0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-26

Last Push

6.2K

Stars

C++

Language

2.2M

Lines of Code

19.2K

Files

1.3K

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 2.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1280 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

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

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 2.9/100 · LOW

Which changes need focused human review? 1288 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 1MEDIUM 2LOW 1285

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 1288 distinct pattern matches across 6 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 Block1274 hits · 1264 pts

Severity	File	Line	Snippet	Context
LOW	include/dusk_pch.hpp	1	#pragma once	COMMENT
LOW	include/global.h	1	#ifndef _global_h_	COMMENT
LOW	include/global.h	21	#define PLATFORM_SHIELD (VERSION >= VERSION_SHIELD && VERSION <= VERSION_SHIELD_DEBUG)	COMMENT
LOW	include/global.h	41	// Align X to the next N bytes (N must be power of two)	COMMENT
LOW	include/global.h	61		COMMENT
LOW	include/global.h	81	extern int __rlwimi(int, int, int, int, int);	COMMENT
LOW	include/global.h	121	// Data symbols exported from the main exe need dllimport on the mod side. The game itself	COMMENT
LOW	include/global.h	141		COMMENT
LOW	include/global.h	181	(void)0; (void)0; (void)0; (void)0; (void)0; (void)0; (void)0; (void)0; (void)0; (void)0; \	COMMENT
LOW	include/global.h	201	#define UNSET_FLAG(var, flag, type) (var) &= (type)~(flag)	COMMENT
LOW	include/global.h	221	return out;	COMMENT
LOW	include/global.h	241	#if defined(__MWERKS__) \|\| defined(DECOMPCTX)	COMMENT
LOW	include/global.h	261	#define IF_DUSK_ARG(expr)	COMMENT
LOW	include/global.h	281	#define DUSK_GIVE_TAG(name) IF_DUSK_ARG(::dusk::mods::item_give_tag(name))	COMMENT
LOW	include/angle_utils.h	1	#ifndef _ANGLE_UTILS_H_	COMMENT
LOW	include/angle_utils.h	21	#define S8_SUB(x, y) VAR_SUB_CAST(x, y, s8)	COMMENT
LOW	include/angle_utils.h	41	#define S8_ADD_2 VAR_ADD	COMMENT
LOW	include/angle_utils.h	61	#else	COMMENT
LOW	include/weak_bss_1109_to_1009.h	1	#ifndef WEAK_BSS_1109_TO_1009_H	COMMENT
LOW	include/f_pc/f_pc_manager.h	1	#ifndef F_PC_MANAGER_H_	COMMENT
LOW	include/f_pc/f_pc_profile_lst.h	1	#ifndef F_PC_PROFILE_LST_H_	COMMENT
LOW	include/m_Do/m_Do_audio.h	1	#ifndef M_DO_M_DO_AUDIO_H	COMMENT
LOW	include/m_Do/m_Do_graphic.h	1	#ifndef M_DO_M_DO_GRAPHIC_H	COMMENT
LOW	include/m_Do/m_Do_MemCard.h	1	#ifndef M_DO_M_DO_MEMCARD_H	COMMENT
LOW	include/f_op/f_op_actor_mng.h	1	#ifndef F_OP_ACTOR_MNG_H_	COMMENT
LOW	include/TRK_MINNOW_DOLPHIN/Os/dolphin/usr_put.h	1	#ifndef OS_DOLPHIN_USR_PUT_H	COMMENT
LOW	include/TRK_MINNOW_DOLPHIN/MetroTRK/Portable/dispatch.h	1	#ifndef METROTRK_PORTABLE_DISPATCH_H	COMMENT
LOW	include/SSystem/SComponent/c_math.h	1	#ifndef C_MATH_H	COMMENT
LOW	include/SSystem/SComponent/c_angle.h	1	#ifndef C_ANGLE_H	COMMENT
LOW	include/Z2AudioLib/Z2AudioMgr.h	1	#ifndef Z2AUDIOMGR_H	COMMENT
LOW	include/d/d_drawlist.h	1	#ifndef D_D_DRAWLIST_H	COMMENT
LOW	include/d/d_msg_class.h	1	#ifndef D_MSG_D_MSG_CLASS_H	COMMENT
LOW	include/d/d_msg_class.h	721	#define MSGTAG_TYPE 2	COMMENT
LOW	include/d/d_msg_class.h	741	#define MSGTAG_UP_ARROW 22	COMMENT
LOW	include/d/d_msg_class.h	761	#define MSGTAG_WHITE_TARGET 42	COMMENT
LOW	include/d/d_msg_class.h	781	#define MSGTAG_CURRENT_LETTER_PAGE 62	COMMENT
LOW	include/d/d_msg_class.h	801	#define MSGTAG_WII_NUNCHUK 16	COMMENT
LOW	include/d/d_msg_class.h	821	#define MSGTAG_GLYPH_CENT 13	COMMENT
LOW	include/d/d_msg_class.h	841	#define MSGTAG_REFMARK 5	COMMENT
LOW	include/d/d_file_select.h	1	#ifndef D_FILE_D_FILE_SELECT_H	COMMENT
LOW	include/d/d_com_inf_game.h	1	#ifndef D_COM_D_COM_INF_GAME_H	COMMENT
LOW	include/d/d_stage.h	1	#ifndef D_D_STAGE_H	COMMENT
LOW	include/d/d_camera.h	1	#ifndef D_D_CAMERA_H	COMMENT
LOW	include/d/d_s_play.h	121	* Short Reg(00-09) ... -32768 - +32768	COMMENT
LOW	include/d/d_s_play.h	141	#define SREG_F(i) g_regHIO.mChildReg[3].mFloatReg[i]	COMMENT
LOW	include/d/d_s_play.h	161	#define BREG_F(i) g_regHIO.mChildReg[8].mFloatReg[i]	COMMENT
LOW	include/d/d_s_play.h	181	#define WREG_F(i) g_regHIO.mChildReg[13].mFloatReg[i]	COMMENT
LOW	include/d/d_s_play.h	201	#define ZREG_F(i) g_regHIO.mChildReg[18].mFloatReg[i]	COMMENT
LOW	include/d/d_s_play.h	221	#define aREG_F(i) g_regHIO.mChildReg[23].mFloatReg[i]	COMMENT
LOW	include/d/d_s_play.h	241	#define IREG_F(i) (0.0f)	COMMENT
LOW	include/d/d_s_play.h	261	#define KREG_F(i) (0.0f)	COMMENT
LOW	include/d/d_s_play.h	281	#define NREG_F(i) (0.0f)	COMMENT
LOW	include/d/d_s_play.h	301	#define XREG_F(i) (0.0f)	COMMENT
LOW	include/d/d_s_play.h	321	#define yREG_F(i) (0.0f)	COMMENT
LOW	include/d/dolzel.h	1	#ifndef DOLZEL_H	COMMENT
LOW	include/d/d_demo.h	1	#ifndef D_D_DEMO_H	COMMENT
LOW	include/d/d_bg_w.h	1	#ifndef D_BG_D_BG_W_H	COMMENT
LOW	include/d/d_save.h	1	#ifndef D_SAVE_D_SAVE_H	COMMENT
LOW	include/d/d_a_horse_static.h	1	#ifndef D_A_D_A_HORSE_STATIC_H	COMMENT
LOW	include/d/dolzel_rel.h	1	#ifndef DOLZEL_REL_H	COMMENT
1214 more matches not shown…

