1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-10-16

Last Push

20.3K

Stars

C++

Language

505.1K

Lines of Code

3.4K

Files

911

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 8.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 898 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 9 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 8.8/100 · LOW

Which changes need focused human review? 911 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 0LOW 908

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 911 distinct pattern matches across 9 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 Block891 hits · 844 pts

Severity	File	Line	Snippet	Context
LOW	config_templates/exosphere.ini	1	# Key: debugmode, default: 1.	COMMENT
LOW	config_templates/exosphere.ini	21	# NOTE: On retail units max ram size is capped to 4GB.	COMMENT
LOW	config_templates/exosphere.ini	41	# to ensure a safe backup of calibration data is stored in unused	COMMENT
LOW	thermosphere/src/exceptions.h	21	* Borrowed fom Xen (not copyrightable as these are facts).	COMMENT
LOW	thermosphere/src/lib/vsprintf.c	21	* Fri Jul 13 2001 Crutcher Dunnavant <crutcher+kernel@datastacks.com>	COMMENT
LOW	thermosphere/src/lib/ini.h	81	/* Chars that begin a start-of-line comment. Per Python configparser, allow	COMMENT
LOW	thermosphere/src/lib/ini.h	121	/* Stop parsing on first error (default is to keep parsing). */	COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	21	#define DC_CMD_GENERAL_INCR_SYNCPT 0x00	COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	41	#define PW2_ENABLE (1 << 4)	COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	61	#define GENERAL_UPDATE (1 << 8)	COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	81	#define DC_DISP_DISP_WIN_OPTIONS 0x402	COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	101	#define PIXEL_CLK_DIVIDER_PCD2 (2 << 8)	COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	121	#define DISP_DATA_FORMAT_DFSPI (6 << 0)	COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	141	#define BASE_COLOR_SIZE_565 (6 << 0)	COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	161	#define DC_DISP_SD_BL_CONTROL 0x4DC	COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	181	#define COLOR_EXPAND (1 << 6)	COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	201	#define WIN_COLOR_DEPTH_YUV420P 0x13	COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	221	#define DC_WIN_V_INITIAL_DDA 0x708	COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	241		COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	261	#define DSI_HOST_CONTROL_TX_TRIG_FIFO (1 << 12)	COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	281		COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	301	#define DSI_PKT_SEQ_2_HI 0x28	COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	321		COMMENT
LOW	exosphere/mariko_fatal/source/fatal_registers_di.hpp	341	#define DSI_PAD_PREEMP_PD_CLK(x) (((x) & 0x3) << 12)	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	41	#define MAX_DIR_EX 0x10000000 /* Max size of exFAT directory */	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	61		COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	81	/* exFAT directory entry types */	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	101	#define BPB_Media 21 /* Media descriptor byte (BYTE) */	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	121	#define BPB_BkBootSec32 50 /* FAT32: Offset of backup boot sector (WORD) */	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	141	#define BPB_BytsPerSecEx 108 /* exFAT: Log2 of sector size in unit of byte (BYTE) */	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	161	#define LDIR_Type 12 /* LFN: Entry type (BYTE) */	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	181	#define XDIR_NameHash 36 /* exFAT: Hash of file name (WORD) */	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	201	#define PTE_StCyl 3 /* MBR PTE: Start cylinder */	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	221	#define GPTH_PtBcc 88 /* GPT: Partation table BCC (DWORD) */	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	241	#else	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	261	#define SS(fs) ((UINT)FF_MAX_SS) /* Fixed sector size */	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	461	#endif	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	481	#error Wrong FF_MIN_GPT setting	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	501	#else /* LFN configurations */	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	521	#define FREE_NAMBUF()	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.c	541	#else	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/diskio.h	41		COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/diskio.h	61	#define MMC_GET_CID 12 /* Get CID */	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.h	21		COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.h	81	#ifndef _INC_TCHAR	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.h	101	#define _TEXT(x) x	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.h	141	#if FF_MAX_SS != FF_MIN_SS	COMMENT
LOW	exosphere/mariko_fatal/source/fatfs/ff.h	401	/* Format options (2nd argument of f_mkfs) */	COMMENT
LOW	exosphere/program/source/smc/secmon_smc_handler.cpp	21	#include "secmon_smc_aes.hpp"	COMMENT
LOW	fusee/program/source/fusee_registers_di.hpp	21	#define DC_CMD_GENERAL_INCR_SYNCPT 0x00	COMMENT
LOW	fusee/program/source/fusee_registers_di.hpp	41	#define PW2_ENABLE (1 << 4)	COMMENT
LOW	fusee/program/source/fusee_registers_di.hpp	61	#define GENERAL_UPDATE (1 << 8)	COMMENT
LOW	fusee/program/source/fusee_registers_di.hpp	81	#define DC_DISP_DISP_WIN_OPTIONS 0x402	COMMENT
LOW	fusee/program/source/fusee_registers_di.hpp	101	#define PIXEL_CLK_DIVIDER_PCD2 (2 << 8)	COMMENT
LOW	fusee/program/source/fusee_registers_di.hpp	121	#define DISP_DATA_FORMAT_DFSPI (6 << 0)	COMMENT
LOW	fusee/program/source/fusee_registers_di.hpp	141	#define BASE_COLOR_SIZE_565 (6 << 0)	COMMENT
LOW	fusee/program/source/fusee_registers_di.hpp	161	#define DC_DISP_SD_BL_CONTROL 0x4DC	COMMENT
LOW	fusee/program/source/fusee_registers_di.hpp	181	#define COLOR_EXPAND (1 << 6)	COMMENT
LOW	fusee/program/source/fusee_registers_di.hpp	201	#define WIN_COLOR_DEPTH_YUV420P 0x13	COMMENT
LOW	fusee/program/source/fusee_registers_di.hpp	221	#define DC_WIN_V_INITIAL_DDA 0x708	COMMENT
831 more matches not shown…

