2.3

Adjusted Signal

2.3

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

34.2K

Stars

Language

51.6K

Lines of Code

100

Files

113

Pattern Hits

2026-10-31

Scan Date

0.00

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 11.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 113 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 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 10.4/100 · LOW

Which changes need focused human review? 113 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 0MEDIUM 0LOW 113

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 113 distinct pattern matches across 3 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 Block101 hits · 100 pts

Severity	File	Line	Snippet	Context
LOW	debug.h	1	#define _CRTDBG_MAP_ALLOC	COMMENT
LOW	version.h	1	#define VER_MAJOR 26100	COMMENT
LOW	ep_weather_host/ep_weather_host.h	1	#ifndef _H_AS_SERVICE_P_H_	COMMENT
LOW	ep_weather_host/ep_weather.h	1	#ifndef _H_AS_H_	COMMENT
LOW	ep_weather_host/ep_weather.h	21	#define DWMWCP_ROUND 2	COMMENT
LOW	ep_weather_host/ep_weather.h	41	DEFINE_GUID(IID_IEPWeather,	COMMENT
LOW	ep_weather_host/ep_weather.h	61	#define EP_WEATHER_VIEW_TEXTONLY 5	COMMENT
LOW	ep_weather_host/resource.h	1	//{{NO_DEPENDENCIES}}	COMMENT
LOW	ep_extra/resource.h	1	//{{NO_DEPENDENCIES}}	COMMENT
LOW	ep_startmenu/ep_sm_forwards.h	1	#ifndef _H_EP_SM_FORWARDS	COMMENT
LOW	ep_startmenu/ep_sm_forwards.h	21	#pragma comment(linker, "/export:??0Exception@Platform@@QE$AAA@HPE$AAVString@1@@Z=wincorlib_orig.dll.??0Exception@Platfo	COMMENT
LOW	ep_startmenu/ep_sm_forwards.h	41	#pragma comment(linker, "/export:??0OperationCanceledException@Platform@@QE$AAA@XZ=wincorlib_orig.dll.??0OperationCancel	COMMENT
LOW	ep_startmenu/ep_sm_forwards.h	61	#pragma comment(linker, "/export:??0int16@default@@QEAA@F@Z=wincorlib_orig.dll.??0int16@default@@QEAA@F@Z,@59")	COMMENT
LOW	ep_startmenu/ep_sm_forwards.h	81	#pragma comment(linker, "/export:?AlignedAllocate@Heap@Details@Platform@@SAPEAX_K00@Z=wincorlib_orig.dll.?AlignedAllocat	COMMENT
LOW	ep_startmenu/ep_sm_forwards.h	101	#pragma comment(linker, "/export:?Equals@Enum@Platform@@QE$AAA_NPE$AAVObject@2@@Z=wincorlib_orig.dll.?Equals@Enum@Platfo	COMMENT
LOW	ep_startmenu/ep_sm_forwards.h	121	#pragma comment(linker, "/export:?EventSourceGetTargetArray@Details@Platform@@YAPEAXPEAXPEAUEventLock@12@@Z=wincorlib_or	COMMENT
LOW	ep_startmenu/ep_sm_forwards.h	141	#pragma comment(linker, "/export:?GetHashCode@OnePhaseConstructedAttribute@CompilerServices@Runtime@Platform@@QE$AAAHXZ=	COMMENT
LOW	ep_startmenu/ep_sm_forwards.h	161	#pragma comment(linker, "/export:?GetType@Boolean@Platform@@QEAAPE$AAVType@2@XZ=wincorlib_orig.dll.?GetType@Boolean@Plat	COMMENT
LOW	ep_startmenu/ep_sm_forwards.h	181	#pragma comment(linker, "/export:?Invert@Matrix3D@Media3D@Media@Xaml@UI@Windows@@QEAAXXZ=wincorlib_orig.dll.?Invert@Matr	COMMENT
LOW	ep_startmenu/ep_sm_forwards.h	201	#pragma comment(linker, "/export:?ToString@OnePhaseConstructedAttribute@CompilerServices@Runtime@Platform@@QE$AAAPE$AAVS	COMMENT
LOW	ep_startmenu/ep_sm_forwards.h	221	#pragma comment(linker, "/export:?WriteLine@Console@Details@Platform@@SAXXZ=wincorlib_orig.dll.?WriteLine@Console@Detail	COMMENT
LOW	ep_startmenu/ep_sm_forwards.h	241	#pragma comment(linker, "/export:?__abi_cast_String_to_Object@__abi_details@@YAPE$AAVObject@Platform@@PE$AAVString@3@@Z=	COMMENT
LOW	ep_generate_release_name/resource.h	1	//{{NO_DEPENDENCIES}}	COMMENT
LOW	ep_gui/GUI.h	1	#ifndef _H_GUI_H_	COMMENT
LOW	ep_gui/GUI.h	21	#include <dwmapi.h>	COMMENT
LOW	ep_gui/GUI.h	41	#define GUI_SECTION_HEIGHT 32	COMMENT
LOW	ep_gui/resources/EPSharedResources.h	1	#pragma once	COMMENT
LOW	ep_gui/resources/EPSharedResources.h	21		COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	1	#pragma once	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	21	#define IDS_TB_EXTRABTN_1 1017	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	41	#define IDS_TB_PRIMARYTBGLOM 1037	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	61	#define IDS_TRAY_SHOWDESKTOPBTN_1 1109	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	81	#define IDS_TRAY_CLOCK_2 1129	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	101	#define IDS_EXP_SHEXT_LEARN 1204	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	121	#define IDS_EXP_TITLEBAR_1 1224	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	141	#define IDS_START_MONITOROVERRIDE_0 1316	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	161	#define IDS_START_APPLIST 1336	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	181	#define IDS_AT_SWS_THEME_0 1414	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	201	#define IDS_AT_SWS_MAXHEIGHT_100 1434	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	221	#define IDS_AT_SWS_SCROLLWHEEL_2 1454	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	241	#define IDS_WEATHER_POSITION_1 1518	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	261	#define IDS_WEATHER_CORNERPREF_2 1541	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	281	#define IDS_SP 1601	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	301	#define IDS_SP_UPDATEFREQ_21600 1621	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	321	#define IDS_OTHER_PWRBTNACTION_256 1716	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	341	#define IDS_UPDATES_UPDATESERVERS 1808	COMMENT
LOW	ep_gui/resources/EPSettingsResources.h	361	#define IDS_ADV_NOPROPERTIES 1910	COMMENT
LOW	ep_gui/resources/resource.h	1	//{{NO_DEPENDENCIES}}	COMMENT
LOW	ep_gui/resources/resource.h	21	#define _APS_NEXT_CONTROL_VALUE 1001	COMMENT
LOW	ep_extra_valinet.win7alttab/resource.h	1	//{{NO_DEPENDENCIES}}	COMMENT
LOW	ExplorerPatcher/symbols.h	1	#ifndef _H_SYMBOLS_H_	COMMENT
LOW	ExplorerPatcher/symbols.h	21	#define EXPLORER_SB_4 "SetColorPreferenceForLogonUI"	COMMENT
LOW	ExplorerPatcher/symbols.h	41	#define STARTDOCKED_SB_3 "StartDocked::SystemListPolicyProvider::GetMaximumFrequentApps"	COMMENT
LOW	ExplorerPatcher/TwinUIPatches.cpp	1	#include <Windows.h>	COMMENT
LOW	ExplorerPatcher/TwinUIPatches.cpp	561	// and CLauncherTipContextMenu::CLauncherTipContextMenu	COMMENT
LOW	ExplorerPatcher/TwinUIPatches.cpp	1181	BOOL Moment2PatchControlCenter(HMODULE hTwinuiPcshell, PBYTE pSearchBegin, size_t cbSearch)	COMMENT
LOW	ExplorerPatcher/TwinUIPatches.cpp	1241	#endif	COMMENT
LOW	ExplorerPatcher/TwinUIPatches.cpp	1261	// Will have a match if CToastCenterExperienceManager::ShouldShowWithinWorkArea() is inlined.	COMMENT
LOW	ExplorerPatcher/TwinUIPatches.cpp	1461	}	COMMENT
LOW	ExplorerPatcher/TwinUIPatches.cpp	1481	// if ( (_BYTE )((_QWORD )(this + 237) + 236i64) ) // 22621.2283	COMMENT
41 more matches not shown…

