2.5

Adjusted Signal

2.5

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

10.7K

Stars

Language

71.9K

Lines of Code

352

Files

115

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 5.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 74 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 10 finding(s).

Agent Over-Engineering Ratio 6.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 32 finding(s).

PR Review Velocity Impact 11.4/100 · LOW

Which changes need focused human review? 115 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 0HIGH 3MEDIUM 22LOW 90

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 115 distinct pattern matches across 8 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.

Decorative Section Separators22 hits · 80 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.agents/skills/resx-translation/helpers/resx_core.py	16	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.agents/skills/resx-translation/helpers/resx_core.py	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.agents/skills/resx-translation/helpers/resx_core.py	49	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.agents/skills/resx-translation/helpers/resx_core.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.agents/skills/resx-translation/helpers/resx_core.py	213	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.agents/skills/resx-translation/helpers/resx_core.py	215	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.agents/skills/resx-translation/helpers/resx_core.py	246	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.agents/skills/resx-translation/helpers/resx_core.py	248	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.agents/skills/resx-translation/helpers/resx_core.py	262	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.agents/skills/resx-translation/helpers/resx_core.py	264	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.agents/skills/resx-translation/helpers/resx_core.py	404	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.agents/skills/resx-translation/helpers/resx_core.py	406	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/resx-translation/helpers/resx_core.py	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/resx-translation/helpers/resx_core.py	96	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/resx-translation/helpers/resx_core.py	151	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/resx-translation/helpers/resx_core.py	153	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/resx-translation/helpers/resx_core.py	178	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/resx-translation/helpers/resx_core.py	180	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/resx-translation/helpers/resx_core.py	327	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/resx-translation/helpers/resx_core.py	329	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/resx-translation/helpers/resx_core.py	380	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/resx-translation/helpers/resx_core.py	382	# ---------------------------------------------------------------------------	COMMENT