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	fusee/program/update_mtc_tables.py	62	except:	CODE
HIGH	fusee/program/update_mtc_tables.py	57	except:	CODE
HIGH	mesosphere/build_mesosphere.py	47	except:	CODE

Unused Imports5 hits · 5 pts

Severity	File	Line	Context
LOW	fusee/build_package3.py	3	CODE
LOW	fusee/program/lz4_compress.py	3	CODE
LOW	fusee/program/lz4_compress.py	3	CODE
LOW	mesosphere/build_mesosphere.py	2	CODE
LOW	utilities/insert_splash_screen.py	2	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…osphere/source/fssystem/fssystem_local_file_system.cpp	1360	/* If on macOS, we need to check if the path is a directory before trying to unlink it. */	COMMENT
LOW	libraries/libmesosphere/source/kern_k_scheduler.cpp	124	/* We need to check if the thread's process has a pinned thread. */	COMMENT
LOW	stratosphere/loader/source/ldr_process_creation.cpp	385	/* If the signature check fails, we need to check if this is allowable. */	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	stratosphere/dmnt.gen2/source/dmnt2_debug_process.cpp	504	u64 dummy_value;	CODE
LOW	stratosphere/dmnt.gen2/source/dmnt2_debug_process.cpp	507	R_TRY(svc::GetDebugThreadParam(std::addressof(dummy_value), std::addressof(val32), m_debug_handle, thread_id, sv	CODE
LOW	…atosphere/ams_mitm/source/set_mitm/settings_sd_kvs.cpp	193	u8 dummy_value = 0;	CODE
LOW	…atosphere/ams_mitm/source/set_mitm/settings_sd_kvs.cpp	194	SdKeyValueStoreEntry test_entry { .name = name, .key = key, .value = std::addressof(dummy_value), .value_siz	CODE

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	mesosphere/build_mesosphere.py	5	def atmosphere_target_firmware(major, minor, micro, rev = 0):	CODE
LOW	utilities/nxo64.py	192	def _add_sections_to_segments(self):	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	troposphere/daybreak/nanovg/include/nanovg_gl.h	210	// don't forget to also update the fragment shader source!	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	mesosphere/build_mesosphere.py	12		CODE

Excessive Try-Catch Wrapping1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	utilities/erpt.py	499	except Exception as e:	STRING

Atmosphere-NX/Atmosphere

Open-Source Code Quality, Security and Technical Debt Review