Fake / Example Data8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	libs/dolphin/src/ar/ar.c	257	u32* dummy_data;	CODE
LOW	libs/dolphin/src/ar/ar.c	275	dummy_data = (u32*)(OSRoundUp32B((u32)(dummy_data_pad)));	CODE
LOW	libs/dolphin/src/ar/ar.c	286	*(dummy_data + i) = 0xBAD0BAD0;	COMMENT
LOW	libs/dolphin/src/ar/ar.c	290	DCFlushRange((void*)dummy_data, 0x20);	CODE
LOW	libs/dolphin/src/ar/ar.c	323	__ARWriteDMA((u32)dummy_data, ARAM_size + 0x0200000, 0x20);	CODE
LOW	libs/dolphin/src/ar/ar.c	339	__ARWriteDMA((u32)dummy_data, ARAM_size + 0x1000000, 0x20);	CODE
LOW	libs/dolphin/src/ar/ar.c	356	__ARWriteDMA((u32)dummy_data, ARAM_size + 0x0000200, 0x20);	CODE
LOW	libs/dolphin/src/ar/ar.c	374	__ARWriteDMA((u32)dummy_data, ARAM_size + 0x0400000, 0x20);	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/d/d_menu_collect.cpp	804	#if TARGET_PC // Since we allow changing wallet sizes, do something more robust.	COMMENT
MEDIUM	src/d/d_menu_collect.cpp	804	#if TARGET_PC // Since we allow changing wallet sizes, do something more robust.	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	18	> Dusklight's official website is https://twilitrealm.dev/, any other website is not affiliated and may be promoting AI-	CODE

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	libs/JSystem/src/J3DGraphAnimator/J3DModel.cpp	95	J3D_WARN1(149, "%s", "Don't forget to call J3DModel::setSkinDeform\n if you set J3DMdlFlag_SkinPosCpu.");	CODE
LOW	libs/JSystem/src/J3DGraphAnimator/J3DModel.cpp	99	J3D_WARN1(154, "%s", "Don't forget to call J3DModel::setSkinDeform\n if you set J3DMdlFlag_SkinNrmCpu.");	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/mant_tear_exporter.py	118		CODE

TwilitRealm/dusklight

Open-Source Code Quality, Security and Technical Debt Review