3.0

Adjusted Signal

3.0

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

2.5K

Stars

C++

Language

1.3M

Lines of Code

2.6K

Files

4.5K

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 13.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 4492 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 7 finding(s).

PR Review Velocity Impact 15.7/100 · LOW

Which changes need focused human review? 4508 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 4MEDIUM 25LOW 4479

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 4508 distinct pattern matches across 13 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 Block4425 hits · 3817 pts

Severity	File	Line	Snippet	Context
LOW	tools/launcher/launcher.cpp	1	/*	COMMENT
LOW	…ols/level_editor/resources/theme/Adwaita/_drawing.scss	21	box-shadow: $shadows;	COMMENT
LOW	…ols/level_editor/resources/theme/Adwaita/_drawing.scss	161	// Button drawing function	COMMENT
LOW	…ols/level_editor/resources/theme/Default/_drawing.scss	41	// entries	COMMENT
LOW	…ols/level_editor/resources/theme/Default/_drawing.scss	381	// overshoot	COMMENT
LOW	tools/widgets/drag/infinite_drag_sampler.c	1	/*	COMMENT
LOW	tools/widgets/drag/infinite_drag_sampler.c	21	#endif	COMMENT
LOW	tools/widgets/drag/infinite_drag_sampler.c	61	#define wl_display_dispatch_queue_pending (*crown_wl_display_dispatch_queue_pending)	COMMENT
LOW	tools/widgets/drag/infinite_drag_sampler.c	141	#define XGrabPointer (*crown_XGrabPointer)	COMMENT
LOW	tools/widgets/drag/infinite_drag_sampler.c	301	X(PeekMessageW) \	COMMENT
LOW	tools/widgets/gtk/config.h	1	// To make gtkcolorpicker* compile.	COMMENT
LOW	docs/conf.py	1	#!/usr/bin/env python3	COMMENT
LOW	docs/conf.py	61		COMMENT
LOW	docs/_extensions/sphinx_sitemap/__init__.py	1	# Copyright (c) 2013 Michael Dowling <mtdowling@gmail.com>	COMMENT
LOW	3rdparty/md5/md5.c	101	#define T2 0xe8c7b756	COMMENT
LOW	3rdparty/md5/md5.c	121	#define T22 0x02441453	COMMENT
LOW	3rdparty/md5/md5.c	141	#define T42 0xeaa127fa	COMMENT
LOW	3rdparty/bgfx/tools/shaderc/shaderc_hlsl.cpp	1	/*	COMMENT
LOW	3rdparty/bgfx/tools/shaderc/shaderc.cpp	61	// c - compute	COMMENT
LOW	3rdparty/bgfx/tools/shaderc/shaderc.cpp	81	// metal<MSL version>-<SPIR-V version>	COMMENT
LOW	3rdparty/bgfx/tools/shaderc/shaderc.h	21	#include <bx/endian.h>	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	61	* helper macros.	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	81	* Use BGFX_STATE_BLEND_EQUATION(_equation) or BGFX_STATE_BLEND_EQUATION_SEPARATE(_equationRGB, _equationA)	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	121	#define BGFX_STATE_POINT_SIZE_SHIFT 52 //!< Point size bit shift	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	181	#define BGFX_STENCIL_TEST_LEQUAL UINT32_C(0x00020000) //!< Enable stencil test, less or equal.	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	201		COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	221	#define BGFX_STENCIL_OP_PASS_Z_SHIFT 28 //!< Stencil operation depth pass bit shift	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	261	#define BGFX_DISCARD_NONE UINT8_C(0x00) //!< Preserve everything.	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	281	#define BGFX_BUFFER_COMPUTE_FORMAT_8X2 UINT16_C(0x0002) //!< 2 x 8-bit values	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	301	#define BGFX_BUFFER_COMPUTE_READ UINT16_C(0x0100) //!< Buffer will be read by shader.	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	321	#define BGFX_TEXTURE_RT_MSAA_X2 UINT64_C(0x0000002000000000) //!< Render target MSAAx2 mode.	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	341	#define BGFX_SAMPLER_U_SHIFT 0	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	361	#define BGFX_SAMPLER_MIN_SHIFT 6	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	381	#define BGFX_SAMPLER_COMPARE_NOTEQUAL UINT32_C(0x00060000) //!< Compare when sampling depth texture: not equ	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	441		COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	461	#define BGFX_RESET_FULLSCREEN_MASK UINT32_C(0x00000001)	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	481	#define BGFX_CAPS_PRIMITIVE_ID UINT64_C(0x0000000000008000) //!< PrimitiveID is available in fragment	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	501	\| BGFX_CAPS_TEXTURE_COMPARE_RESERVED \	COMMENT
LOW	3rdparty/bgfx/include/bgfx/defines.h	521	#define BGFX_CAPS_FORMAT_TEXTURE_MSAA UINT32_C(0x00004000) //!< Texture can be sampled as MSAA.	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	141	/// Notation:	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	481	///	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	501	/// @remarks	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	521	/// @remarks	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	541	/// Not thread safe and it can be called from any thread.	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	561	///	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	581	/// found.	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	601		COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	721	/// a default rendering backend will be selected appropriate to the platform.	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	861	uint32_t minResourceCbSize; //!< Minimum resource command buffer size.	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	881	/// - `BGFX_CAPS_FORMAT_TEXTURE_IMAGE_READ` - Texture format can be used as image	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	961	uint16_t num; //!< Number of elements in array.	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	1101	{	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	1121	/// - `BGFX_STATE_WRITE_*` - Enable R, G, B, A or Z write.	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	1161	/// @param[in] _bstencil Back stencil state. If back is set to `BGFX_STENCIL_NONE`	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	1181	///	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	1201	/// @param[in] _mtx Pointer to first matrix in array.	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	1241	/// @param[in] _handle Uniform.	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	1261		COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	1281	///	COMMENT
LOW	3rdparty/bgfx/include/bgfx/bgfx.h	1301	///	COMMENT
4365 more matches not shown…

