1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.0K

Stars

Language

581.8K

Lines of Code

893

Files

647

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 5.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 635 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 5.7/100 · LOW

Which changes need focused human review? 647 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 15LOW 632

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 647 distinct pattern matches across 8 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 Block619 hits · 616 pts

Severity	File	Line	Snippet	Context
LOW	azure-pipelines.yml	121	export ADD_CURSES=Y	COMMENT
LOW	DEVEL/gitinfo.pl	1	#!/usr/bin/perl	COMMENT
LOW	DEVEL/hooksdir/NHgithook.pm	61	sub POST {	COMMENT
LOW	util/mdgrep.pl	41	# JUNK:	COMMENT
LOW	util/mdgrep.h	21	{"AMIGA", 0},	COMMENT
LOW	util/mdgrep.h	41	{"CLIPPING", 0},	COMMENT
LOW	util/mdgrep.h	61	{"DLB", 0},	COMMENT
LOW	util/mdgrep.h	81	#else	COMMENT
LOW	util/mdgrep.h	101	#else	COMMENT
LOW	util/mdgrep.h	121	#else	COMMENT
LOW	util/mdgrep.h	141	#else	COMMENT
LOW	util/mdgrep.h	161	#else	COMMENT
LOW	util/mdgrep.h	181	{"UNICODE_DRAWING", 1},	COMMENT
LOW	util/mdgrep.h	201	{"USER_SOUNDS", 1},	COMMENT
LOW	util/mdgrep.h	221	{"WIN32_PLATFORM_HPCPRO", 1},	COMMENT
LOW	util/mdgrep.h	241	{"WIN_CE_POCKETPC", 1},	COMMENT
LOW	util/mdgrep.h	261	{"ZEROCOMP", 1},	COMMENT
LOW	util/sftags.c	21		COMMENT
LOW	util/sftags.c	121	#ifdef VMS	COMMENT
LOW	util/makedefs.c	1	/* NetHack 5.0 makedefs.c $NHDT-Date: 1702948590 2023/12/19 01:16:30 $ $NHDT-Branch: NetHack-5.0 $:$NHDT-Revision: 1.	COMMENT
LOW	util/makedefs.c	21	#include "context.h"	COMMENT
LOW	util/makedefs.c	41	#include <errno.h>	COMMENT
LOW	util/makedefs.c	61	#ifndef OPTIONS_FILE	COMMENT
LOW	util/makedefs.c	81	#if defined(MAC68K) && !defined(__MACH__)	COMMENT
LOW	util/makedefs.c	101	#define DGN_TEMPLATE "..\\dat\\%s" /* where dungeon.pdf file goes */	COMMENT
LOW	util/recover.c	21	#include "rect.h"	COMMENT
LOW	util/sfctool.c	21	#include "win32api.h"	COMMENT
LOW	util/sfctool.c	41	#define RDTMODE "r"	COMMENT
LOW	win/tty/wintty.c	21	/#define DECgraphicsOptimization/	COMMENT
LOW	win/tty/wintty.c	41	#endif	COMMENT
LOW	win/tty/wintty.c	5261	*/	COMMENT
LOW	win/tty/wintty.c	5281	#endif /* STATUS_HILITES */	COMMENT
LOW	win/tty/wintty.c	5301	#undef AVTC_SOUND_PLAY	COMMENT
LOW	win/tty/termcap.c	901		COMMENT
LOW	win/curses/cursdial.c	1	/* vim:set cin ft=c sw=4 sts=4 ts=8 et ai cino=Ls\:0t0(0 : -*- mode:c;fill-column:80;tab-width:8;c-basic-offset:4;indent	COMMENT
LOW	win/curses/cursmain.c	21	extern char erase_char, kill_char;	COMMENT
LOW	win/curses/Readme.txt	61	curses windowport are shown below. Copy any of these that you like to	COMMENT
LOW	win/curses/Readme.txt	81	# and status window on bottom. Placing either of these on the right or	COMMENT
LOW	win/Qt/qt_icon.cpp	1	// Copyright (c) Warwick Allison, 1999.	COMMENT
LOW	win/Qt/qt_icon.cpp	21	// worthwhile but with the 'single label using a style sheet for color'	COMMENT
LOW	win/Qt/qt_inv.cpp	1	// Copyright (c) Warwick Allison, 1999.	COMMENT
LOW	win/Qt/qt_inv.cpp	21	extern "C" {	COMMENT
LOW	win/Qt/qt_inv.cpp	161	// equipment showing the map tiles that the inventory objects	COMMENT
LOW	win/Qt/qt_set.cpp	1	// Copyright (c) Warwick Allison, 1999.	COMMENT
LOW	win/Qt/qt_set.cpp	21	#include "qt_main.h"	COMMENT
LOW	win/Qt/qt_set.cpp	41	// switch back and forth if desired; nothing forces the Zoomed setting to	COMMENT
LOW	win/Qt/qt_main.cpp	1	// Copyright (c) Warwick Allison, 1999.	COMMENT
LOW	win/Qt/qt_main.cpp	21	#include <QtWidgets/QtWidgets>	COMMENT
LOW	win/Qt/qt_main.cpp	481	#endif	COMMENT
LOW	win/Qt/qt_main.cpp	801	} else {	COMMENT
LOW	win/Qt/qt_main.cpp	821	// from getting inserted into the "Help" menu behind our back.	COMMENT
LOW	win/Qt/qt_svsel.cpp	1	// Copyright (c) Warwick Allison, 1999.	COMMENT
LOW	win/Qt/qt_svsel.cpp	21	// [ character two ] button with another character name	COMMENT
LOW	win/Qt/qt_svsel.cpp	41	#include "qt_pre.h"	COMMENT
LOW	win/Qt/qt_bind.h	1	// Copyright (c) Warwick Allison, 1999.	COMMENT
LOW	win/Qt/qt_rip.cpp	1	// Copyright (c) Warwick Allison, 1999.	COMMENT
LOW	win/Qt/qt_plsel.cpp	1	// Copyright (c) Warwick Allison, 1999.	COMMENT
LOW	win/Qt/qt_plsel.cpp	21	#include "hack.h"	COMMENT
LOW	win/Qt/qt_win.h	1	// Copyright (c) Warwick Allison, 1999.	COMMENT
LOW	win/Qt/qt_pre.h	1	/* NetHack 5.0 qt_pre.h $NHDT-Date: 1781973096 2026/06/20 16:31:36 $ $NHDT-Branch: NetHack-5.0 $:$NHDT-Revision: 1.10 $	COMMENT
559 more matches not shown…

