0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

6.0K

Stars

C++

Language

849.4K

Lines of Code

3.1K

Files

447

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 2.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 359 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 86 finding(s).

PR Review Velocity Impact 3.4/100 · LOW

Which changes need focused human review? 447 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 72LOW 375

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 447 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 Block329 hits · 329 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	# Minimum required version greatly affect CMake behavior	COMMENT
LOW	Global.h	21	// Based on: http://sourceforge.net/p/predef/wiki/OperatingSystems/	COMMENT
LOW	Global.h	41	# define VCMI_UNIX	COMMENT
LOW	Global.h	61	# define VCMI_IOS	COMMENT
LOW	Global.h	81	#ifdef VCMI_WINDOWS	COMMENT
LOW	Global.h	101		COMMENT
LOW	Global.h	121	#include <iostream>	COMMENT
LOW	Global.h	141	#include <vector>	COMMENT
LOW	Global.h	161	// C++ 20 -> std::source_location::function_name	COMMENT
LOW	Global.h	201	# define DLL_EXPORT	COMMENT
LOW	Global.h	221	# define DLL_LINKAGE DLL_IMPORT	COMMENT
LOW	libFacade/CMakeLists.txt	1	#######################################	COMMENT
LOW	clientapp/EntryPoint.cpp	21	#include "../client/GameEngine.h"	COMMENT
LOW	clientapp/EntryPoint.cpp	41	#include "../lib/texts/CGeneralTextHandler.h"	COMMENT
LOW	clientapp/EntryPoint.cpp	61	#include <SDL3/SDL_main.h>	COMMENT
LOW	clientapp/EntryPoint.cpp	141	int wmain(int argc, wchar_t* argv[])	COMMENT
LOW	clientapp/ios/startSDL.mm	21	#define SDL_MAIN_NOIMPL	COMMENT
LOW	launcher/mainwindow_moc.cpp	21	#include "../lib/texts/Languages.h"	COMMENT
LOW	launcher/helper.cpp	21	#include <QFileDialog>	COMMENT
LOW	launcher/main.cpp	21	# if __has_include("QIOSIntegrationPlugin.h")	COMMENT
LOW	launcher/main.cpp	41		COMMENT
LOW	launcher/modManager/cmodlistview_moc.cpp	21	#include "modstateitemmodel_moc.h"	COMMENT
LOW	launcher/settingsView/csettingsview_moc.cpp	21		COMMENT
LOW	test/battle/CUnitStateMagicTest.cpp	221	//TODO:getCastDescription	COMMENT
LOW	test/mock/TinyH3MBuilder.cpp	861	// All 8 players default to "neither human nor computer".	COMMENT
LOW	test/server/battles/BattleTestFixture.cpp	21	#include "../../../lib/CCreatureHandler.h"	COMMENT
LOW	test/server/battles/DamageCalculatorTest.cpp	21	#include "../../../lib/modding/ModScope.h"	COMMENT
LOW	test/server/activities/ActivityProcessorTest.cpp	1	#include "StdInc.h"	COMMENT
LOW	test/server/activities/ActivityProcessorTest.cpp	21	#include "lib/mapObjects/CGDwelling.h"	COMMENT
LOW	test/game/BattleSpellCastTest.cpp	21	#include <cmath>	COMMENT
LOW	test/game/BattleSpellCastTest.cpp	41	#include "../../lib/filesystem/ResourcePath.h"	COMMENT
LOW	test/game/BattleSpellCastTest.cpp	861	EXPECT_EQ(damages[1], static_cast<int64_t>(std::floor(0.5 * base)));	COMMENT
LOW	test/map/TinyH3MBuilderTest.cpp	21	#include "../../lib/entities/hero/CHeroHandler.h"	COMMENT
LOW	test/spells/effects/EffectFixture.h	21	#include "../../mock/mock_Creature.h"	COMMENT
LOW	config/terrainViewPatterns.json	1	// Defines terrain view/types patterns.	COMMENT
LOW	config/gameConfig.json	621	// every 1 attack point damage influence in battle when attack points > defense points during creature attack	COMMENT
LOW	config/obstacles.json	1	// Defines battle obstacles. We have two vectors of them:	COMMENT
LOW	config/ai/nk2ai/nk2ai-settings.json	1	{	COMMENT
LOW	config/ai/nk2ai/nk2ai-settings.json	21	// - a higher storage capacity becomes necessary later in the game	COMMENT
LOW	luascript/LuaContext.cpp	21	#include "../lib/filesystem/Filesystem.h"	COMMENT
LOW	luascript/api/MethodRegistrar.h	81		COMMENT
LOW	luascript/api/Registry.cpp	21		COMMENT
LOW	luascript/api/Registry.cpp	41	#include "library/Creature.h"	COMMENT
LOW	luascript/api/library/Services.cpp	21	#include <vcmi/Skill.h>	COMMENT
LOW	luascript/api/callback/IBattleInfoCallback.cpp	21	#include "../battle/BattleHexArray.h"	COMMENT
LOW	luascript/api/callback/IGameInfoCallback.cpp	21	#include "../adventure/HeroInstance.h"	COMMENT
LOW	luascript/api/callback/ServerCallback.cpp	21	#include "../library/BonusDescriptor.h"	COMMENT
LOW	luascript/api/callback/AdventureServer.cpp	21	#include <vcmi/Artifact.h>	COMMENT
LOW	include/vcmi/scripting/ApiTags.h	41	/// WARNING: avoid mutable (non-const) methods - prefer returning copy	COMMENT
LOW	mapeditor/mapcontroller.cpp	21	#include "../lib/mapObjects/ObjectTemplate.h"	COMMENT
LOW	mapeditor/helper.cpp	21		COMMENT
LOW	mapeditor/mainwindow.cpp	21	#include <QListWidget>	COMMENT
LOW	mapeditor/mainwindow.cpp	41	#include "../lib/modding/ModIncompatibility.h"	COMMENT
LOW	mapeditor/mainwindow.cpp	61	#include "campaigneditor/campaigneditor.h"	COMMENT
LOW	mapeditor/graphics.cpp	21	#include <vcmi/spells/Service.h>	COMMENT
LOW	mapeditor/windownewmap.cpp	21	#include "../lib/CRandomGenerator.h"	COMMENT
LOW	mapeditor/mapsettings/timedevent.cpp	1	/*	COMMENT
LOW	mapeditor/mapsettings/eventsettings.cpp	1	/*	COMMENT
LOW	mapeditor/inspector/rewardswidget.cpp	1	/*	COMMENT
LOW	mapeditor/inspector/rewardswidget.cpp	21	#include "../../lib/mapping/CMap.h"	COMMENT
269 more matches not shown…

