1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

3.1K

Stars

C++

Language

272.1K

Lines of Code

944

Files

273

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 4.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 258 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? 37 finding(s).

PR Review Velocity Impact 5.6/100 · LOW

Which changes need focused human review? 273 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 1MEDIUM 19LOW 253

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 273 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 Block210 hits · 198 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	61	set(CMAKE_LIBRARY_OUTPUT_DIRECTORY ${CMAKE_BINARY_DIR}/$<CONFIG>/${CMAKE_INSTALL_LIBDIR})	COMMENT
LOW	UVTD/include/UVTD/Symbols.hpp	1	#pragma once	COMMENT
LOW	UVTD/include/UVTD/PDBNameInfo.hpp	1	#pragma once	COMMENT
LOW	UVTD/include/UVTD/Helpers.hpp	1	#pragma once	COMMENT
LOW	UVTD/src/VTableDumper.cpp	1	#define NOMINMAX	COMMENT
LOW	UVTD/src/UVTD.cpp	1	#define NOMINMAX	COMMENT
LOW	UVTD/src/Symbols.cpp	1	#include "Helpers/String.hpp"	COMMENT
LOW	cmake/modules/CompilerOptions/CMakeLists.txt	1	# Compiler options management	COMMENT
LOW	docs/upgrade-guide.md	341	// Remove these deprecated includes:	COMMENT
LOW	deps/first/CMakeLists.txt	21		COMMENT
LOW	deps/first/File/include/File/FileDef.hpp	1	#pragma once	COMMENT
LOW	deps/first/File/include/File/Common.hpp	1	#pragma once	COMMENT
LOW	deps/first/File/include/File/FileType/FileBase.hpp	61		COMMENT
LOW	deps/first/File/src/FileType/WinFile.cpp	1	#ifdef _WIN32	COMMENT
LOW	deps/first/Input/include/Input/Handler.hpp	1	#pragma once	COMMENT
LOW	deps/first/Input/include/Input/KeyDef.hpp	161	// UNDEFINED = 0x8D,	COMMENT
LOW	deps/first/Input/include/Input/Common.hpp	1	#pragma once	COMMENT
LOW	…rst/DynamicOutput/include/DynamicOutput/FileDevice.hpp	1	#ifndef UE4SS_REWRITTEN_FILEDEVICE_HPP	COMMENT
LOW	…s/first/DynamicOutput/include/DynamicOutput/Output.hpp	1	#ifndef UE4SS_REWRITTEN_OUTPUT_HPP	COMMENT
LOW	…/DynamicOutput/include/DynamicOutput/DynamicOutput.hpp	1	#pragma once	COMMENT
LOW	…s/first/DynamicOutput/include/DynamicOutput/Common.hpp	1	#pragma once	COMMENT
LOW	deps/first/DynamicOutput/src/OutputDevice.cpp	1	#include <chrono>	COMMENT
LOW	deps/first/DynamicOutput/src/DebugConsoleDevice.cpp	1	#include <chrono>	COMMENT
LOW	deps/first/LuaRaw/include/llimits.h	101	** Internal assertions for in-house debugging	COMMENT
LOW	deps/first/LuaRaw/include/llimits.h	121	*/	COMMENT
LOW	deps/first/LuaRaw/include/llimits.h	141	#define cast_int(i) cast(int, (i))	COMMENT
LOW	deps/first/LuaRaw/include/llimits.h	161	#define l_castU2S(i) ((lua_Integer)(i))	COMMENT
LOW	deps/first/LuaRaw/include/llimits.h	281	#if !defined(luai_userstateopen)	COMMENT
LOW	deps/first/LuaRaw/include/llimits.h	341	((void)L, (b == 2) ? (a)*(a) : l_mathop(pow)(a,b))	COMMENT
LOW	deps/first/LuaRaw/include/llimits.h	361		COMMENT
LOW	deps/first/LuaRaw/include/luaconf.h	61	#if defined(LUA_USE_LINUX)	COMMENT
LOW	deps/first/LuaRaw/include/luaconf.h	221	LUA_CDIR"loadall.dll;" ".\\?.dll"	COMMENT
LOW	deps/first/LuaRaw/include/luaconf.h	461		COMMENT
LOW	deps/first/LuaRaw/include/luaconf.h	681	#if !defined(luai_likely)	COMMENT
LOW	deps/first/LuaRaw/include/lgc.h	61	#define setbits(x,m) ((x) \|= (m))	COMMENT
LOW	deps/first/LuaRaw/include/lgc.h	101		COMMENT
LOW	deps/first/LuaRaw/include/lua.hpp	1	// lua.hpp	COMMENT
LOW	deps/first/LuaRaw/include/lobject.h	321		COMMENT
LOW	deps/first/LuaRaw/include/lopcodes.h	41	#define SIZE_A 8	COMMENT
LOW	deps/first/LuaRaw/include/lopcodes.h	81	#define MAXARG_Ax ((1<<SIZE_Ax)-1)	COMMENT
LOW	deps/first/LuaRaw/include/lopcodes.h	121	#define getarg(i,pos,size) (cast_int(((i)>>(pos)) & MASK1(size,0)))	COMMENT
LOW	deps/first/LuaRaw/include/lua.h	61	** basic types	COMMENT
LOW	deps/first/LuaRaw/include/lua.h	221	#define LUA_OPDIV 5	COMMENT
LOW	deps/first/LuaRaw/include/lua.h	321	*/	COMMENT
LOW	deps/first/LuaRaw/include/lua.h	381		COMMENT
LOW	deps/first/LuaRaw/include/lctype.h	21	#if 'A' == 65 && '0' == 48	COMMENT
LOW	deps/first/LuaRaw/src/liolib.c	121		COMMENT
LOW	deps/first/LuaRaw/src/lvm.c	21	#include "ldebug.h"	COMMENT
LOW	deps/first/LuaRaw/src/lvm.c	1061	*/	COMMENT
LOW	deps/first/LuaRaw/src/lstrlib.c	1	/*	COMMENT
LOW	deps/first/LuaRaw/src/lua.c	441	#if defined(LUA_USE_READLINE) /* { */	COMMENT
LOW	deps/first/LuaRaw/src/ltable.c	21	** in its main position (i.e. the 'original' position that its hash gives	COMMENT
LOW	deps/first/LuaRaw/src/loslib.c	121		COMMENT
LOW	deps/first/LuaRaw/src/lcode.c	21	#include "ldebug.h"	COMMENT
LOW	deps/first/LuaRaw/src/lapi.c	21	#include "ldo.h"	COMMENT
LOW	deps/first/LuaRaw/src/ldebug.c	21	#include "ldebug.h"	COMMENT
LOW	deps/first/LuaRaw/src/lparser.c	21	#include "lfunc.h"	COMMENT
LOW	deps/first/LuaRaw/src/ldo.c	21	#include "ldo.h"	COMMENT
LOW	deps/first/LuaRaw/src/ldo.c	61	#define luai_jmpbuf int /* dummy variable */	COMMENT
LOW	deps/first/SinglePassSigScanner/CMakeLists.txt	41	# Make headers visible in the IDE	COMMENT
150 more matches not shown…

