2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-26

Last Push

8.9K

Stars

C++

Language

602.2K

Lines of Code

1.1K

Files

1.3K

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 9.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1240 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 1.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 53 finding(s).

PR Review Velocity Impact 11.1/100 · LOW

Which changes need focused human review? 1288 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 63LOW 1225

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 1288 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 Block1204 hits · 1069 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	#	COMMENT
LOW	CMakeLists.txt	1341	#	COMMENT
LOW	CMakeLists.txt	1781	#	COMMENT
LOW	CMakeLists.txt	1801	#	COMMENT
LOW	CMakeLists.txt	1821	# vulkan headers	COMMENT
LOW	CMakeLists.txt	1841	# src/libraries/vulkanheaders/vulkan_ios.h	COMMENT
LOW	testing/resources/vk_layer_settings.txt	1		COMMENT
LOW	testing/resources/vk_layer_settings.txt	21	# =====================	COMMENT
LOW	testing/resources/vk_layer_settings.txt	41		COMMENT
LOW	testing/resources/vk_layer_settings.txt	61	# Handle Wrapping	COMMENT
LOW	testing/resources/vk_layer_settings.txt	81		COMMENT
LOW	testing/resources/vk_layer_settings.txt	101	# =====================	COMMENT
LOW	testing/resources/vk_layer_settings.txt	121	# =====================	COMMENT
LOW	testing/resources/vk_layer_settings.txt	141	# =====================	COMMENT
LOW	testing/resources/vk_layer_settings.txt	161	# <LayerIdentifier>.gpuav_max_buffer_device_addresses	COMMENT
LOW	testing/resources/vk_layer_settings.txt	181	# with GPU-AV enabled in the VkShaderModuleCreateInfo pNext	COMMENT
LOW	testing/resources/vk_layer_settings.txt	201	# commands	COMMENT
LOW	testing/resources/vk_layer_settings.txt	221	# Specifies that the validation layers reserve a descriptor set binding slot for	COMMENT
LOW	testing/resources/vk_layer_settings.txt	241	#khronos_validation.gpuav_debug_validate_instrumented_shaders = false	COMMENT
LOW	testing/resources/vk_layer_settings.txt	261		COMMENT
LOW	testing/resources/vk_layer_settings.txt	281	# =====================	COMMENT
LOW	testing/resources/vk_layer_settings.txt	301	# <LayerIdentifier>.enable_message_limit	COMMENT
LOW	.github/workflows/main.yml	381	name: test-output-windows-${{ steps.vars.outputs.arch }}-opengles-${{ steps.report2.outputs.conclusion }}	COMMENT
LOW	.github/workflows/main.yml	401	# powershell.exe C:/VulkanSDK/1.3.231.1/runtime/x64/vulkaninfo.exe --summary	COMMENT
LOW	src/love.cpp	21	#include "common/version.h"	COMMENT
LOW	src/love.cpp	41	#include <windows.h>	COMMENT
LOW	src/libraries/enet/enet.cpp	21	* THE SOFTWARE.	COMMENT
LOW	src/libraries/enet/libenet/unix.c	1	/**	COMMENT
LOW	src/libraries/enet/libenet/unix.c	21		COMMENT
LOW	src/libraries/enet/libenet/unix.c	41	#ifndef HAS_GETADDRINFO	COMMENT
LOW	src/libraries/enet/libenet/include/enet/enet.h	21	#include "enet/types.h"	COMMENT
LOW	src/libraries/enet/libenet/include/enet/win32.h	1	/**	COMMENT
LOW	src/libraries/enet/libenet/include/enet/win32.h	41	#else	COMMENT
LOW	src/libraries/enet/libenet/include/enet/unix.h	1	/**	COMMENT
LOW	src/libraries/enet/libenet/include/enet/unix.h	41	#define ENET_SOCKETSET_EMPTY(sockset) FD_ZERO (& (sockset))	COMMENT
LOW	src/libraries/Wuff/wuff.h	21	#define WUFF_EXPORT __declspec(dllexport)	COMMENT
LOW	src/libraries/Wuff/wuff.h	241		COMMENT
LOW	src/libraries/Wuff/wuff_internal.h	1	#ifndef WUFF_INTERNAL_H	COMMENT
LOW	src/libraries/Wuff/wuff_config.h	1	#ifndef WUFF_CONFIG_H	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	21	(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	41	// notice, this list of conditions and the following disclaimer.	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	61	//	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	81	// #include "tinyexr.h"	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	101	#endif	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	121		COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	261	int width;	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	281	extern int IsEXR(const char *filename);	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	341	const char *filename,	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	361	extern int LoadEXRImageFromFile(EXRImage image, const EXRHeader header,	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	381	// error	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	401	const unsigned char *memory,	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	421	const EXRHeader *exr_header,	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	441	// Loads multi-part OpenEXR deep image.	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	461		COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	481	#if __cplusplus > 199711L	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	501	namespace tinyexr {	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	521	#if TINYEXR_USE_MINIZ	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	541	#if __has_warning("-Wmacro-redefined")	COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	821		COMMENT
LOW	src/libraries/tinyexr/tinyexr.h	841	// API's.	COMMENT
1144 more matches not shown…

Decorative Section Separators47 hits · 151 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	testing/resources/vk_layer_settings.txt	5	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	13	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	21	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	29	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	36	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	43	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	49	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	56	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	62	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	69	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	76	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	83	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	92	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	101	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	109	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	115	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	121	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	127	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	133	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	141	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	148	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	154	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	160	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	166	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	172	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	178	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	185	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	192	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	198	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	205	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	212	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	219	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	229	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	238	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	244	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	250	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	257	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	263	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	269	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	275	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	281	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	287	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	293	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	300	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	306	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	312	# =====================	COMMENT
MEDIUM⚡	testing/resources/vk_layer_settings.txt	319	# =====================	COMMENT

