3.5

Adjusted Signal

3.5

Raw Pattern Score

100%

Time Factor

2026-10-09

Last Push

55.7K

Stars

C++

Language

390.1K

Lines of Code

1.0K

Files

1.7K

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 15.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1686 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 19.8/100 · LOW

Which changes need focused human review? 1700 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 2MEDIUM 7LOW 1691

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 1700 distinct pattern matches across 10 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 Block1660 hits · 1296 pts

Severity	File	Line	Snippet	Context
LOW	cmake/sdk/template/CMakeLists.txt	1	# ImHex Plugin Template	COMMENT
LOW	cmake/sdk/template/CMakeLists.txt	21	# LIBRARY_PLUGIN: If set, turns this plugin into a library plugin. Library plugins can be linked against by other plug	COMMENT
LOW	cmake/sdk/template/source/example_plugin.cpp	1	#include <hex/plugin.hpp>	COMMENT
LOW	plugins/ui/include/ui/text_editor.hpp	1	#pragma once	COMMENT
LOW	plugins/ui/source/ui/pattern_value_editor.cpp	1	#include <ui/pattern_value_editor.hpp>	COMMENT
LOW	plugins/ui/source/ui/hex_editor.cpp	1	#include <ui/hex_editor.hpp>	COMMENT
LOW	plugins/ui/source/ui/markdown.cpp	1	#include <ui/markdown.hpp>	COMMENT
LOW	plugins/ui/source/ui/pattern_drawer.cpp	1	#include <algorithm>	COMMENT
LOW	plugins/ui/source/ui/pattern_drawer.cpp	21	#include <pl/patterns/pattern_wide_character.hpp>	COMMENT
LOW	plugins/ui/source/ui/text_editor/editor.cpp	1	#include <ui/text_editor.hpp>	COMMENT
LOW	plugins/hashes/source/content/hashes.cpp	1	#include <hex/api/content_registry/hashes.hpp>	COMMENT
LOW	plugins/script_loader/source/plugin_script_loader.cpp	1	#include <fonts/vscode_icons.hpp>	COMMENT
LOW	…/script_loader/source/loaders/dotnet/dotnet_loader.cpp	1	#include <loaders/dotnet/dotnet_loader.hpp>	COMMENT
LOW	…/script_loader/source/loaders/dotnet/dotnet_loader.cpp	21	#include <imgui.h>	COMMENT
LOW	plugins/script_loader/support/c/include/script_api.hpp	1	#pragma once	COMMENT
LOW	…ns/script_loader/support/c/source/script_api/v1/ui.cpp	1	#include <script_api.hpp>	COMMENT
LOW	plugins/diffing/source/content/views/view_diff.cpp	1	#include "content/views/view_diff.hpp"	COMMENT
LOW	…visualizers/source/content/pl_visualizers/3d_model.cpp	1	#include <hex/ui/imgui_imhex_extensions.h>	COMMENT
LOW	plugins/yara_rules/source/content/yara_rule.cpp	1	#include <content/yara_rule.hpp>	COMMENT
LOW	plugins/decompress/source/content/pl_functions.cpp	1	#include <hex.hpp>	COMMENT
LOW	plugins/decompress/source/content/pl_functions.cpp	21	#endif	COMMENT
LOW	…gins/disassembler/include/content/helpers/capstone.hpp	1	#pragma once	COMMENT
LOW	…isassembler/source/content/views/view_disassembler.cpp	1	#include <content/views/view_disassembler.hpp>	COMMENT
LOW	plugins/windows/source/plugin_windows.cpp	1	#include <hex/plugin.hpp>	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	1	#pragma once	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	21	#define ICON_VS_SEARCH "\xee\xa9\xad" // U+EA6D	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	41	#define ICON_VS_TRASH "\xee\xaa\x81" // U+EA81	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	61	#define ICON_VS_ARCHIVE "\xee\xaa\x98" // U+EA98	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	81	#define ICON_VS_BRIEFCASE "\xee\xaa\xac" // U+EAAC	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	101	#define ICON_VS_CLIPPY "\xee\xab\x80" // U+EAC0	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	121	#define ICON_VS_DEBUG_STOP "\xee\xab\x97" // U+EAD7	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	141	#define ICON_VS_FILE_PDF "\xee\xab\xab" // U+EAEB	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	161	#define ICON_VS_GITHUB_ACTION "\xee\xab\xbf" // U+EAFF	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	181	#define ICON_VS_LINK_EXTERNAL "\xee\xac\x94" // U+EB14	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	201	#define ICON_VS_OPEN_PREVIEW "\xee\xac\xa8" // U+EB28	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	221	#define ICON_VS_REPLACE_ALL "\xee\xac\xbc" // U+EB3C	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	241	#define ICON_VS_SETTINGS_GEAR "\xee\xad\x91" // U+EB51	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	261	#define ICON_VS_SYMBOL_SNIPPET "\xee\xad\xa6" // U+EB66	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	281	#define ICON_VS_VM_OUTLINE "\xee\xad\xba" // U+EB7A	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	301	#define ICON_VS_DEBUG_REVERSE_CONTINUE "\xee\xae\x8e" // U+EB8E	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	321	#define ICON_VS_SERVER_PROCESS "\xee\xae\xa2" // U+EBA2	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	341	#define ICON_VS_COMBINE "\xee\xae\xb6" // U+EBB6	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	361	#define ICON_VS_TERMINAL_BASH "\xee\xaf\x8a" // U+EBCA	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	381	#define ICON_VS_RUN_ERRORS "\xee\xaf\x9e" // U+EBDE	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	401	#define ICON_VS_LAYOUT_PANEL "\xee\xaf\xb2" // U+EBF2	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	421	#define ICON_VS_MAP_FILLED "\xee\xb0\x86" // U+EC06	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	441	#define ICON_VS_PIANO "\xee\xb0\x9a" // U+EC1A	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	461	#define ICON_VS_GITHUB_PROJECT "\xee\xb0\xaf" // U+EC2F	COMMENT
LOW	plugins/fonts/include/fonts/vscode_icons.hpp	481	#define ICON_VS_REPO_PINNED "\xee\xb1\x83" // U+EC43	COMMENT
LOW	plugins/fonts/include/fonts/tabler_icons.hpp	1	#pragma once	COMMENT
LOW	plugins/fonts/include/fonts/tabler_icons.hpp	21	#define ICON_TA_CASH_BANKNOTE_MOVE "\xf0\x90\x85\x85" // U+10145	COMMENT
LOW	plugins/fonts/include/fonts/tabler_icons.hpp	41	#define ICON_TA_FILTER_2_DOLLAR "\xf0\x90\x85\x99" // U+10159	COMMENT
LOW	plugins/fonts/include/fonts/tabler_icons.hpp	61	#define ICON_TA_ALIGN_LEFT "\xf3\xb0\x80\x89" // U+F0009	COMMENT
LOW	plugins/fonts/include/fonts/tabler_icons.hpp	81	#define ICON_TA_ARROW_NARROW_UP "\xf3\xb0\x80\x9d" // U+F001D	COMMENT
LOW	plugins/fonts/include/fonts/tabler_icons.hpp	101	#define ICON_TA_BATTERY_3 "\xf3\xb0\x80\xb1" // U+F0031	COMMENT
LOW	plugins/fonts/include/fonts/tabler_icons.hpp	121	#define ICON_TA_BOX "\xf3\xb0\x81\x85" // U+F0045	COMMENT
LOW	plugins/fonts/include/fonts/tabler_icons.hpp	141	#define ICON_TA_CHART_BAR "\xf3\xb0\x81\x99" // U+F0059	COMMENT
LOW	plugins/fonts/include/fonts/tabler_icons.hpp	161	#define ICON_TA_CLIPBOARD_LIST "\xf3\xb0\x81\xad" // U+F006D	COMMENT
LOW	plugins/fonts/include/fonts/tabler_icons.hpp	181	#define ICON_TA_CORNER_RIGHT_UP "\xf3\xb0\x82\x81" // U+F0081	COMMENT
LOW	plugins/fonts/include/fonts/tabler_icons.hpp	201	#define ICON_TA_DOTS "\xf3\xb0\x82\x95" // U+F0095	COMMENT
1600 more matches not shown…