Decorative Section Separators10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	deps/third/CMakeLists.txt	5	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/third/CMakeLists.txt	7	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	UE4SS/CMakeLists.txt	17	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	UE4SS/CMakeLists.txt	19	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	UE4SS/CMakeLists.txt	50	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	UE4SS/CMakeLists.txt	52	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	UE4SS/CMakeLists.txt	143	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	UE4SS/CMakeLists.txt	145	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	UE4SS/CMakeLists.txt	164	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	UE4SS/CMakeLists.txt	166	# ---------------------------------------------------------------------------	COMMENT

Hyper-Verbose Identifiers22 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	tools/buildscripts/release.py	273	def ready_changelog_for_release(changelog_path):	CODE
LOW⚡	assets/Mods/shared/Types.lua	427	function ExecuteInGameThreadWithDelay(DelayMs, Callback) end	CODE
LOW⚡	assets/Mods/shared/Types.lua	435	function ExecuteInGameThreadWithDelay(Handle, DelayMs, Callback) end	CODE
LOW⚡	assets/Mods/shared/Types.lua	443	function RetriggerableExecuteInGameThreadWithDelay(Handle, DelayMs, Callback) end	CODE
LOW⚡	assets/Mods/shared/Types.lua	450	function LoopInGameThreadWithDelay(DelayMs, Callback) end	CODE
LOW⚡	assets/Mods/shared/Types.lua	456	function ExecuteInGameThreadAfterFrames(Frames, Callback) end	CODE
LOW⚡	assets/Mods/shared/Types.lua	462	function LoopInGameThreadAfterFrames(Frames, Callback) end	CODE
LOW⚡	assets/Mods/shared/Types.lua	652	function RegisterBeginPlayPostHook(Callback) end	CODE
LOW⚡	assets/Mods/shared/Types.lua	660	function RegisterProcessConsoleExecPreHook(Callback) end	CODE
LOW⚡	assets/Mods/shared/Types.lua	668	function RegisterProcessConsoleExecPostHook(Callback) end	CODE
LOW⚡	assets/Mods/shared/Types.lua	676	function RegisterCallFunctionByNameWithArgumentsPreHook(Callback) end	CODE
LOW⚡	assets/Mods/shared/Types.lua	684	function RegisterCallFunctionByNameWithArgumentsPostHook(Callback) end	CODE
LOW⚡	assets/Mods/shared/Types.lua	708	function RegisterULocalPlayerExecPostHook(Callback) end	CODE
LOW⚡	assets/Mods/shared/Types.lua	718	function RegisterConsoleCommandHandler(CommandName, Callback) end	CODE
LOW⚡	assets/Mods/shared/Types.lua	728	function RegisterConsoleCommandGlobalHandler(CommandName, Callback) end	CODE
LOW	assets/Mods/shared/Types.lua	302	function GenerateUHTCompatibleHeaders() end	CODE
LOW	assets/Mods/shared/Types.lua	501	function IsValidDelayedActionHandle(Handle) end	CODE
LOW	assets/Mods/shared/Types.lua	521	function GetDelayedActionTimeRemaining(Handle) end	CODE
LOW	assets/Mods/shared/Types.lua	526	function GetDelayedActionTimeElapsed(Handle) end	CODE
LOW	assets/Mods/shared/Types.lua	634	function RegisterInitGameStatePreHook(Callback) end	CODE
LOW	assets/Mods/shared/Types.lua	640	function RegisterInitGameStatePostHook(Callback) end	CODE
LOW	assets/Mods/shared/Types.lua	696	function RegisterULocalPlayerExecPreHook(Callback) end	CODE

