3.5

Adjusted Signal

3.5

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

16.2K

Stars

HLSL

Language

48.4K

Lines of Code

305

Files

106

Pattern Hits

2026-10-31

Scan Date

0.02

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 9.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 91 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 6.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 15 finding(s).

PR Review Velocity Impact 15.5/100 · LOW

Which changes need focused human review? 106 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 7MEDIUM 11LOW 88

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 106 distinct pattern matches across 5 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 Block88 hits · 88 pts

Severity	File	Line	Snippet	Context
LOW	tools/WindowCase/pch.h	1	#pragma once	COMMENT
LOW	docs/MagpieFX.md	1	MagpieFX 基于 DirectX 11 计算着色器	COMMENT
LOW	docs/MagpieFX.md	21	//!LABEL Sharpness	COMMENT
LOW	docs/MagpieFX.md	41	//!WIDTH INPUT_WIDTH * 2	COMMENT
LOW	docs/MagpieFX.md	61	// R16G16_FLOAT	COMMENT
LOW	docs/MagpieFX.md	81	Texture2D tex1;	COMMENT
LOW	docs/MagpieFX.md	101		COMMENT
LOW	docs/MagpieFX.md	121		COMMENT
LOW	docs/MagpieFX (EN).md	1	MagpieFX is based on DirectX 11 compute shader	COMMENT
LOW	docs/MagpieFX (EN).md	21	//!PARAMETER	COMMENT
LOW	docs/MagpieFX (EN).md	41	//!TEXTURE	COMMENT
LOW	docs/MagpieFX (EN).md	61	// R10G10B10A2_UNORM	COMMENT
LOW	docs/MagpieFX (EN).md	81	// RWTexture2D<unorm min16float2> for output.	COMMENT
LOW	docs/MagpieFX (EN).md	101	SamplerState sam2;	COMMENT
LOW	docs/MagpieFX (EN).md	121	}	COMMENT
LOW	src/Magpie/ShortcutControl.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/pch.h	1	#pragma once	COMMENT
LOW	src/Magpie/pch.h	21	#include <string_view>	COMMENT
LOW	src/Magpie/pch.h	41	#include <wil/stl.h>	COMMENT
LOW	src/Magpie/pch.h	61	#include <winrt/Windows.UI.Xaml.Controls.Primitives.h>	COMMENT
LOW	src/Magpie/ShortcutService.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/TextMenuFlyout.h	1	#pragma once	COMMENT
LOW	src/Magpie/CandidateWindowItem.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/ScalingModeEffectItem.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/AppSettings.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/ScalingModeItem.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/AutoStartHelper.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/NewProfileViewModel.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/ToastPage.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/MainWindow.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/TouchHelper.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/UpdateService.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/UpdateService.cpp	381	}	COMMENT
LOW	src/Magpie/HomeViewModel.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/BorderlessWindow.h	241	// Win10 中应总是绘制背景	COMMENT
LOW	src/Magpie/SettingsViewModel.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/EffectParametersViewModel.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/TitleBarControl.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/NotifyIconService.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/ScalingService.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/ScalingModesViewModel.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/KeyVisualState.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/main.cpp	1	// Copyright (c) Xu	COMMENT
LOW	src/Magpie/ProfileViewModel.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/RootPage.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie/App.cpp	1	// Copyright (c) Xu	COMMENT
LOW	src/Magpie/App.cpp	21	#endif	COMMENT
LOW	src/Magpie.Core/YasHelper.h	1	#pragma once	COMMENT
LOW	src/Magpie.Core/EffectDrawer.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie.Core/AdaptivePresenter.cpp	141	// 下面两个调用用于减少调整窗口尺寸时的边缘闪烁。	COMMENT
LOW	src/Magpie.Core/pch.h	1	#pragma once	COMMENT
LOW	src/Magpie.Core/pch.h	21	#include <functional>	COMMENT
LOW	src/Magpie.Core/FrameSourceBase.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie.Core/CursorDrawer.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie.Core/AppXReader.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie.Core/ScalingWindow.cpp	1	#include "pch.h"	COMMENT
LOW	src/Magpie.Core/OverlayHelper.h	1	#pragma once	COMMENT
LOW	src/Magpie.Core/OverlayHelper.h	41	/////////////////////////////////////////////////////	COMMENT
LOW	src/Magpie.Core/DDS.h	1	// 复制自 https://github.com/microsoft/DirectXTex/blob/652cc82b35ff9e14097d12eff73f53348361ff15/DirectXTex/DDS.h	COMMENT
LOW	src/Magpie.Core/DDS.h	41	#define DDS_FOURCC 0x00000004 // DDPF_FOURCC	COMMENT
28 more matches not shown…

Decorative Section Separators9 hits · 39 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/Magpie.Core/StepTimer.cpp	32	// ────────▼─────────┬────────┬──────▼─────────	COMMENT
MEDIUM⚡	src/Magpie.Core/ScalingWindow.cpp	1662	// ┌────────────────────┐	COMMENT
MEDIUM⚡	src/Magpie.Core/ScalingWindow.cpp	1664	// ├───┬────────────┬───┤	COMMENT
MEDIUM⚡	src/Magpie.Core/ScalingWindow.cpp	1668	// ├───┴────────────┴───┤	COMMENT
MEDIUM⚡	src/Magpie.Core/ScalingWindow.cpp	1670	// └────────────────────┘	COMMENT
MEDIUM⚡	src/Magpie.Core/ScalingWindow.cpp	1814	// ┌───┬───────────┬───┐	COMMENT
MEDIUM⚡	src/Magpie.Core/ScalingWindow.cpp	1816	// │ ├───────────┤ │	COMMENT
MEDIUM⚡	src/Magpie.Core/ScalingWindow.cpp	1820	// │ ├───────────┤ │	COMMENT
MEDIUM⚡	src/Magpie.Core/ScalingWindow.cpp	1822	// └───┴───────────┴───┘	COMMENT

Empty Error Handlers6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/release.py	18	except:	CODE
HIGH	scripts/release.py	75	except:	CODE
HIGH	scripts/code-analysis.py	20	except:	CODE
HIGH	scripts/wiki.py	17	except:	CODE
HIGH	scripts/publish.py	15	except:	CODE
HIGH	scripts/publish.py	91	except:	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/Magpie.Core/DDSHelper.cpp	434	// likely written by D3DX. The more robust solution is to use the 'DX10'	COMMENT
MEDIUM	src/Shared/SmallVector.h	1266	// SmallVectorImpl<T>::operator= does not leverage N==0. Optimize the case.	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	30	Please do not contribute code that is directly generated by AI. You should fully understand the code you contribute.	CODE

Blinue/Magpie

Open-Source Code Quality, Security and Technical Debt Review