1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-14

Last Push

4.4K

Stars

C++

Language

231.6K

Lines of Code

535

Files

497

Pattern Hits

2026-10-31

Scan Date

0.01

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 8.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 485 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 11 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

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

PR Review Velocity Impact 10.5/100 · LOW

Which changes need focused human review? 497 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 3MEDIUM 2LOW 492

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 497 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 Block469 hits · 376 pts

Severity	File	Line	Snippet	Context
LOW	register_types.cpp	1	/*************************************************************************/	COMMENT
LOW	register_types.cpp	21	#include "utility/app_version_getter.h"	COMMENT
LOW	register_types.cpp	41	#include "compat/resource_compat_binary.h"	COMMENT
LOW	register_types.cpp	61	#include "exporters/obj_exporter.h"	COMMENT
LOW	register_types.cpp	81	#include "plugin_manager/plugin_manager.h"	COMMENT
LOW	config.py	21	# A terrible hack to force-enable our dependent modules being included on non-editor builds.	COMMENT
LOW	bytecode_generator.py	161	line = line.strip()	COMMENT
LOW	bytecode_generator.py	181	# { "sinh", Pair<int, int>(1, 1) },	COMMENT
LOW	bytecode_generator.py	201	# ```cpp	COMMENT
LOW	bytecode_generator.py	221	# ```	COMMENT
LOW	bytecode_generator.py	241	# switch(p_token) {	COMMENT
LOW	bytecode_generator.py	521	template_content = template_content.replace(placeholder, value)	COMMENT
LOW	bytecode_generator.py	661	#	COMMENT
LOW	misc/gltf_tester.py	21		COMMENT
LOW	misc/gltf_tester.py	41	# project_path,	COMMENT
LOW	compat/variant_decoder_compat.cpp	1	#include "variant_decoder_compat.h"	COMMENT
LOW	compat/resource_compat_obdb.cpp	1	#include "resource_compat_obdb.h"	COMMENT
LOW	compat/resource_loader_compat.cpp	1	#include "resource_loader_compat.h"	COMMENT
LOW	compat/fake_script.cpp	1	#include "fake_script.h"	COMMENT
LOW	compat/resource_format_xml.cpp	2501	} break;	COMMENT
LOW	compat/fake_mesh.cpp	781	surface_materials.push_back(material);	COMMENT
LOW	compat/fake_mesh.cpp	1221	// if (surfaces.is_empty()) {	COMMENT
LOW	compat/texture_loader_compat.cpp	1	#include "compat/texture_loader_compat.h"	COMMENT
LOW	compat/texture_loader_compat.cpp	1741	case Image::CompressMode::COMPRESS_ETC:	COMMENT
LOW	compat/fake_gdscript.cpp	1	#include "fake_gdscript.h"	COMMENT
LOW	compat/fake_csharp_script.cpp	1	#include "fake_csharp_script.h"	COMMENT
LOW	compat/resource_compat_binary.cpp	41	#include "core/version.h"	COMMENT
LOW	plugin_manager/plugin_manager.cpp	1	#include "plugin_manager.h"	COMMENT
LOW	exporters/gdscript_exporter.cpp	1	#include "gdscript_exporter.h"	COMMENT
LOW	exporters/scene_exporter.cpp	1	#include "scene_exporter.h"	COMMENT
LOW	exporters/scene_exporter.cpp	21	#include "scene/3d/physics/collision_shape_3d.h"	COMMENT
LOW	exporters/scene_exporter.cpp	41	#include "core/error/error_macros.h"	COMMENT
LOW	exporters/scene_exporter.cpp	1021	// ResourceFormatLoader::CACHE_MODE_IGNORE); // not ignore deep, we want to reuse dependencies if they exist	COMMENT
LOW	exporters/scene_exporter.cpp	2601	// } break;	COMMENT
LOW	exporters/fontfile_exporter.cpp	841	return vformat("%d %d %d %d", glyph_index, advance_value, offset_value.x, offset_value.y);	COMMENT
LOW	exporters/fontfile_exporter.cpp	861	// cache/0/16/0/textures/0/image = SubResource("Image_uer0y")	COMMENT
LOW	exporters/fontfile_exporter.cpp	1021	if (property.name.ends_with("/ascent")) {	COMMENT
LOW	exporters/texture_exporter.cpp	1	#include "texture_exporter.h"	COMMENT
LOW	exporters/texture_exporter.cpp	121	// Import options reference:	COMMENT
LOW	exporters/texture_exporter.cpp	141	// 3: Slower	COMMENT
LOW	exporters/texture_exporter.cpp	161	// mipmaps/generate (bool): Whether to generate mipmaps	COMMENT
LOW	exporters/texture_exporter.cpp	181	//	COMMENT
LOW	exporters/oggstr_exporter.cpp	1	#include "oggstr_exporter.h"	COMMENT
LOW	exporters/gdextension_exporter.cpp	1	#include "gdextension_exporter.h"	COMMENT
LOW	exporters/obj_exporter.cpp	1	#include "obj_exporter.h"	COMMENT
LOW	exporters/translation_exporter.cpp	1	#include "translation_exporter.h"	COMMENT
LOW	exporters/sample_exporter.cpp	241	if (err == OK \|\| err == ERR_PRINTER_ON_FIRE) {	COMMENT
LOW	tests/test_resource_loading.cpp	1		COMMENT
LOW	tests/test_project_export.cpp	1	#include "tests/test_macros.h"	COMMENT
LOW	tests/test_common.cpp	61	#include "platform/windows/os_windows.h"	COMMENT
LOW	tests/test_gdre_project_loading.cpp	1	#include "test_common.h"	COMMENT
LOW	tests/test_bytecode.cpp	1	#include "core/io/marshalls.h"	COMMENT
LOW	tests/test_resource_export.cpp	1	#include "tests/test_macros.h"	COMMENT
LOW	tests/test_variant_compat.cpp	1	#include "compat/image_enum_compat.h"	COMMENT
LOW	tests/gdre_test_include.h	1	#pragma once	COMMENT
LOW	…mono-decomp/GodotMonoDecomp/GodotMonoDecompSettings.cs	21	/// <summary>	COMMENT
LOW	…mono-decomp/GodotMonoDecomp/GodotMonoDecompSettings.cs	41		COMMENT
LOW	…dot-mono-decomp/GodotMonoDecomp/GodotScriptMetadata.cs	1	namespace GodotMonoDecomp;	COMMENT
LOW	…dot-mono-decomp/GodotMonoDecomp/GodotScriptMetadata.cs	21	// "class": {	COMMENT
LOW	…o-decomp/GodotMonoDecomp/GodotExpressionTokenWriter.cs	1	// Copyright (c) 2010-2013 AlphaSierraPapa for the SharpDevelop Team	COMMENT
409 more matches not shown…

