src/Murder/Core/Geometry/Matrix.cs	21	public float M13;	COMMENT
LOW	src/Murder/Core/Geometry/Matrix.cs	41	public float M23;	COMMENT
LOW	src/Murder/Core/Geometry/Matrix.cs	61	public float M33;	COMMENT
LOW	src/Murder/Core/Geometry/Line2.cs	21	/// <summary>	COMMENT
LOW	src/Murder/Core/Geometry/Line2.cs	301	float lenSquared = (distX * distX) + (distY * distY);	COMMENT
LOW	src/Murder/Core/Geometry/Point.cs	21	/// Point with coordinates X = -1 and Y = 1 (multiply your point by this and you get its mirror).	COMMENT
LOW	src/Murder/Core/Geometry/Point.cs	41	/// Represents half a cell on the current <see cref="Grid"/>.	COMMENT
LOW	src/Murder/Core/Geometry/Point.cs	101	/// </summary>	COMMENT
LOW	src/Murder/Core/Geometry/Point.cs	121	/// </summary>	COMMENT
LOW	src/Murder/Core/Geometry/Point.cs	141	/// </summary>	COMMENT
LOW	src/Murder/Core/Geometry/Point.cs	161	/// </summary>	COMMENT
LOW	src/Murder/Core/Geometry/Point.cs	181	/// </summary>	COMMENT
LOW	src/Murder/Core/Geometry/Point.cs	221	public override string ToString() => (X, Y).ToString();	COMMENT
LOW	src/Murder/Core/Geometry/Point.cs	241	/// Equivalent to this * other.	COMMENT
LOW	src/Murder/Core/Graphics/RenderContext.cs	21	public readonly Camera2D Camera;	COMMENT
LOW	src/Murder/Core/Graphics/Color.cs	21		COMMENT
LOW	src/Murder/Core/Graphics/Color.cs	41	public static Color ColdGray { get; } = new(0.45f, 0.5f, 0.55f);	COMMENT
LOW	src/Murder/Core/Graphics/Color.cs	61	public static Color Orange { get; } = new(1, 0.6f, 0.1f);	COMMENT
LOW	src/Murder/Core/Graphics/Color.cs	81	public static Color Blue { get; } = new(0, 0, 1);	COMMENT
60 more matches not shown…

Hallucination Indicators6 hits · 65 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/Murder.Editor/Architect.cs	200	Microsoft.Xna.Framework.Media.MediaPlayer.Stop();	CODE
CRITICAL	src/Murder.Editor/EditorScene_Editors.cs	191	ImGui.TextColored(Microsoft.Xna.Framework.Color.DarkRed.ToSysVector4(), $"(FILE NOT SAVED)");	CODE
CRITICAL	src/Murder.Editor/EditorScene_Editors.cs	203	ImGui.TextColored(Microsoft.Xna.Framework.Color.DarkGray.ToSysVector4(), path);	CODE
CRITICAL	src/Murder.Editor/EditorScene_Editors.cs	219	ImGui.TextColored(Microsoft.Xna.Framework.Color.DarkGray.ToSysVector4(), $"({asset.GetType().Name})");	CODE
CRITICAL	src/Murder/Game.cs	1053	Microsoft.Xna.Framework.Media.MediaPlayer.Stop();	CODE
CRITICAL	src/Murder/Services/TextureServices.cs	16	// formats, but will not work with tga files. This internally calls Microsoft.Xna.Framework.Graphics.Texture2D.F	COMMENT

AI Slop Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/Murder.Editor/CustomEditors/SavedWorldInspector.cs	45	/// This copy all the settings from the world asset, hopefully aiming for a more "seamless" experience	COMMENT
MEDIUM	src/Murder.Editor/Utilities/LocalizationExporter.cs	69	// Why, do you ask? Absolutely no reason. It just seemed reasonable that generated strings came later.	COMMENT
MEDIUM	src/Murder.Editor/Utilities/LocalizationExporter.cs	159	// Why, do you ask? Absolutely no reason. It just seemed reasonable that generated strings came later.	COMMENT
MEDIUM	src/Murder/Core/Geometry/Polygon.cs	1009	// This is a simplified example; you should replace it with a more robust algorithm	COMMENT
MEDIUM	src/Murder/Core/Engine/MonoWorld.cs	125	/// Absolutely do not persist this. This is just our pool of entities.	COMMENT