Decorative Section Separators71 hits · 237 pts

Severity	File	Line	Snippet	Context
MEDIUM	client/windows/wiki/WikiModContent.cpp	44	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiModContent.cpp	46	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiModContent.cpp	70	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiModContent.cpp	72	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiModContent.cpp	119	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiModContent.cpp	121	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiModContent.cpp	137	// ── Title ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiModContent.cpp	144	// ── Generic section builder ────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiModContent.cpp	199	// ── Towns ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiModContent.cpp	230	// ── Heroes ────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiModContent.cpp	265	// ── Creatures ─────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiModContent.cpp	300	// ── Artifacts ─────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiModContent.cpp	333	// ── Spells ────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiModContent.cpp	366	// ── Skills ────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiModContent.cpp	398	// ── Terrains (id > 0) ─────────────────────────────────────────────	COMMENT
MEDIUM⚡	client/windows/wiki/WikiTownContent.cpp	48	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	client/windows/wiki/WikiTownContent.cpp	50	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	client/windows/wiki/WikiTownContent.cpp	57	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	client/windows/wiki/WikiTownContent.cpp	59	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiTownContent.cpp	150	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiTownContent.cpp	152	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiTownContent.cpp	165	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiTownContent.cpp	167	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiTownContent.cpp	574	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiTownContent.cpp	576	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	client/windows/wiki/WikiHeroContent.cpp	42	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	client/windows/wiki/WikiHeroContent.cpp	44	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	client/windows/wiki/WikiHeroContent.cpp	51	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	client/windows/wiki/WikiHeroContent.cpp	53	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiHeroContent.cpp	75	// ── 1. Title + class/gender subtitle ───────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiHeroContent.cpp	112	// ── 2. Large portrait + biography side-by-side ────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiHeroContent.cpp	161	// ── 3. Primary skills table ─────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiHeroContent.cpp	195	// ── 4. Specialty ─────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiHeroContent.cpp	242	// ── 5. Starting army table ───────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiHeroContent.cpp	323	// ── 5.5. War machines ───────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiHeroContent.cpp	394	// ── 6. Secondary skills ──────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiHeroContent.cpp	460	// ── 7. Starting spells (always shown) ──────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiCommon.h	21	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiCommon.h	23	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiCommon.cpp	29	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiCommon.cpp	31	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiCommon.cpp	88	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiCommon.cpp	90	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiCommon.cpp	142	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiCommon.cpp	144	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiCommon.cpp	194	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiCommon.cpp	196	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiCommon.cpp	213	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiCommon.cpp	215	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	client/windows/wiki/WikiArtifactContent.cpp	35	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	client/windows/wiki/WikiArtifactContent.cpp	37	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	client/windows/wiki/WikiArtifactContent.cpp	44	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	client/windows/wiki/WikiArtifactContent.cpp	46	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiArtifactContent.cpp	92	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiArtifactContent.cpp	94	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiArtifactContent.cpp	115	// ── 1. Title ────────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiArtifactContent.cpp	122	// ── 2. Class · Price · Slots info row ────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiArtifactContent.cpp	207	// ── 3. Description ─────────────────────────────────────────────────────	COMMENT
MEDIUM	client/windows/wiki/WikiArtifactContent.cpp	223	// ── Helper: render one artifact row in a clickable table ───────────	COMMENT
MEDIUM	client/windows/wiki/WikiArtifactContent.cpp	252	// ── 4. Constituents (if combined artifact) ───────────────────────────	COMMENT
11 more matches not shown…

