1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

4.1K

Stars

C++

Language

244.6K

Lines of Code

1.4K

Files

458

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 8.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 447 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 9.1/100 · LOW

Which changes need focused human review? 458 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 5LOW 453

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 458 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 Block444 hits · 444 pts

Severity	File	Line	Snippet	Context
LOW	patch_ndsheader_dsiware.py	1	# -- coding: utf8 --	COMMENT
LOW	settings/bootloader/source/arm9clear.arm.c	1	#define ARM9	COMMENT
LOW	settings/bootloader/source/disc_io.h	41		COMMENT
LOW	settings/bootloader/source/sdmmc.h	1	#ifndef __SDMMC_H__	COMMENT
LOW	settings/bootloader/source/sdmmc.h	21	#define REG_SDRESP1 0x0e	COMMENT
LOW	settings/bootloader/source/sdmmc.h	41	#define REG_SDRESET 0xe0	COMMENT
LOW	settings/bootloader/source/sdmmc.h	61	#define TMIO_STAT0_SIGSTATE_A 0x0400	COMMENT
LOW	settings/bootloader/source/sdmmc.h	81	#define SDMC_ERR_FIFO_OVF 0x00000010	COMMENT
LOW	settings/bootloader/source/dmaTwl.h	21	#define NDMAGCNT_YIELD_CYCLES_16 (5 << 16)	COMMENT
LOW	settings/bootloader/source/dmaTwl.h	41	#define REG_NDMA0FDATA ((vu32)0x04004118)	COMMENT
LOW	settings/bootloader/source/dmaTwl.h	61	#define REG_NDMA3DAD ((vu32)0x0400415C)	COMMENT
LOW	settings/bootloader/source/dmaTwl.h	81	#define NDMACNT_SRC_MODE_DECREMENT (1 << 13)	COMMENT
LOW	settings/bootloader/source/dmaTwl.h	101	#define NDMACNT_PHYSICAL_COUNT_16384 (14 << 16)	COMMENT
LOW	settings/bootloader/source/dmaTwl.h	121		COMMENT
LOW	settings/bootloader/source/dmaTwl.h	141		COMMENT
LOW	settings/bootloader/source/fat.c	41		COMMENT
LOW	settings/bootloader/source/fat.c	61	//-----------------------------------------------------------------	COMMENT
LOW	settings/bootloader/source/boot.c	41	#include <nds/timers.h>	COMMENT
LOW	settings/arm9/include/userpal.h	1		COMMENT
LOW	settings/arm9/source/language.cpp	1	#include <nds.h>	COMMENT
LOW	settings/arm9/source/twlFlashcard.cpp	1	#include <nds.h>	COMMENT
LOW	settings/arm9/source/settingspage.h	1	#include <variant>	COMMENT
LOW	settings/arm9/source/main.cpp	1	#include <nds.h>	COMMENT
LOW	settings/arm9/source/main.cpp	21	#include "common/fileCopy.h"	COMMENT
LOW	settings/arm9/source/settingsgui.cpp	1	#include "settingsgui.h"	COMMENT
LOW	settings/arm9/source/graphics/fontHandler.cpp	1	#include "fontHandler.h"	COMMENT
LOW	settings/arm9/source/graphics/graphics.cpp	1	#include "graphics.h"	COMMENT
LOW	slot1launch/bootloaderAlt/source/card.h	41	#define REG_CARD_COMMAND ((vu8*)0x040001A8)	COMMENT
LOW	slot1launch/bootloaderAlt/source/card.h	61	#define SPI_EEPROM_RDP 0xab // Release from deep power down	COMMENT
LOW	slot1launch/bootloaderAlt/source/card.h	81		COMMENT
LOW	slot1launch/bootloaderAlt/source/main.arm7.c	21	but WITHOUT ANY WARRANTY; without even the implied warranty of	COMMENT
LOW	slot1launch/bootloaderAlt/source/main.arm7.c	41	#include <string.h>	COMMENT
LOW	slot1launch/bootloaderAlt/source/main.arm9.c	21	but WITHOUT ANY WARRANTY; without even the implied warranty of	COMMENT
LOW	slot1launch/bootloaderAlt/source/blocks_codec.h	1	// SPDX-License-Identifier: Zlib	COMMENT
LOW	slot1launch/bootloaderAlt/source/blocks_codec.h	81	#define CDC_CONTROL_CLOCK_PLL_IN_BCLK (1 << 2)	COMMENT
LOW	slot1launch/bootloaderAlt/source/blocks_codec.h	101	#define CDC_TOUCHCNT_SAR_ADC_CLOCK_DIV_MASK (3 << 3)	COMMENT
LOW	slot1launch/bootloaderAlt/source/blocks_codec.h	121	#define CDC_TOUCHCNT_SAR_ADC_SCAN_PORT (11 << 2)	COMMENT
LOW	slot1launch/bootloaderAlt/source/blocks_codec.h	141	#define CDC_TOUCHCNT_SENSE_TIME_3US (2)	COMMENT
LOW	slot1launch/bootloaderAlt/source/blocks_codec.h	161	#define CDC_TOUCHCNT_PANEL_VOLTAGE_STABILIZATION_TIME_100US (5)	COMMENT
LOW	slot1launch/bootloaderAlt/source/blocks_codec.h	181	#define CDC_TOUCHCNT_DEBOUNCE_TIME_0US (0)	COMMENT
LOW	slot1launch/bootloaderAlt/source/common.h	21		COMMENT
LOW	slot1launch/bootloaderAlt/source/common.h	41	#define ERR_HEAD_CRC 0x16	COMMENT
LOW	slot1launch/bootloader/source/card.h	41	#define REG_CARD_COMMAND ((vu8*)0x040001A8)	COMMENT
LOW	slot1launch/bootloader/source/card.h	61	#define SPI_EEPROM_RDP 0xab // Release from deep power down	COMMENT
LOW	slot1launch/bootloader/source/card.h	81		COMMENT
LOW	slot1launch/bootloader/source/dmaTwl.h	21	#define NDMAGCNT_YIELD_CYCLES_16 (5 << 16)	COMMENT
LOW	slot1launch/bootloader/source/dmaTwl.h	41	#define REG_NDMA0FDATA ((vu32)0x04004118)	COMMENT
LOW	slot1launch/bootloader/source/dmaTwl.h	61	#define REG_NDMA3DAD ((vu32)0x0400415C)	COMMENT
LOW	slot1launch/bootloader/source/dmaTwl.h	81	#define NDMACNT_SRC_MODE_DECREMENT (1 << 13)	COMMENT
LOW	slot1launch/bootloader/source/dmaTwl.h	101	#define NDMACNT_PHYSICAL_COUNT_16384 (14 << 16)	COMMENT
LOW	slot1launch/bootloader/source/dmaTwl.h	121		COMMENT
LOW	slot1launch/bootloader/source/dmaTwl.h	141		COMMENT
LOW	slot1launch/bootloader/source/main.arm7.c	21	but WITHOUT ANY WARRANTY; without even the implied warranty of	COMMENT
LOW	slot1launch/bootloader/source/main.arm7.c	41		COMMENT
LOW	slot1launch/bootloader/source/main.arm9.c	21	but WITHOUT ANY WARRANTY; without even the implied warranty of	COMMENT
LOW	slot1launch/bootloader/source/blocks_codec.h	1	// SPDX-License-Identifier: Zlib	COMMENT
LOW	slot1launch/bootloader/source/blocks_codec.h	81	#define CDC_CONTROL_CLOCK_PLL_IN_BCLK (1 << 2)	COMMENT
LOW	slot1launch/bootloader/source/blocks_codec.h	101	#define CDC_TOUCHCNT_SAR_ADC_CLOCK_DIV_MASK (3 << 3)	COMMENT
LOW	slot1launch/bootloader/source/blocks_codec.h	121	#define CDC_TOUCHCNT_SAR_ADC_SCAN_PORT (11 << 2)	COMMENT
LOW	slot1launch/bootloader/source/blocks_codec.h	141	#define CDC_TOUCHCNT_SENSE_TIME_3US (2)	COMMENT
384 more matches not shown…

