3.2

Adjusted Signal

3.2

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

35.5K

Stars

Language

399.0K

Lines of Code

466

Files

1.4K

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 14.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1393 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

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

PR Review Velocity Impact 16.6/100 · LOW

Which changes need focused human review? 1415 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 18LOW 1397

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 1415 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 Block1353 hits · 1138 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	cmake_minimum_required(VERSION 3.22)	COMMENT
LOW	tools/rlparser/rlparser.c	61	#include <stdlib.h> // Required for: malloc(), calloc(), realloc(), free(), atoi(), strtol()	COMMENT
LOW	tools/rexm/rexm.c	61	#else	COMMENT
LOW	tools/rexm/rexm.c	701	// WARNING: This function uses TextFormat() extensively inside,	COMMENT
LOW	tools/rexm/rexm.c	1561	// STEP 2: Build example (PLATFORM_DESKTOP)	COMMENT
LOW	projects/Zig/src/core_basic_window.c	21		COMMENT
LOW	projects/CMake/core_basic_window.c	21		COMMENT
LOW	projects/scripts/build-osx.sh	1	#!/bin/sh	COMMENT
LOW	projects/scripts/build-rpi.sh	1	#!/bin/sh	COMMENT
LOW	projects/scripts/build-linux.sh	1	#!/bin/sh	COMMENT
LOW	projects/VSCode/main.c	21		COMMENT
LOW	examples/examples_list.txt	1	#	COMMENT
LOW	examples/textures/textures_portal_window.c	21	*	COMMENT
LOW	examples/textures/textures_portal_window.c	181		COMMENT
LOW	examples/textures/raygui.h	361		COMMENT
LOW	examples/textures/raygui.h	381	#endif	COMMENT
LOW	examples/textures/raygui.h	401	// Macros to define required UI inputs, including mapping to gamepad controls	COMMENT
LOW	examples/textures/raygui.h	421	#if defined(PLATFORM_WEB)	COMMENT
LOW	examples/textures/raygui.h	441	#define GUI_BUTTON_DOWN 0	COMMENT
LOW	examples/textures/raygui.h	641	BORDER_WIDTH = 12, // Control border size, 0 for no border	COMMENT
LOW	examples/textures/raygui.h	1161	#include <stdarg.h> // Required for: va_list, va_start(), vfprintf(), va_end() [TextFormat()]	COMMENT
LOW	examples/textures/raygui.h	1181	#define RAYGUI_CLITERAL(name) (name)	COMMENT
LOW	examples/textures/raygui.h	1201	// One icon is defined by 8 int, (8 int32 bit = 256 bit = 1616 pixels)	COMMENT
LOW	examples/textures/raygui.h	1481		COMMENT
LOW	examples/textures/raygui.h	1521	//----------------------------------------------------------------------------------	COMMENT
LOW	examples/textures/raygui.h	1541	// To use raygui as standalone library, below functions must be defined by the user	COMMENT
LOW	examples/textures/raygui.h	1701	{	COMMENT
LOW	examples/textures/raygui.h	4421	}	COMMENT
LOW	examples/textures/raygui.h	4761	// 4 \| 2 \| short \| Version: 200, 400, 600	COMMENT
LOW	examples/textures/raygui.h	4781		COMMENT
LOW	examples/textures/raygui.h	4801	// ... \| 16 \| Rectangle \| Glyph rectangle (in image)	COMMENT
LOW	examples/textures/raygui.h	5241	char *GuiLoadIconsFromMemory(const unsigned char fileData, int dataSize, bool loadIconsName)	COMMENT
LOW	examples/textures/raygui.h	6101		COMMENT
LOW	examples/core/core_undo_redo.c	21	#include <string.h> // Required for: memcpy(), strcmp()	COMMENT
LOW	examples/core/msf_gif.h	161	//These functions are equivalent to the ones above, but they write results to a file incrementally,	COMMENT
LOW	examples/core/msf_gif.h	181		COMMENT
LOW	examples/core/msf_gif.h	201	#include <stdlib.h> //malloc, etc.	COMMENT
LOW	examples/core/core_3d_camera_fps.c	21		COMMENT
LOW	examples/core/core_window_web.c	21	#if defined(PLATFORM_WEB)	COMMENT
LOW	examples/core/raygui.h	361		COMMENT
LOW	examples/core/raygui.h	381	#endif	COMMENT
LOW	examples/core/raygui.h	401	// Macros to define required UI inputs, including mapping to gamepad controls	COMMENT
LOW	examples/core/raygui.h	421	#if defined(PLATFORM_WEB)	COMMENT
LOW	examples/core/raygui.h	441	#define GUI_BUTTON_DOWN 0	COMMENT
LOW	examples/core/raygui.h	641	BORDER_WIDTH = 12, // Control border size, 0 for no border	COMMENT
LOW	examples/core/raygui.h	1161	#include <stdarg.h> // Required for: va_list, va_start(), vfprintf(), va_end() [TextFormat()]	COMMENT
LOW	examples/core/raygui.h	1181	#define RAYGUI_CLITERAL(name) (name)	COMMENT
LOW	examples/core/raygui.h	1201	// One icon is defined by 8 int, (8 int32 bit = 256 bit = 1616 pixels)	COMMENT
LOW	examples/core/raygui.h	1481		COMMENT
LOW	examples/core/raygui.h	1521	//----------------------------------------------------------------------------------	COMMENT
LOW	examples/core/raygui.h	1541	// To use raygui as standalone library, below functions must be defined by the user	COMMENT
LOW	examples/core/raygui.h	1701	{	COMMENT
LOW	examples/core/raygui.h	4421	}	COMMENT
LOW	examples/core/raygui.h	4761	// 4 \| 2 \| short \| Version: 200, 400, 600	COMMENT
LOW	examples/core/raygui.h	4781		COMMENT
LOW	examples/core/raygui.h	4801	// ... \| 16 \| Rectangle \| Glyph rectangle (in image)	COMMENT
LOW	examples/core/raygui.h	5241	char *GuiLoadIconsFromMemory(const unsigned char fileData, int dataSize, bool loadIconsName)	COMMENT
LOW	examples/core/raygui.h	6101		COMMENT
LOW	examples/core/core_input_gamepad.c	21		COMMENT
LOW	examples/others/rlgl_standalone.c	61	//#define RL_MAX_SHADER_LOCATIONS 32 // Maximum number of shader locations supported	COMMENT
1293 more matches not shown…