Over-Commented Block67 hits · 67 pts

Severity	File	Line	Snippet	Context
LOW	.rtk/filters.toml	1	# Project-local RTK filters — commit this file with your repo.	COMMENT
LOW	optimizerDuck/ApplicationServiceCollectionExtensions.cs	21	using Wpf.Ui.DependencyInjection;	COMMENT
LOW	optimizerDuck/UI/ViewModels/ViewModel.cs	1	using CommunityToolkit.Mvvm.ComponentModel;	COMMENT
LOW	optimizerDuck/UI/ViewModels/ViewModel.cs	21	{	COMMENT
LOW	optimizerDuck/UI/ViewModels/ViewModel.cs	81	}	COMMENT
LOW	…mizerDuck/Resources/Languages/Translations.Designer.cs	1	//------------------------------------------------------------------------------	COMMENT
LOW	optimizerDuck/Common/Extensions/LocalizedObject.cs	1	using System.Globalization;	COMMENT
LOW	optimizerDuck/Common/Extensions/LocalizedObject.cs	21	/// </item>	COMMENT
LOW	optimizerDuck/Common/Helpers/CategoryDiscovery.cs	1	using System.Reflection;	COMMENT
LOW	optimizerDuck/Common/Helpers/UserErrorSurface.cs	21	private readonly ConditionalWeakTable<Exception, Exception> _reported = new();	COMMENT
LOW	optimizerDuck/Common/Helpers/EmbeddedResourceHelper.cs	1	using System.IO;	COMMENT
LOW	optimizerDuck/Common/Helpers/GitHubSourceHelper.cs	41	private static readonly ConcurrentDictionary<string, Lazy<Task<string>>> SourceCache = new();	COMMENT
LOW	optimizerDuck/Domain/Revert/RevertData.cs	21	/// <summary>	COMMENT
LOW	optimizerDuck/Domain/Revert/RevertData.cs	41	public Guid OptimizationId { get; set; }	COMMENT
LOW	optimizerDuck/Domain/Revert/RevertResult.cs	21	/// <summary>	COMMENT
LOW	optimizerDuck/Domain/Revert/Steps/RegistryRevertStep.cs	21	/// restore key tree).	COMMENT
LOW	optimizerDuck/Domain/Revert/Steps/RegistryRevertStep.cs	41		COMMENT
LOW	optimizerDuck/Domain/Revert/Steps/UsbPowerRevertStep.cs	21	/// <summary>	COMMENT
LOW	optimizerDuck/Domain/UI/ChangeDetailPresentation.cs	1	using System.Globalization;	COMMENT
LOW	optimizerDuck/Domain/UI/ChangeDetailPresentation.cs	41	}	COMMENT
LOW	…imizerDuck/Domain/Exceptions/StepExecutionException.cs	1	namespace optimizerDuck.Domain.Exceptions;	COMMENT
LOW	…erDuck/Domain/Optimizations/Models/BaseOptimization.cs	41	/// <summary>	COMMENT
LOW	…erDuck/Domain/Optimizations/Models/BaseOptimization.cs	161		COMMENT
LOW	…tions/Models/ScheduledTask/ScheduledTaskTriggerInfo.cs	41	/// <summary>	COMMENT
LOW	…k/Domain/Optimizations/Models/Services/RegistryItem.cs	21	/// The full registry key path (e.g., <c>HKLM\SOFTWARE\...</c>).	COMMENT
LOW	optimizerDuck/Domain/Optimizations/Categories/Gpu.cs	61	public class Gpu : LocalizedObject, IOptimizationCategory	COMMENT
LOW	optimizerDuck/Domain/Optimizations/Categories/Gpu.cs	81	/// <item>	COMMENT
LOW	optimizerDuck/Domain/Optimizations/Categories/Gpu.cs	101	/// <c>0</c> as <c>"0000"</c>. On <see langword="false" />, <c>-1</c>.	COMMENT
LOW	optimizerDuck/Domain/Execution/ChangeSet.cs	261	/// <summary>	COMMENT
LOW	optimizerDuck/Domain/Execution/ChangeSet.cs	281	public DateTime? RecordedAt { get; init; }	COMMENT
LOW	optimizerDuck/Domain/Execution/ChangeDetail.cs	1	using optimizerDuck.Domain.Optimizations.Models.Services;	COMMENT
LOW	optimizerDuck/Domain/Conditions/ConditionResult.cs	1	using optimizerDuck.Resources.Languages;	COMMENT
LOW	optimizerDuck/Domain/Conditions/ICondition.cs	1	using optimizerDuck.Services.System;	COMMENT
LOW	optimizerDuck/Domain/Conditions/ConditionValidation.cs	1	namespace optimizerDuck.Domain.Conditions;	COMMENT
LOW	optimizerDuck/Domain/Abstractions/IRevertStep.cs	21	/// </summary>	COMMENT
LOW	optimizerDuck/Domain/Abstractions/ICustomizeSetting.cs	41	/// reflects the actual value. It is derived from the live registry state and never	COMMENT
LOW	optimizerDuck/Domain/Abstractions/ICustomizeSetting.cs	61	/// <summary>	COMMENT
LOW	…rDuck/Domain/Customize/Models/CustomizeRefreshScope.cs	21	/// changes to the {CLSID}-based desktop icon CLSIDs are visible immediately.	COMMENT
LOW	optimizerDuck/Domain/Customize/Models/RegistryToggle.cs	21		COMMENT
LOW	optimizerDuck/Domain/Customize/Models/RegistryToggle.cs	41	public object? DefaultValue { get; init; } = 0;	COMMENT
LOW	…erDuck/Domain/Customize/Models/BaseCustomizeSetting.cs	241		COMMENT
LOW	optimizerDuck/Services/UI/StartupManagerService.cs	941	}	COMMENT
LOW	optimizerDuck/Services/Configuration/ConfigManager.cs	141	}	COMMENT
LOW	…mizerDuck/Services/Optimization/OptimizationService.cs	41	/// <summary>	COMMENT
LOW	…mizerDuck/Services/Optimization/OptimizationService.cs	161	);	COMMENT
LOW	…mizerDuck/Services/Optimization/OptimizationService.cs	321	)	COMMENT
LOW	…mizerDuck/Services/Optimization/OptimizationService.cs	341	/// If <see langword="true"/>, retries steps in descending index order (useful for revert	COMMENT
LOW	…mizerDuck/Services/Optimization/OptimizationService.cs	381	/// <param name="failedSteps">The steps that failed and should be retried.</param>	COMMENT
LOW	…mizerDuck/Services/Optimization/OptimizationService.cs	621		COMMENT
LOW	optimizerDuck/Services/System/CrossPageEventBus.cs	1	namespace optimizerDuck.Services.System;	COMMENT
LOW	optimizerDuck/Services/System/CrossPageEventBus.cs	21	/// <summary>	COMMENT
LOW	optimizerDuck/Services/System/SystemRestoreService.cs	1	using System.Management;	COMMENT
LOW	optimizerDuck/Services/System/SystemRestoreService.cs	41	/// HRESULT_FROM_WIN32(ERROR_SERVICE_DISABLED), the other shape that refusal takes.	COMMENT
LOW	optimizerDuck/Services/System/PowerPlanService.cs	261	source,	COMMENT
LOW	optimizerDuck/Services/System/PowerPlanService.cs	461	return OpResult.Fail(err.Describe(), err.Describe());	COMMENT
LOW	optimizerDuck/Services/System/CrossPageEvents.cs	1	namespace optimizerDuck.Services.System;	COMMENT
LOW	optimizerDuck/Services/System/CrossPageEvents.cs	21	/// to reload its Tasks section.	COMMENT
LOW	optimizerDuck/Services/System/CrossPageEvents.cs	41	/// after removing packages.	COMMENT
LOW	…ck/Services/System/Primitives/ServiceProcessService.cs	21	private const int ErrorAccessDenied = 5;	COMMENT
LOW	…rDuck/Services/System/Primitives/HibernationService.cs	21	/// avoids modelling the whole structure.	COMMENT
7 more matches not shown…

