1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

2.1K

Stars

Language

296.5K

Lines of Code

764

Files

456

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 7.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 435 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 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 20 finding(s).

PR Review Velocity Impact 8.3/100 · LOW

Which changes need focused human review? 456 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 28LOW 428

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 456 distinct pattern matches across 7 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 Block397 hits · 390 pts

Severity	File	Line	Snippet	Context
LOW	misc/32x/32x.h	1	#ifndef __32X_H__	COMMENT
LOW	misc/32x/32x.h	21	#define MARS_SYS_CMDI_CLR ((volatile unsigned short )0x2000401A)	COMMENT
LOW	misc/32x/32x.h	41	#define MARS_VDP_FBCTL ((volatile unsigned short )0x2000410A)	COMMENT
LOW	misc/32x/32x.h	61	#define MARS_VDP_HBLK 0x4000	COMMENT
LOW	misc/32x/32x.h	81	#define SH2_DMA_SAR0 ((volatile unsigned long )0xFFFFFF80)	COMMENT
LOW	misc/32x/32x.h	101	#define SEGA_CTRL_LEFT 0x0004	COMMENT
LOW	misc/android/app/CMakeLists.txt	1	#	COMMENT
LOW	misc/x11/min-xlib.h	41	#include <stdint.h>	COMMENT
LOW	misc/x11/min-xlib.h	61	/* The Xlib structs are full of implicit padding to properly align members.	COMMENT
LOW	misc/x11/min-xlib.h	81	#define DefaultScreen(dpy) (((_XPrivDisplay)(dpy))->default_screen)	COMMENT
LOW	misc/x11/min-xlib.h	901	#define XIMPreeditArea 0x0001L	COMMENT
LOW	misc/x11/min-xutil.h	201	unsigned long red_mask;	COMMENT
LOW	misc/x11/min-X.h	61	* client or library code.	COMMENT
LOW	misc/x11/min-X.h	81	# define _XTYPEDEF_XID	COMMENT
LOW	misc/x11/min-X.h	141	#define NoSymbol 0L /* special KeySym */	COMMENT
LOW	misc/x11/min-X.h	161	#define Button3MotionMask (1L<<10)	COMMENT
LOW	misc/x11/min-X.h	181	#define KeyPress 2	COMMENT
LOW	misc/x11/min-X.h	201	#define ConfigureNotify 22	COMMENT
LOW	misc/x11/min-X.h	221	#define ShiftMask (1<<0)	COMMENT
LOW	misc/x11/min-X.h	261	#define Button3 3	COMMENT
LOW	misc/x11/min-X.h	281	#define NotifyPointer 5	COMMENT
LOW	misc/x11/min-X.h	301	#define GrabNotViewable 3	COMMENT
LOW	misc/x11/min-X.h	321	/*****************************************************************	COMMENT
LOW	misc/x11/min-X.h	361		COMMENT
LOW	misc/x11/min-XF86keysym.h	21	#define XF86XK_Standby 0x1008FF10 /* System into standby mode */	COMMENT
LOW	misc/x11/min-XF86keysym.h	41	#define XF86XK_Refresh 0x1008FF29 /* Refresh the page */	COMMENT
LOW	misc/x11/min-keysymdef.h	121	/*	COMMENT
LOW	misc/x11/min-keysymdef.h	141	#define XK_Left 0xff51 /* Move left, left arrow */	COMMENT
LOW	misc/x11/min-keysymdef.h	161	#define XK_Menu 0xff67	COMMENT
LOW	misc/x11/min-keysymdef.h	181	#define XK_KP_Up 0xff97	COMMENT
LOW	misc/x11/min-keysymdef.h	221	#define XK_F2 0xffbf	COMMENT
LOW	misc/x11/min-keysymdef.h	241	#define XK_F22 0xffd3	COMMENT
LOW	misc/x11/min-keysymdef.h	261	#define XK_Hyper_R 0xffee /* Right hyper */	COMMENT
LOW	misc/x11/min-keysymdef.h	281	#define XK_ISO_Group_Lock 0xfe07	COMMENT
LOW	misc/x11/min-keysymdef.h	301	#define XK_ISO_Release_Margin_Right 0xfe2a	COMMENT
LOW	misc/x11/min-keysymdef.h	321	#define XK_space 0x0020 /* U+0020 SPACE */	COMMENT
LOW	misc/x11/min-keysymdef.h	341	#define XK_3 0x0033 /* U+0033 DIGIT THREE */	COMMENT
LOW	misc/x11/min-keysymdef.h	361	#define XK_G 0x0047 /* U+0047 LATIN CAPITAL LETTER G */	COMMENT
LOW	misc/x11/min-keysymdef.h	381	#define XK_bracketleft 0x005b /* U+005B LEFT SQUARE BRACKET */	COMMENT
LOW	misc/x11/min-keysymdef.h	401	#define XK_n 0x006e /* U+006E LATIN SMALL LETTER N */	COMMENT
LOW	misc/windows/min-winuser.h	1	#ifndef CC_USER32_FUNC	COMMENT
LOW	misc/windows/min-winuser.h	21		COMMENT
LOW	misc/windows/min-schannel.h	21	#define SCH_CRED_DISABLE_RECONNECTS 0x00000080	COMMENT
LOW	misc/windows/min-commdlg.h	1	#ifndef _WIN64	COMMENT
LOW	misc/windows/min-commdlg.h	81	#ifndef _WIN64	COMMENT
LOW	misc/nds/main_arm7.c	1	// SPDX-License-Identifier: Zlib	COMMENT
LOW	misc/opengl/GLCommon.h	1	#if defined CC_BUILD_WIN	COMMENT
LOW	misc/opengl/GLCommon.h	41	#define GL_LINES 0x0001	COMMENT
LOW	misc/opengl/GLCommon.h	61	#define GL_FOG_COLOR 0x0B66	COMMENT
LOW	misc/opengl/GLCommon.h	81	#define GL_MODELVIEW 0x1700	COMMENT
LOW	misc/opengl/GLCommon.h	101	#define GL_ARRAY_BUFFER 0x8892	COMMENT
LOW	misc/opengl/GL1Macros.h	1	/* Raster state functions */	COMMENT
LOW	misc/opengl/GL1Macros.h	21	#define _glLoadMatrixf glLoadMatrixf	COMMENT
LOW	misc/opengl/GL1Macros.h	41	#define _glGenTextures glGenTextures	COMMENT
LOW	misc/opengl/GL1Macros.h	61	#define _glEnd glEnd	COMMENT
LOW	third_party/bearssl/bearssl_stdlib.h	21	}	COMMENT
LOW	third_party/bearssl/ec_prime_i31.c	161	*/	COMMENT
LOW	third_party/bearssl/bearssl_hash.h	21	* CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE	COMMENT
LOW	third_party/bearssl/bearssl.h	121	* on the [BearSSL Web site](https://www.bearssl.org/api1.html). The	COMMENT
LOW	third_party/bearssl/inner.h	21	* CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE	COMMENT
337 more matches not shown…