Unused Imports8 hits · 8 pts

Severity	File	Line	Context
LOW	config.py	6	CODE
LOW	config.py	7	CODE
LOW	prepop_cache.py	4	CODE
LOW	misc/gltf_tester.py	1	CODE
LOW	misc/gltf_tester.py	6	CODE
LOW	external/vtracer/vtracer/__init__.py	1	CODE
LOW	external/vtracer/vtracer/__init__.py	1	CODE
LOW	external/vtracer/vtracer/__init__.py	1	CODE

Cross-Language Confusion3 hits · 8 pts

Severity	File	Line	Snippet	Context
HIGH	bytecode_generator.py	338	f.write("\tif (p_func < 0 \|\| p_func >= num_funcs) {\n")	STRING
HIGH	bytecode_generator.py	352	f.write("\tif (p_func < 0 \|\| p_func >= num_funcs) {\n")	STRING
HIGH	bytecode_generator.py	374	f.write("\tif (p_token < 0 \|\| p_token >= TK_MAX) {\n")	STRING

Redundant / Tautological Comments3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	godot-mono-decomp/godot-mono-decomp-aot-test/build.sh	10	# Check if we're in the right directory	COMMENT
LOW⚡	godot-mono-decomp/godot-mono-decomp-aot-test/build.sh	16	# Check if the header file exists	COMMENT
LOW⚡	godot-mono-decomp/godot-mono-decomp-aot-test/build.sh	22	# Check if the AOT library exists	COMMENT

Verbosity Indicators4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	compat/resource_compat_binary.cpp	3240	// we need to check if any of the options are nodepaths (requires rewriting string map) or resources (requires rewritin	COMMENT
LOW	external/tinygltf/tiny_gltf.h	7484	// TODO(syoyo): Do we need to check if `version` is greater or equal to 2.0?	COMMENT
LOW	utility/gdre_settings.cpp	390	// We need to check if the project config is encrypted, if so, we need to load it.	COMMENT
LOW	utility/gdre_settings.cpp	511	// This may be a ".app" bundle, so we need to check if it's a valid Godot app	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	external/parallel_hashmap/phmap_config.h	354	// are not defined as such in any file). To utilize the following	COMMENT
MEDIUM	editor/gdre_editor.cpp	500	// TODO: More robust logging	COMMENT

Hyper-Verbose Identifiers6 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	config.py	33	def monkey_patch_sort_module_list():	CODE
LOW	prepop_cache.py	90	def get_plugin_name_from_file(file_path: str) -> str:	CODE
LOW	prepop_cache.py	94	def get_asset_lib_plugin_name(plugin_name: str) -> str:	CODE
LOW	bytecode_generator.py	598	def generate_bytecode_description_string(bytecode_class: BytecodeClass) -> str:	STRING
LOW	bytecode_generator.py	692	def update_bytecode_version_header(dir: Path, bytecode_classes: list[BytecodeClass]) -> None:	STRING
LOW	bytecode_generator.py	708	def generate_bytecode_versions_cpp(dir: Path, bytecode_classes: list[BytecodeClass]) -> None:	STRING

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	bytecode_generator.py	271		CODE

Modern Structural Boilerplate1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	bytecode_generator.py	692	def update_bytecode_version_header(dir: Path, bytecode_classes: list[BytecodeClass]) -> None:	STRING

GDRETools/gdsdecomp

Open-Source Code Quality, Security and Technical Debt Review