Verbosity Indicators10 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW⚡	ExplorerPatcher/TwinUIPatches.cpp	1187	// Step 1:	COMMENT
LOW⚡	ExplorerPatcher/TwinUIPatches.cpp	1196	// Step 2:	COMMENT
LOW⚡	ExplorerPatcher/TwinUIPatches.cpp	1206	// Step 3:	COMMENT
LOW⚡	ExplorerPatcher/TwinUIPatches.cpp	1216	// Step 4:	COMMENT
LOW	ExplorerPatcher/TwinUIPatches.cpp	1109	// Step 1:	COMMENT
LOW	ExplorerPatcher/TwinUIPatches.cpp	1139	// Step 2:	COMMENT
LOW	ExplorerPatcher/TwinUIPatches.cpp	1149	// Step 3:	COMMENT
LOW	ExplorerPatcher/TwinUIPatches.cpp	1251	// Step 1:	COMMENT
LOW	ExplorerPatcher/TwinUIPatches.cpp	1292	// Step 2:	COMMENT
LOW	ExplorerPatcher/TwinUIPatches.cpp	1303	// Step 3:	COMMENT

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	ExplorerPatcher/TwinUIPatches.cpp	3413	// Don't forget to sync with HookImmersiveMenuFunctions in dllmain.c!	COMMENT
LOW	ExplorerPatcher/dllmain.c	2515	// Don't forget to sync with TryToFindTwinuiPCShellOffsets in TwinUIPatches.cpp!	COMMENT

valinet/ExplorerPatcher

Open-Source Code Quality, Security and Technical Debt Review