Structural Annotation Overuse28 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW	examples/textures/raygui.h	6349	// NOTE: This function replaces atoi() [stdlib.h]	COMMENT
LOW	examples/textures/raygui.h	6367	// NOTE: This function replaces atof() [stdlib.h]	COMMENT
LOW	examples/core/raygui.h	6349	// NOTE: This function replaces atoi() [stdlib.h]	COMMENT
LOW	examples/core/raygui.h	6367	// NOTE: This function replaces atof() [stdlib.h]	COMMENT
LOW	examples/shapes/raygui.h	6349	// NOTE: This function replaces atoi() [stdlib.h]	COMMENT
LOW	examples/shapes/raygui.h	6367	// NOTE: This function replaces atof() [stdlib.h]	COMMENT
LOW	examples/models/models_waving_cubes.c	94	// NOTE: This function is quite costly to be done per cube and frame,	COMMENT
LOW	examples/models/raygui.h	6349	// NOTE: This function replaces atoi() [stdlib.h]	COMMENT
LOW	examples/models/raygui.h	6367	// NOTE: This function replaces atof() [stdlib.h]	COMMENT
LOW	examples/audio/raygui.h	6349	// NOTE: This function replaces atoi() [stdlib.h]	COMMENT
LOW	examples/audio/raygui.h	6367	// NOTE: This function replaces atof() [stdlib.h]	COMMENT
LOW	examples/shaders/raygui.h	6349	// NOTE: This function replaces atoi() [stdlib.h]	COMMENT
LOW	examples/shaders/raygui.h	6367	// NOTE: This function replaces atof() [stdlib.h]	COMMENT
LOW	examples/text/raygui.h	6349	// NOTE: This function replaces atoi() [stdlib.h]	COMMENT
LOW	examples/text/raygui.h	6367	// NOTE: This function replaces atof() [stdlib.h]	COMMENT
LOW	src/rmodels.c	1215	// NOTE: This function takes care of all model elements, for a detailed control	COMMENT
LOW	src/rlgl.h	637	// NOTE: This functions are used to completely abstract raylib code from OpenGL layer,	COMMENT
LOW	src/rtext.c	1624	// NOTE: This function replaces atoi() [stdlib.h]	COMMENT
LOW	src/rtext.c	1645	// NOTE: This function replaces atof() [stdlib.h]	COMMENT
LOW	src/rcore.c	1844	// NOTE: This function is expected to be called before window creation,	COMMENT
LOW	src/platforms/rcore_web.c	996	// NOTE: This function is only safe to use if the provided URL is safe	COMMENT
LOW	src/platforms/rcore_memory.c	384	// NOTE: This function is only safe to use if you control the URL given.	COMMENT
LOW	src/platforms/rcore_drm.c	1557	// NOTE: This function use and modify global module variables:	COMMENT
LOW	src/platforms/rcore_drm.c	1589	// NOTE: This function use and modify global module variables:	COMMENT
LOW	src/platforms/rcore_android.c	1000	// NOTE: This function use and modify global module variables:	COMMENT
LOW	src/external/rlsw.h	5595	// NOTE: This function should only render affine axis-aligned quads	COMMENT
LOW	src/external/glfw/src/init.c	179	// NOTE: This function destroys the provided string	COMMENT
LOW	src/external/glfw/src/glx_context.c	427	// NOTE: This function must not call any X11 functions, as it is called	COMMENT