AI Slop Vocabulary21 hits · 61 pts

Severity	File	Line	Snippet	Context
MEDIUM	3rdparty/bgfx/3rdparty/spirv-cross/spirv_glsl.cpp	346	// Sanity check the iteration count to be robust against a certain class of bugs where	COMMENT
MEDIUM	3rdparty/bgfx/3rdparty/spirv-cross/spirv_glsl.cpp	11903	// Essentially, we can only remove one set of swizzles, since that's what we have control over ...	COMMENT
MEDIUM	3rdparty/bgfx/3rdparty/spirv-cross/spirv_glsl.cpp	12162	// We can look at result type which is more robust.	COMMENT
MEDIUM	3rdparty/bgfx/3rdparty/spirv-cross/spirv_cross.cpp	3965	// Essentially a map of block -> { variables accessed in the basic block }	COMMENT
MEDIUM	3rdparty/bgfx/3rdparty/spirv-cross/spirv_hlsl.cpp	1776	// Sort input and output variables based on, from more robust to less robust:	COMMENT
MEDIUM	…3rdparty/spirv-tools/include/spirv-tools/optimizer.hpp	765	// Creates a graphics robust access pass.	COMMENT
MEDIUM	…dparty/bgfx/3rdparty/spirv-tools/source/diagnostic.cpp	92	case SPV_REQUESTED_TERMINATION: // Essentially success.	CODE
MEDIUM	…party/bgfx/3rdparty/spirv-tools/source/opt/ir_loader.h	33	// libspirv.h so that we can leverage the syntax checks implemented behind it.	COMMENT
MEDIUM	…dparty/bgfx/3rdparty/spirv-tools/source/opt/ccp_pass.h	62	// CCP lattice. Essentially, if all the operands in \|phi\| have the same	COMMENT
MEDIUM	3rdparty/bgfx/3rdparty/glslang/SPIRV/GlslangToSpv.cpp	5988	// TODO: It would be more robust to do a full recursive verification of the types satisfying SPIR-V rules.	COMMENT
MEDIUM	…rty/glslang/glslang/MachineIndependent/ParseHelper.cpp	9557	// for the parameter to the constructor (passed to this function). Essentially, it converts	COMMENT
MEDIUM	…bgfx/3rdparty/glslang/glslang/HLSL/hlslParseHelper.cpp	8537	// for the parameter to the constructor (passed to this function). Essentially, it converts	COMMENT
MEDIUM	…rty/glsl-optimizer/src/glsl/ir_print_metal_visitor.cpp	977	// take precision from it. This isn't fully robust now, but oh well.	COMMENT
MEDIUM	3rdparty/bimg/3rdparty/tinyexr/tinyexr.h	1554	// TODO(syoyo): Add more robust out-of-bounds check in `rleUncompress`.	COMMENT
MEDIUM	3rdparty/stb/stb_vorbis.c	51	// 1.10 - 2017-03-03 - more robust seeking; fix negative ilog(); clear error in open_memory	COMMENT
MEDIUM	…ullet3/src/BulletSoftBody/btDeformableCorotatedForce.h	102	PolarDecomposition(F, R, S); // this QR is not robust, consider using implicit shift svd	CODE
MEDIUM	…rc/BulletCollision/NarrowPhaseCollision/btConvexCast.h	34	//will need to digg deeper to make the algorithm more robust	COMMENT
MEDIUM	…BulletCollision/CollisionDispatch/btBoxBoxDetector.cpp	97	// @@@ this needs to be made more robust	COMMENT
MEDIUM	…cs/ConstraintSolver/btGeneric6DofSpring2Constraint.cpp	871	// so it is much simpler (and more robust) just to simply use inf (with the proper sign)	COMMENT
MEDIUM	3rdparty/bullet3/src/LinearMath/btMatrix3x3.h	682	///extractRotation is from "A robust method to extract the rotational part of deformations"	COMMENT
MEDIUM	3rdparty/ufbx/ufbx.h	5027	// Using this and robust linear interpolation will handle stepped tangents correctly	COMMENT