Decorative Section Separators20 hits · 60 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/build_win-arm.yml	15	#============================================	COMMENT
MEDIUM	.github/workflows/build_win-arm.yml	17	# ===========================================	COMMENT
MEDIUM	.github/workflows/build_win-arm.yml	54	#============================================	COMMENT
MEDIUM	.github/workflows/build_win-arm.yml	56	# ===========================================	COMMENT
MEDIUM	.github/workflows/build_linux.yml	17	#============================================	COMMENT
MEDIUM	.github/workflows/build_linux.yml	19	# ===========================================	COMMENT
MEDIUM	.github/workflows/build_linux.yml	87	#============================================	COMMENT
MEDIUM	.github/workflows/build_linux.yml	89	# ===========================================	COMMENT
MEDIUM	.github/workflows/build_windows.yml	17	#============================================	COMMENT
MEDIUM	.github/workflows/build_windows.yml	19	# ===========================================	COMMENT
MEDIUM	.github/workflows/build_windows.yml	100	#============================================	COMMENT
MEDIUM	.github/workflows/build_windows.yml	102	# ===========================================	COMMENT
MEDIUM	.github/workflows/build_wince.yml	15	# ===========================================	COMMENT
MEDIUM	.github/workflows/build_wince.yml	17	# ===========================================	COMMENT
MEDIUM	.github/workflows/build_wince.yml	48	# ===========================================	COMMENT
MEDIUM	.github/workflows/build_wince.yml	50	# ===========================================	COMMENT
MEDIUM	.github/workflows/build_rpi.yml	15	#============================================	COMMENT
MEDIUM	.github/workflows/build_rpi.yml	17	# ===========================================	COMMENT
MEDIUM	.github/workflows/build_rpi.yml	69	#============================================	COMMENT
MEDIUM	.github/workflows/build_rpi.yml	71	# ===========================================	COMMENT