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	.agents/skills/resx-translation/helpers/resx_core.py	24	except Exception:	CODE
HIGH	.agents/skills/resx-translation/helpers/resx_write.py	62	except (json.JSONDecodeError, ValueError):	CODE

Unused Imports10 hits · 8 pts

Severity	File	Line	Context
LOW	.agents/skills/resx-translation/helpers/resx_sync.py	3	CODE
LOW	.agents/skills/resx-translation/helpers/resx_list.py	3	CODE
LOW	.agents/skills/resx-translation/helpers/resx_list.py	11	CODE
LOW	.agents/skills/resx-translation/helpers/resx_core.py	4	CODE
LOW	.agents/skills/resx-translation/helpers/resx_core.py	7	CODE
LOW	.agents/skills/resx-translation/helpers/resx_core.py	13	CODE
LOW	.agents/skills/resx-translation/helpers/resx_write.py	4	CODE
LOW	.agents/skills/resx-translation/helpers/resx_audit.py	3	CODE
LOW	.agents/skills/resx-translation/helpers/resx_audit.py	11	CODE
LOW	.agents/skills/resx-translation/helpers/resx_create.py	3	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…mizerDuck/Resources/Languages/Translations.Designer.cs	3	// This code was generated by a tool.	COMMENT

Excessive Try-Catch Wrapping7 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW⚡	.agents/skills/resx-translation/helpers/resx_core.py	24	except Exception:	CODE
LOW⚡	.agents/skills/resx-translation/helpers/resx_core.py	32	except Exception:	CODE
LOW⚡	.agents/skills/resx-translation/helpers/resx_core.py	45	except Exception:	CODE
LOW⚡	.agents/skills/resx-translation/helpers/resx_core.py	207	except Exception:	CODE
LOW⚡	.agents/skills/resx-translation/helpers/resx_core.py	240	except Exception:	CODE
LOW⚡	.agents/skills/resx-translation/helpers/resx_core.py	258	except Exception:	CODE
LOW⚡	.agents/skills/resx-translation/helpers/resx_core.py	395	except Exception:	CODE

Deep Nesting5 hits · 4 pts

Severity	File	Line	Context
LOW	.agents/skills/resx-translation/helpers/resx_sync.py	19	CODE
LOW	.agents/skills/resx-translation/helpers/resx_core.py	344	CODE
LOW	.agents/skills/resx-translation/helpers/resx_core.py	442	CODE
LOW	.agents/skills/resx-translation/helpers/resx_write.py	73	CODE
LOW	.agents/skills/resx-translation/helpers/resx_audit.py	25	CODE

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/resx-translation/helpers/resx_audit.py	25		CODE

itsfatduck/optimizerDuck

Open-Source Code Quality, Security and Technical Debt Review