Decorative Section Separators4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	7zfile/Virtual Console (3DS, Full)/snemul.cfg	190	# --------------------------------------	COMMENT
MEDIUM	7zfile/Virtual Console (3DS, Full)/snemul.cfg	192	# --------------------------------------	COMMENT
MEDIUM	7zfile/Virtual Console (DSi or Flashcard)/snemul.cfg	190	# --------------------------------------	COMMENT
MEDIUM	7zfile/Virtual Console (DSi or Flashcard)/snemul.cfg	192	# --------------------------------------	COMMENT

Excessive Try-Catch Wrapping6 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	patch_ndsheader_dsiware.py	83	except Exception as e:	CODE
MEDIUM	patch_ndsheader_dsiware.py	65	def calculate(self, input_data=None):	CODE
LOW	booter_fc/flashcart_specifics/dldinoap/dldinoap.py	26	except Exception:	CODE
LOW	booter_fc/flashcart_specifics/dldinoap/dldinoap.py	49	except Exception:	CODE
LOW	booter_fc/flashcart_specifics/r4isdhc/r4isdhc.py	43	except Exception:	CODE
LOW	booter_fc/flashcart_specifics/r4isdhc/r4isdhc.py	54	except Exception:	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	resources/pack.py	30	# Write file	COMMENT
LOW	resources/pack.py	39	# Write file list	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	patch_ndsheader_dsiware.py	13		CODE

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	universal/source/lodepng/lodepng.cpp	72	lodepng source code. Don't forget to remove "static" if you copypaste them	CODE

DS-Homebrew/TWiLightMenu

Open-Source Code Quality, Security and Technical Debt Review