Slop Phrases19 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW⚡	lib/third_party/imgui/implot/include/implot.h	1031	// Turns the current plot's plotting area into a drag and drop target. Don't forget to call EndDragDropTarget!	COMMENT
LOW⚡	lib/third_party/imgui/implot/include/implot.h	1033	// Turns the current plot's X-axis into a drag and drop target. Don't forget to call EndDragDropTarget!	COMMENT
LOW⚡	lib/third_party/imgui/implot/include/implot.h	1035	// Turns the current plot's legend into a drag and drop target. Don't forget to call EndDragDropTarget!	COMMENT
LOW⚡	lib/third_party/imgui/implot/include/implot.h	1043	// Turns the current plot's plotting area into a drag and drop source. You must hold Ctrl. Don't forget to call EndDragD	COMMENT
LOW⚡	lib/third_party/imgui/implot/include/implot.h	1045	// Turns the current plot's X-axis into a drag and drop source. You must hold Ctrl. Don't forget to call EndDragDropSour	COMMENT
LOW⚡	lib/third_party/imgui/implot/include/implot.h	1047	// Turns an item in the current plot's legend into drag and drop source. Don't forget to call EndDragDropSource!	COMMENT
LOW⚡	lib/third_party/imgui/implot/include/implot.h	1101	// Temporarily modify a style color. Don't forget to call PopStyleColor!	COMMENT
LOW⚡	lib/third_party/imgui/implot/include/implot.h	1107	// Temporarily modify a style variable of float type. Don't forget to call PopStyleVar!	COMMENT
LOW⚡	lib/third_party/imgui/implot/include/implot.h	1109	// Temporarily modify a style variable of int type. Don't forget to call PopStyleVar!	COMMENT
LOW⚡	lib/third_party/imgui/implot/include/implot.h	1111	// Temporarily modify a style variable of ImVec2 type. Don't forget to call PopStyleVar!	COMMENT
LOW	lib/third_party/imgui/implot/include/implot.h	1167	// Temporarily switch to one of the built-in (i.e. ImPlotColormap_XXX) or user-added colormaps (i.e. a return value of A	COMMENT
LOW	lib/third_party/imgui/implot/include/implot.h	1169	// Push a colormap by string name. Use built-in names such as "Default", "Deep", "Jet", etc. or a string you provided to	COMMENT
MEDIUM	lib/third_party/imgui/imgui/source/imgui_widgets.cpp	7304	// Tip: pass a non-visible label (e.g. "##hello") then you can use the space to draw other text or image.	COMMENT
LOW⚡	lib/third_party/imgui/implot3d/include/implot3d.h	520	// Temporarily modify a style color. Don't forget to call PopStyleColor!	COMMENT
LOW⚡	lib/third_party/imgui/implot3d/include/implot3d.h	526	// Temporarily modify a style variable of float type. Don't forget to call PopStyleVar!	COMMENT
LOW⚡	lib/third_party/imgui/implot3d/include/implot3d.h	528	// Temporarily modify a style variable of int type. Don't forget to call PopStyleVar!	COMMENT
LOW⚡	lib/third_party/imgui/implot3d/include/implot3d.h	530	// Temporarily modify a style variable of ImVec2 type. Don't forget to call PopStyleVar!	COMMENT
LOW	lib/third_party/imgui/implot3d/include/implot3d.h	576	// Temporarily switch to one of the built-in (i.e. ImPlot3DColormap_XXX) or user-added colormaps (i.e. a return value of	COMMENT
LOW	lib/third_party/imgui/implot3d/include/implot3d.h	579	// Push a colormap by string name. Use built-in names such as "Default", "Deep", "Jet", etc. or a string you provided to	COMMENT