Hyper-Verbose Identifiers13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	src/Murder.Editor/Data/EditorDataManager.cs	29	public partial class EditorDataManager : GameDataManager	CODE
LOW	src/Murder.Editor/Data/EditorDataManager_Save.cs	11	public partial class EditorDataManager	CODE
LOW	src/Murder.Editor/Data/EditorDataManager_Packer.cs	17	public partial class EditorDataManager	CODE
LOW	src/Murder.Editor/Data/EditorDataManager_Dialog.cs	11	public partial class EditorDataManager	CODE
LOW	src/Murder.Editor/Data/EditorDataManager_Media.cs	6	public partial class EditorDataManager	CODE
LOW	src/Murder.Editor/Data/EditorDataManager_Sprites.cs	16	public partial class EditorDataManager	CODE
LOW	src/Murder.Editor/Data/EditorDataManager_Watcher.cs	15	public partial class EditorDataManager	CODE
LOW	src/Murder.Editor/Data/EditorDataManager_Loader.cs	13	public partial class EditorDataManager	CODE
LOW	src/Murder/Data/GameDataManager_Sound.cs	5	public partial class GameDataManager	CODE
LOW	src/Murder/Data/GameDataManager_Recordings.cs	8	public partial class GameDataManager	CODE
LOW	src/Murder/Data/GameDataManager_Save.cs	18	public partial class GameDataManager	CODE
LOW	src/Murder/Data/GameDataManager_Packer.cs	5	public partial class GameDataManager	CODE
LOW	src/Murder/Data/GameDataManager.cs	21	public partial class GameDataManager : IDisposable	CODE

Verbosity Indicators7 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	src/Murder.Editor/CustomEditors/WorldAssetEditor.cs	674	// First, we need to check if this is actually a tile grid component.	COMMENT
LOW⚡	src/Murder/Utilities/NoiseHelper.cs	424	// Step 1: fill _p[0..255] with [0..255]	COMMENT
LOW⚡	src/Murder/Utilities/NoiseHelper.cs	428	// Step 2: Fisher–Yates shuffle	COMMENT
LOW⚡	src/Murder/Utilities/NoiseHelper.cs	435	// Step 3: duplicate the array	COMMENT
LOW	src/Murder/Services/FeedbackServices.cs	263	// Step 1: Capture the screenshot	COMMENT
LOW	src/Murder/Services/FeedbackServices.cs	286	// Step 1: Capture the screenshot	COMMENT
LOW	src/Murder/Services/FeedbackServices.cs	319	// Step 2: Return the FileWrapper containing the PNG file data	COMMENT

Structural Annotation Overuse6 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/Murder/Utilities/NoiseHelper.cs	424	// Step 1: fill _p[0..255] with [0..255]	COMMENT
LOW⚡	src/Murder/Utilities/NoiseHelper.cs	428	// Step 2: Fisher–Yates shuffle	COMMENT
LOW⚡	src/Murder/Utilities/NoiseHelper.cs	435	// Step 3: duplicate the array	COMMENT
LOW	src/Murder/Services/FeedbackServices.cs	263	// Step 1: Capture the screenshot	COMMENT
LOW	src/Murder/Services/FeedbackServices.cs	286	// Step 1: Capture the screenshot	COMMENT
LOW	src/Murder/Services/FeedbackServices.cs	319	// Step 2: Return the FileWrapper containing the PNG file data	COMMENT

Slop Phrases6 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	src/Murder.Editor/Utilities/Gui/ImGuiHelpers.cs	191	/// Don't forget to add a ImGui.Dummy(new Vector2(0,8)) after it to reserve the space for the splitter	COMMENT
LOW	src/Murder.Editor/Utilities/Gui/ImGuiHelpers.cs	247	/// Don't forget to add a ImGui.Dummy(new Vector2(0,8)) after it to reserve the space for the splitter	COMMENT
MEDIUM	src/Murder/Assets/GameAsset.cs	21	/// Here's a simple example of how to create a new asset type, 'InventoryItem', extending 'GameAsset':	COMMENT
LOW	src/Murder/Services/RenderServices.cs	1439	/// Don't forget to dispose this!	COMMENT
LOW	src/Murder/Services/RenderServices.cs	1457	/// Don't forget to dispose this!	COMMENT
LOW	src/Murder/Services/RenderServices.cs	1477	/// Don't forget to dispose this!	COMMENT

isadorasophia/murder

Open-Source Code Quality, Security and Technical Debt Review