Structural Annotation Overuse14 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	…3rdparty/spirv-tools/source/opt/loop_unswitch_pass.cpp	155	// Step 1: Create the if merge block for structured modules.	COMMENT
LOW	…3rdparty/spirv-tools/source/opt/loop_unswitch_pass.cpp	235	// Step 2: Build a new preheader for \|loop_\|, use the old one	COMMENT
LOW	…3rdparty/spirv-tools/source/opt/loop_unswitch_pass.cpp	361	// Step 3: Duplicate \|loop_\|.	COMMENT
LOW⚡	…3rdparty/spirv-tools/source/opt/loop_unswitch_pass.cpp	373	// Step 4: Specialize the loop. //	COMMENT
LOW⚡	…3rdparty/spirv-tools/source/opt/loop_unswitch_pass.cpp	380	// Step 5: Connect convergent edges to the landing pads. //	COMMENT
LOW	…y/bgfx/3rdparty/spirv-tools/source/val/validate_id.cpp	48	/// NOTE: This function does NOT check module scoped functions which are	COMMENT
LOW	…fx/3rdparty/spirv-tools/source/val/validate_layout.cpp	427	// NOTE: This function does not handle CFG related validation	COMMENT
LOW	3rdparty/bgfx/3rdparty/glslang/SPIRV/SpvBuilder.cpp	4020	// Step 2: Construct a matrix from that array.	COMMENT
LOW	3rdparty/bgfx/3rdparty/glslang/SPIRV/GlslangToSpv.cpp	5959	// NOTE: This function can handle any store request; if it's not special it	COMMENT
LOW⚡	…bgfx/3rdparty/glslang/glslang/HLSL/hlslParseHelper.cpp	7749	// Step 1: If there's an exact match, use it.	COMMENT
LOW⚡	…bgfx/3rdparty/glslang/glslang/HLSL/hlslParseHelper.cpp	7752	// Step 3: Re-select after type promotion is applied, to find proper candidate.	COMMENT
LOW⚡	…bgfx/3rdparty/glslang/glslang/HLSL/hlslParseHelper.cpp	7754	// Step 1: If there's an exact match, use it.	COMMENT
LOW	…bgfx/3rdparty/glslang/glslang/HLSL/hlslParseHelper.cpp	7810	// Step 3: Re-select after type promotion, to find proper candidate	COMMENT
LOW	3rdparty/ufbx/ufbx.h	5585	// NOTE: This function flips the normals if the determinant is negative.	COMMENT

Verbosity Indicators10 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	…3rdparty/spirv-tools/source/opt/loop_unswitch_pass.cpp	155	// Step 1: Create the if merge block for structured modules.	COMMENT
LOW	…3rdparty/spirv-tools/source/opt/loop_unswitch_pass.cpp	235	// Step 2: Build a new preheader for \|loop_\|, use the old one	COMMENT
LOW	…3rdparty/spirv-tools/source/opt/loop_unswitch_pass.cpp	361	// Step 3: Duplicate \|loop_\|.	COMMENT
LOW⚡	…3rdparty/spirv-tools/source/opt/loop_unswitch_pass.cpp	373	// Step 4: Specialize the loop. //	COMMENT
LOW⚡	…3rdparty/spirv-tools/source/opt/loop_unswitch_pass.cpp	380	// Step 5: Connect convergent edges to the landing pads. //	COMMENT
LOW	3rdparty/bgfx/3rdparty/glslang/SPIRV/SpvBuilder.cpp	4020	// Step 2: Construct a matrix from that array.	COMMENT
LOW⚡	…bgfx/3rdparty/glslang/glslang/HLSL/hlslParseHelper.cpp	7749	// Step 1: If there's an exact match, use it.	COMMENT
LOW⚡	…bgfx/3rdparty/glslang/glslang/HLSL/hlslParseHelper.cpp	7752	// Step 3: Re-select after type promotion is applied, to find proper candidate.	COMMENT
LOW⚡	…bgfx/3rdparty/glslang/glslang/HLSL/hlslParseHelper.cpp	7754	// Step 1: If there's an exact match, use it.	COMMENT
LOW	…bgfx/3rdparty/glslang/glslang/HLSL/hlslParseHelper.cpp	7810	// Step 3: Re-select after type promotion, to find proper candidate	COMMENT