Decorative Section Separators10 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/external/glfw/CMakeLists.txt	50	#--------------------------------------------------------------------	COMMENT
MEDIUM	src/external/glfw/CMakeLists.txt	52	#--------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/external/glfw/CMakeLists.txt	66	#--------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/external/glfw/CMakeLists.txt	69	#--------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/external/glfw/CMakeLists.txt	74	#--------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/external/glfw/CMakeLists.txt	76	#--------------------------------------------------------------------	COMMENT
MEDIUM	src/external/glfw/CMakeLists.txt	90	#--------------------------------------------------------------------	COMMENT
MEDIUM	src/external/glfw/CMakeLists.txt	92	#--------------------------------------------------------------------	COMMENT
MEDIUM	src/external/glfw/CMakeLists.txt	107	#--------------------------------------------------------------------	COMMENT
MEDIUM	src/external/glfw/CMakeLists.txt	110	#--------------------------------------------------------------------	COMMENT

Fake / Example Data12 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW⚡	examples/core/resources/text_file.txt	1	Starting of the Lorem ipsum dolor sit amet file	CODE
LOW⚡	examples/core/resources/text_file.txt	1	Starting of the Lorem ipsum dolor sit amet file	CODE
LOW⚡	examples/core/resources/text_file.txt	2	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque at interdum ex, et iaculis quam. Mauris consectetu	CODE
LOW⚡	examples/core/resources/text_file.txt	2	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque at interdum ex, et iaculis quam. Mauris consectetu	CODE
LOW⚡	examples/core/resources/text_file.txt	7	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque at interdum ex, et iaculis quam. Mauris consectetu	CODE
LOW⚡	examples/core/resources/text_file.txt	7	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque at interdum ex, et iaculis quam. Mauris consectetu	CODE
LOW⚡	examples/core/resources/text_file.txt	13	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque at interdum ex, et iaculis quam. Mauris consectetu	CODE
LOW⚡	examples/core/resources/text_file.txt	13	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque at interdum ex, et iaculis quam. Mauris consectetu	CODE
LOW⚡	examples/core/resources/text_file.txt	18	Ending of the Lorem ipsum dolor sit amet file	CODE
LOW⚡	examples/core/resources/text_file.txt	18	Ending of the Lorem ipsum dolor sit amet file	CODE
LOW	examples/text/text_rectangle_bounds.c	41	a long text for testing.\n\nLorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod \	CODE
LOW	examples/text/text_rectangle_bounds.c	41	a long text for testing.\n\nLorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod \	CODE

AI Slop Vocabulary6 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	examples/core/core_custom_frame_control.c	82	#ifdef PLATFORM_WEB // NOTE: On web platform for some reason the PollInputEvents only works after th	COMMENT
MEDIUM	src/shell.html	252	// To make your application robust, you may want to override this behavior before shipping!	COMMENT
MEDIUM	src/rlgl.h	2341	// Init state: Cubemap seamless	COMMENT
MEDIUM	src/external/stb_vorbis.c	51	// 1.10 - 2017-03-03 - more robust seeking; fix negative ilog(); clear error in open_memory	COMMENT
MEDIUM	src/external/rlsw.h	3295	// This test is robust for points with w > 0 or w < 0, correctly	COMMENT
MEDIUM	src/external/rlsw.h	3407	// This test is robust for points with w > 0 or w < 0 within the triangle,	COMMENT

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	projects/scripts/build-osx.sh	108	# Create the raylib cache directory	COMMENT
MEDIUM	projects/scripts/build-rpi.sh	108	# Create the raylib cache directory	COMMENT
MEDIUM	projects/scripts/build-linux.sh	108	# Create the raylib cache directory	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/external/sdefl.h	17	## Usage:	COMMENT
LOW	src/external/sinfl.h	18	## Usage:	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/external/dr_flac.h	5956	/* We found a FLAC frame. We need to check if it contains the sample we're looking for. */	COMMENT

raysan5/raylib

Open-Source Code Quality, Security and Technical Debt Review