TODO Padding30 hits · 47 pts

Severity	File	Line	Snippet	Context
LOW	src/Graphics_SoftMin.c	349	// TODO: implement? but clouds aren't drawn anyways	COMMENT
LOW⚡	src/xbox360/Graphics_Xbox360.c	138	void Gfx_SetFog(cc_bool enabled) { } // TODO: implement	CODE
LOW⚡	src/xbox360/Graphics_Xbox360.c	139	static void SetFogColor(PackedCol color) { } // TODO: implement	CODE
LOW⚡	src/xbox360/Graphics_Xbox360.c	140	static void SetFogDensity(float value) { } // TODO: implement	CODE
LOW⚡	src/xbox360/Graphics_Xbox360.c	141	static void SetFogEnd(float value) { } // TODO: implement	CODE
LOW⚡	src/xbox360/Graphics_Xbox360.c	142	static void SetFogMode(FogFunc func) { } // TODO: implement	CODE
LOW⚡	src/n64/Graphics_N64.c	543	void Gfx_SetFog(cc_bool enabled) { } // TODO: implement	CODE
LOW⚡	src/n64/Graphics_N64.c	544	static void SetFogColor(PackedCol color) { } // TODO: implement	CODE
LOW⚡	src/n64/Graphics_N64.c	545	static void SetFogDensity(float value) { } // TODO: implement	CODE
LOW⚡	src/n64/Graphics_N64.c	546	static void SetFogEnd(float value) { } // TODO: implement	CODE
LOW⚡	src/n64/Graphics_N64.c	547	static void SetFogMode(FogFunc func) { } // TODO: implement	CODE
LOW	src/darwin/Graphics_Metal.m	82	// TODO: implement	COMMENT
LOW⚡	src/darwin/Graphics_Metal.m	102	void Gfx_SetFog(cc_bool enabled) { } // TODO: implement	CODE
LOW⚡	src/darwin/Graphics_Metal.m	103	static void SetFogColor(PackedCol color) { } // TODO: implement	CODE
LOW⚡	src/darwin/Graphics_Metal.m	104	static void SetFogDensity(float value) { } // TODO: implement	CODE
LOW⚡	src/darwin/Graphics_Metal.m	105	static void SetFogEnd(float value) { } // TODO: implement	CODE
LOW⚡	src/darwin/Graphics_Metal.m	106	static void SetFogMode(FogFunc func) { } // TODO: implement	CODE
LOW	src/darwin/Graphics_Metal.m	118	// TODO: implement	COMMENT
LOW	src/darwin/Graphics_Metal.m	204	// TODO: implement	COMMENT
LOW	src/darwin/Graphics_Metal.m	223	void Gfx_EnableMipmaps(void) { }// TODO: implement	CODE
LOW	src/darwin/Graphics_Metal.m	224	void Gfx_DisableMipmaps(void) { }// TODO: implement	CODE
LOW	src/darwin/Graphics_Metal.m	363	// TODO: implement	COMMENT
LOW	src/darwin/Graphics_Metal.m	381	// TODO: implement	COMMENT
LOW	src/darwin/Graphics_Metal.m	400	// TODO: implement	COMMENT
LOW⚡	src/darwin/Graphics_Metal.m	415	// TODO: implement	COMMENT
LOW⚡	src/darwin/Graphics_Metal.m	421	// TODO: implement	COMMENT
LOW⚡	src/darwin/Graphics_Metal.m	428	// TODO: implement	COMMENT
LOW⚡	src/darwin/Graphics_Metal.m	435	// TODO: implement	COMMENT
LOW	src/darwin/Graphics_Metal.m	568	// TODO: implement	COMMENT
LOW	src/darwin/Graphics_Metal.m	597	// TODO: implement	COMMENT

AI Slop Vocabulary5 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/Graphics_SoftGPU.c	471	// Essentially these are the deltas of edge functions between X/Y and X/Y + 1 (i.e. one X/Y step)	COMMENT
MEDIUM	src/Graphics_SoftGPU.c	595	// Essentially these are the deltas of edge functions between X/Y and X/Y + 1 (i.e. one X/Y step)	COMMENT
MEDIUM	src/Graphics_SoftMin.c	572	// Essentially these are the deltas of edge functions between X/Y and X/Y + 1 (i.e. one X/Y step)	COMMENT
MEDIUM	src/Resources.c	794	"# Essentially, TileX and TileY are the remainder and quotient of an ID in F10 menu divided by 16\r\n" \	CODE
MEDIUM	src/ps2/Graphics_PS2.c	886	// Essentially, colour blending is calculated as	COMMENT

Slop Phrases2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/freetype/fterrors.h	78	/* Here is a simple example. */	COMMENT
MEDIUM	src/freetype/freetype.h	1145	/* probably never want this except for demonstration purposes. */	COMMENT

Self-Referential Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/Resources.c	791	"# This file defines the animations used in a texture pack for ClassiCube.\r\n" \	CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/webclient/interop_web.js	859	elem.setAttribute('placeholder', UTF8ToString(placeholder));	CODE

ClassiCube/ClassiCube

Open-Source Code Quality, Security and Technical Debt Review