Excessive Try-Catch Wrapping4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/check_langs.py	70	print(f"Error: Languages file '{languages_file_path}' does not exist.")	CODE
MEDIUM⚡	tests/check_langs.py	76	print(f"Error: Languages file '{languages_file_path}' is not a valid JSON object.")	CODE
MEDIUM⚡	tests/check_langs.py	81	print(f"Error: Language file '{lang['path']}' does not exist in '{languages_folder}'.")	CODE
MEDIUM⚡	tests/check_langs.py	86	print(f"Error: Languages file '{languages_file_path}' is not a valid JSON file. {e}")	CODE

Fake / Example Data8 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	lib/third_party/imgui/imgui/source/imgui_demo.cpp	7654	ImGui::TextWrapped("Lorem ipsum dolor sit amet");	CODE
LOW⚡	lib/third_party/imgui/imgui/source/imgui_demo.cpp	7654	ImGui::TextWrapped("Lorem ipsum dolor sit amet");	CODE
LOW⚡	lib/third_party/imgui/imgui/source/imgui_demo.cpp	7656	ImGui::Text("Lorem ipsum dolor sit amet");	CODE
LOW⚡	lib/third_party/imgui/imgui/source/imgui_demo.cpp	7656	ImGui::Text("Lorem ipsum dolor sit amet");	CODE
LOW	lib/third_party/imgui/imgui/source/imgui_demo.cpp	9575	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor i	CODE
LOW	lib/third_party/imgui/imgui/source/imgui_demo.cpp	9575	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor i	CODE
LOW	lib/third_party/imgui/imgui/source/imgui_demo.cpp	10859	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW	lib/third_party/imgui/imgui/source/imgui_demo.cpp	10859	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…s/builtin/source/content/views/view_data_inspector.cpp	136	// Try to read as many bytes as requested and possible	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tests/check_langs.py	51	except ValueError:	CODE

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmake/sdk/template/CMakeLists.txt	2	# =====================	COMMENT

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…/builtin/include/content/views/view_data_processor.hpp	18	class ViewDataProcessor : public View::Window {	CODE
LOW	plugins/builtin/source/content/achievements.cpp	38	class AchievementDataProcessor : public Achievement {	CODE
LOW	tests/check_langs.py	10	def get_lang_occurrences_in_code(path):	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…rty/imgui/imgui_test_engine/source/imgui_te_engine.cpp	548	// Setup inputs in the tested Dear ImGui context. Essentially we override the work of the backend here.	COMMENT

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/check_langs.py	10		CODE
LOW	tests/check_langs.py	64		CODE

WerWolv/ImHex

Open-Source Code Quality, Security and Technical Debt Review