Excessive Try-Catch Wrapping8 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM	sys/mac68k/tools/dump_rsrc.py	65	print("Error: truncated or corrupt resource fork", file=sys.stderr)	CODE
MEDIUM	sys/mac68k/tools/decode_hqx.py	141	print(f"Error: --creator-fixup found no"	CODE
MEDIUM	sys/mac68k/tools/decode_hqx.py	194	print(f"Error: {label} CRC mismatch"	CODE
MEDIUM	sys/mac68k/tools/strip_rsrc.py	103	print(f"Error: resource type {t!r} is not 4 characters",	CODE
MEDIUM	sys/mac68k/tools/strip_rsrc.py	115	print("Error: type(s) not in file: "	CODE
MEDIUM	sys/mac68k/tools/make_scsi_image2.py	79	print(f"Error: driver {driver_path} is {len(driver)} bytes; "	CODE
MEDIUM	sys/mac68k/tools/make_scsi_image2.py	202	print(f"Error: HFS image size {len(hfs_data)} is not a multiple of"	CODE
MEDIUM	sys/mac68k/tools/make_info.py	29	print("Error: name must be <= 31 chars; type/creator exactly 4",	CODE

Modern AI Meta-Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	win/share/objects.txt	5864	# tile 306 (sky blue / hallucination)	COMMENT
MEDIUM	include/monattk.h	78	#define AD_HALU 36 /* causes hallucination */	COMMENT
MEDIUM	include/artifact.h	26	#define SPFX_HALRES 0x00000800L /* blocks hallucinations */	COMMENT

Slop Phrases5 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	include/you.h	238	/* Don't forget to add... */	COMMENT
LOW	include/you.h	289	/* Don't forget to add... */	COMMENT
LOW	sys/mac68k/macwin.c	90	* buffer. Don't forget to set inSelect to WIN_ERR when you're	COMMENT
LOW	sys/mac68k/macwin.c	2506	* Don't forget to decrease in_putstr before returning...	COMMENT
MEDIUM	src/display.c	1074	* again, as discussed above.	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	win/Qt/qt_inv.cpp	8	// Essentially a "paper doll" style display. [grep fodder]	COMMENT
MEDIUM	win/Qt/qt_main.cpp	822	// Underscore works too and is more robust but unless we prepend	COMMENT

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	sys/mac68k/tools/wav2snd.py	24	CODE
LOW	sys/mac68k/tools/decode_hqx.py	13	CODE
LOW	sys/mac68k/tools/decode_hqx.py	103	CODE
LOW	sys/mac68k/tools/rsrc_to_rez.py	65	CODE
LOW	sys/mac68k/tools/rsrc_to_rez.py	208	CODE

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	win/share/tiletext.c	208	ph = strcmp(ttype, "placeholder") == 0;	CODE
LOW	win/share/tiletext.c	303	type = "placeholder";	CODE
LOW	win/share/objects.txt	6719	# tile 351 (LOREM IPSUM)	COMMENT
LOW	include/objects.h	1242	XTRA_SCROLL_LABEL( "LOREM IPSUM", SC06),	CODE

Self-Referential Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	sys/unix/mkmkfile.sh	16	echo "# This file is generated automatically. Do not edit." >> $3	CODE

NetHack/NetHack

Open-Source Code Quality, Security and Technical Debt Review