Structural Annotation Overuse10 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	docs/guides/fixing-compatibility-problems-advanced.md	40	### Step 1: Determine Your Game’s Unreal Engine Version	COMMENT
LOW	docs/guides/fixing-compatibility-problems-advanced.md	52	### Step 2: Installing the Matching Unreal Engine Version	COMMENT
LOW	docs/guides/fixing-compatibility-problems-advanced.md	57	### Step 3: Creating a Blank Shipped Game with PDBs	COMMENT
LOW	docs/guides/fixing-compatibility-problems-advanced.md	68	### Step 4: Using x64dbg to Analyze the Blank Project	COMMENT
LOW	docs/guides/fixing-compatibility-problems-advanced.md	76	### Step 5: Identifying the Function of Interest	COMMENT
LOW	docs/guides/fixing-compatibility-problems-advanced.md	87	### Step 6: Locating the Function in x64dbg	COMMENT
LOW	docs/guides/fixing-compatibility-problems-advanced.md	98	### Step 7: Extracting a Signature	COMMENT
LOW	docs/guides/fixing-compatibility-problems-advanced.md	114	### Step 8: Searching in the Actual Target Game	COMMENT
LOW	docs/guides/fixing-compatibility-problems-advanced.md	128	### Step 9: Applying the Signature in UE4SS	COMMENT
LOW	UE4SS/src/GUI/ImGuiUtility.cpp	14	// NOTE: This function makes use of 'imgui_internal.h'.	COMMENT

AI Slop Vocabulary5 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	cppmods/EventViewerMod/include/Structs.hpp	77	// Use the string_views for ImGui since they utilize the string pool.	COMMENT
MEDIUM	cppmods/EventViewerMod/src/Client.cpp	692	// Stack history can get very large; leverage parallel execution on random-access iterators.	COMMENT
LOW	docs-export/export.py	121	# if no existing release than just use tip of main branch to have something	COMMENT
MEDIUM	UE4SS/include/Mod/CppUserModBase.hpp	73	// This is where you need to use the 'UE4SS_ENABLE_IMGUI' macro if you want to utilize the imgui context of UE4S	COMMENT
MEDIUM	UE4SS/src/SDKGenerator/UEHeaderGenerator.cpp	4382	// Definitely skip include if object in question is placed into this header	COMMENT

Deep Nesting8 hits · 8 pts

Severity	File	Line	Context
LOW	tools/uvtd/compare_dumps.py	184	CODE
LOW	tools/buildscripts/release.py	62	CODE
LOW	tools/buildscripts/release.py	112	CODE
LOW	tools/buildscripts/release.py	133	CODE
LOW	tools/buildscripts/release.py	152	CODE
LOW	tools/buildscripts/release.py	183	CODE
LOW	docs-export/export.py	30	CODE
LOW	docs-export/deduplicate_summary.py	7	CODE

Excessive Try-Catch Wrapping4 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/buildscripts/release.py	144	print(f'Error: {mod_name}.dll not found, build has failed.')	CODE
MEDIUM	tools/buildscripts/release.py	227	print('Error: git describe failed. Make sure the release has been tagged.')	CODE
MEDIUM	assets/Mods/shared/jsbProfiler/jsbProfi.lua	93	if not name or type(name) ~= "string" then return print("Error in bench args!") end	CODE
MEDIUM	assets/Mods/shared/jsbProfiler/jsbProfi.lua	104	if (not name or type(name) ~= "string") or (not repeats or type(repeats) ~= "number") then return print("Error in be	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs-export/export.py	109	except FileNotFoundError:	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/cmake_build_ue4ss.yml	74	# Create a hash of the combined content	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/cmake_build_ue4ss.yml	174	# Check if caching is enabled	COMMENT
LOW	.github/workflows/UpdateUESubmodule.yml	48	# Read the file content and save to environment variable	COMMENT

UE4SS-RE/RE-UE4SS

Open-Source Code Quality, Security and Technical Debt Review