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	docs/_extensions/sphinx_last_updated_by_git.py	307	except KeyError:	CODE
HIGH	docs/_extensions/sphinx_last_updated_by_git.py	210	except subprocess.CalledProcessError as e:	CODE
HIGH	docs/_extensions/sphinx_sitemap/__init__.py	56	except BaseException:	CODE

Unused Imports13 hits · 13 pts

Severity	File	Line	Context
LOW	exporters/blender/blender-2-83.py	19	CODE
LOW	exporters/blender/blender-2-83.py	20	CODE
LOW	exporters/blender/blender-2-83.py	21	CODE
LOW	exporters/blender/blender-2-83.py	277	CODE
LOW	exporters/blender/blender-2-83.py	277	CODE
LOW	exporters/blender/blender-2-83.py	278	CODE
LOW	exporters/blender/blender-2-83.py	278	CODE
LOW	exporters/blender/blender-2-83.py	313	CODE
LOW	docs/_extensions/sphinxext/opengraph/_social_cards.py	3	CODE
LOW	docs/_extensions/sphinxext/opengraph/_meta_parser.py	1	CODE
LOW	docs/_extensions/sphinxext/opengraph/__init__.py	1	CODE
LOW	…_extensions/sphinxext/opengraph/_description_parser.py	1	CODE
LOW	docs/_extensions/sphinxext/opengraph/_title_parser.py	1	CODE

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/conf.py	7	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	docs/_extensions/sphinxext/opengraph/_social_cards.py	74	# Define the file path we'll use for this image	COMMENT
MEDIUM	docs/_extensions/sphinxext/opengraph/_social_cards.py	133	# Create the figure objects and return them so that we re-use them later.	COMMENT
MEDIUM	3rdparty/bx/3rdparty/ini/ini.h	95	#### Creating a new ini file	COMMENT

TODO Padding6 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…rdparty/spirv-tools/source/val/validate_annotation.cpp	331	// TODO: Add validations for all decorations.	COMMENT
LOW	…rdparty/spirv-tools/source/val/validate_annotation.cpp	368	// TODO: Add validations for these decorations.	COMMENT
LOW	…rdparty/spirv-tools/source/val/validate_extensions.cpp	3801	// TODO: Add validation rules for remaining cases as well.	COMMENT
LOW	…ty/glslang/glslang/MachineIndependent/linkValidate.cpp	233	// TODO: implement support for geometry passthrough	COMMENT
LOW	…bgfx/3rdparty/glslang/glslang/HLSL/hlslParseHelper.cpp	188	// TODO: implement.	COMMENT
LOW	3rdparty/bgfx/src/renderer_mtl.h	1593	uint32_t m_frameNum; // TODO: implement (currently stays 0)	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…y/bgfx/3rdparty/spirv-tools/source/util/small_vector.h	40	// TODO: I have implemented the public member functions from \|std::vector\| that	COMMENT

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	exporters/blender/blender-2-83.py	32	CODE
LOW	exporters/blender/blender-2-83.py	49	CODE
LOW	exporters/blender/blender-2-83.py	86	CODE
LOW	docs/_extensions/sphinx_sitemap/__init__.py	82	CODE
LOW	docs/_extensions/sphinxext/opengraph/__init__.py	83	CODE

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	docs/_extensions/sphinxext/opengraph/_social_cards.py	171	def create_social_card_objects(	CODE
LOW	docs/_extensions/sphinxext/opengraph/_social_cards.py	315	def _set_page_title_line_width() -> int:	CODE
LOW	docs/_extensions/sphinxext/opengraph/_social_cards.py	319	def _set_description_line_width() -> int:	CODE

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	3rdparty/bimg/3rdparty/lodepng/lodepng.cpp	70	lodepng source code. Don't forget to remove "static" if you copypaste them	CODE
LOW	…ulletDynamics/ConstraintSolver/btConeTwistConstraint.h	317	// note: don't forget to enableMotor()	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/_extensions/sphinxext/opengraph/_social_cards.py	171		CODE

crownengine/crown

Open-Source Code Quality, Security and Technical Debt Review