AI Slop Vocabulary14 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/libraries/ddsparse/ddsparse.cpp	63	// likely written by D3DX. The more robust solution is to use the 'DX10'	COMMENT
MEDIUM	src/libraries/tinyexr/tinyexr.h	7808	// TODO(syoyo): Add more robust out-of-bounds check in `rleUncompress`.	COMMENT
MEDIUM	src/libraries/spirv_cross/spirv_glsl.cpp	346	// Sanity check the iteration count to be robust against a certain class of bugs where	COMMENT
MEDIUM	src/libraries/spirv_cross/spirv_glsl.cpp	12383	// Essentially, we can only remove one set of swizzles, since that's what we have control over ...	COMMENT
MEDIUM	src/libraries/spirv_cross/spirv_glsl.cpp	12642	// We can look at result type which is more robust.	COMMENT
MEDIUM	src/libraries/spirv_cross/spirv_glsl.cpp	20958	// Definitely not.	COMMENT
MEDIUM	src/libraries/spirv_cross/spirv_msl.cpp	18658	// We don't always use proper type hierarchy for synthesized types, so be robust.	COMMENT
MEDIUM	src/libraries/spirv_cross/spirv_cross.cpp	4045	// Essentially a map of block -> { variables accessed in the basic block }	COMMENT
MEDIUM	src/libraries/spirv_cross/spirv_hlsl.cpp	1843	// Sort input and output variables based on, from more robust to less robust:	COMMENT
MEDIUM	src/libraries/glslang/SPIRV/GlslangToSpv.cpp	6668	// TODO: It would be more robust to do a full recursive verification of the types satisfying SPIR-V rules.	COMMENT
MEDIUM	…ies/glslang/glslang/MachineIndependent/ParseHelper.cpp	9943	// for the parameter to the constructor (passed to this function). Essentially, it converts	COMMENT
MEDIUM	src/modules/filesystem/physfs/Filesystem.cpp	329	// more robust and more performant, so they should be favored, if possible.	COMMENT
MEDIUM	src/modules/font/BMFontRasterizer.cpp	67	// This is not entirely robust...	COMMENT
MEDIUM	src/modules/graphics/opengl/Graphics.cpp	327	// Always enable seamless cubemap filtering when possible.	COMMENT

Slop Phrases11 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	src/libraries/lodepng/lodepng.cpp	70	lodepng source code. Don't forget to remove "static" if you copypaste them	CODE
LOW	src/libraries/physfs/physfs.h	1140	* Don't forget to call PHYSFS_freeList() with the return value from this	COMMENT
MEDIUM	src/libraries/box2d/common/b2_settings.cpp	45	// You can modify this to use your logging facility.	COMMENT
LOW	src/libraries/vma/vk_mem_alloc.h	16842	// At the end, don't forget to:	COMMENT
LOW	src/libraries/vma/vk_mem_alloc.h	18895	// At the end, don't forget to destroy it!	COMMENT
LOW	src/libraries/vma/vk_mem_alloc.h	18930	// At the end, don't forget to destroy it!	COMMENT
LOW	src/libraries/vma/vk_mem_alloc.h	680	To prepare for this possibility, don't forget to add appropriate flags like	CODE
LOW	src/libraries/vma/vk_mem_alloc.h	2678	don't forget to free them.	CODE
LOW	src/libraries/vma/vk_mem_alloc.h	2725	don't forget to free it as well.	CODE
LOW	src/libraries/vma/vk_mem_alloc.h	16879	Don't forget to destroy your buffer and allocation objects when no longer needed:	CODE
LOW	src/libraries/vma/vk_mem_alloc.h	18041	If you allocated a new object to be used as the custom pointer, don't forget to delete that object before freeing the al	CODE

Hyper-Verbose Identifiers5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	src/libraries/vma/vk_mem_alloc.h	1545	To be used with function vmaBeginDefragmentationPass().	CODE
LOW	src/libraries/vma/vk_mem_alloc.h	17115	The easiest way to copy data from a host pointer to an allocation is to use convenience function vmaCopyMemoryToAllocati	CODE
LOW	src/libraries/vma/vk_mem_alloc.h	17144	Copy in the other direction - from an allocation to a host pointer can be performed the same way using function vmaCopyA	CODE
LOW	src/libraries/vma/vk_mem_alloc.h	17592	using default pools with dedicated function vmaCreateBufferWithAlignment().	CODE
LOW	src/libraries/vma/vk_mem_alloc.h	18257	use special function vmaCreateBufferWithAlignment(), which takes additional parameter `minAlignment`.	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/libraries/dr/dr_flac.h	5974	/* We found a FLAC frame. We need to check if it contains the sample we're looking for. */	COMMENT
LOW	src/libraries/glslang/SPIRV/SpvBuilder.cpp	4418	// Step 2: Construct a matrix from that array.	COMMENT
LOW	src/libraries/box2d/b2_world.h	105	/// The purpose of this function is to support sub-stepping. Sub-stepping is often used to maintain	COMMENT

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/libraries/glslang/SPIRV/SpvBuilder.cpp	4418	// Step 2: Construct a matrix from that array.	COMMENT
LOW	src/libraries/glslang/SPIRV/GlslangToSpv.cpp	6639	// NOTE: This function can handle any store request; if it's not special it	COMMENT

Excessive Try-Catch Wrapping1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/modules/love/boot.lua	503	print("Error: " .. tostring(main))	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…es/glslang/glslang/MachineIndependent/linkValidate.cpp	233	// TODO: implement support for geometry passthrough	COMMENT

love2d/love

Open-Source Code Quality, Security and Technical Debt Review