Structural Annotation Overuse16 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	docs/players/Installation_Windows.md	8	## Step 1: Download and install VCMI	COMMENT
LOW	docs/players/Installation_Windows.md	19	## Step 2: Obtain Heroes III data files	COMMENT
LOW	docs/players/Installation_Windows.md	37	## Step 3: Import Heroes III data into VCMI	COMMENT
LOW	docs/players/Installation_Windows.md	66	## Step 4: Finish setup in Launcher	COMMENT
LOW	docs/players/Installation_Linux.md	5	## Step 1: Binaries installation	COMMENT
LOW	docs/players/Installation_Linux.md	122	## Step 2: Installing Heroes III data files	COMMENT
LOW	docs/players/Installation_Linux.md	177	## Step 3: Launching game	COMMENT
LOW	docs/players/Installation_Android.md	8	## Step 1: Download and install VCMI	COMMENT
LOW	docs/players/Installation_Android.md	32	## Step 2: Obtain Heroes III data files	COMMENT
LOW	docs/players/Installation_Android.md	50	## Step 3: Import Heroes III data into VCMI	COMMENT
LOW	docs/players/Installation_Android.md	78	## Step 4: Finish setup in Launcher	COMMENT
LOW	docs/players/Installation_macOS.md	3	## Step 1: Download and install VCMI	COMMENT
LOW	docs/players/Installation_macOS.md	20	## Step 2: Installing Heroes III data files	COMMENT
LOW	docs/players/Installation_iOS.md	5	## Step 1: Download and install VCMI	COMMENT
LOW	docs/players/Installation_iOS.md	44	## Step 2: Installing Heroes III data files	COMMENT
LOW	docs/players/Installation_iOS.md	59	## Step 3: Configuration settings	COMMENT

Excessive Try-Catch Wrapping11 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	CI/emit_partial.py	16	except Exception:	CODE
LOW	CI/final_summary.py	54	except Exception:	CODE
LOW	CI/final_summary.py	85	except Exception as e:	CODE
LOW	CI/final_summary.py	95	except Exception as e:	CODE
LOW⚡	CI/final_summary.py	408	except Exception as e:	CODE
LOW⚡	CI/final_summary.py	418	except Exception as e:	CODE
LOW⚡	CI/final_summary.py	423	except Exception as e:	CODE
LOW⚡	CI/final_summary.py	428	except Exception as e:	CODE
LOW	CI/validate_json.py	23	except Exception as exc:	CODE
LOW	updates/vcmi_updates/server.py	60	except Exception:	CODE
LOW	updates/vcmi_updates/server.py	84	except Exception:	CODE

TODO Padding6 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	launcher/startGame/StartGameTab.cpp	54	ui->buttonGameResume->setVisible(false); // TODO: implement	CODE
LOW	mapeditor/graphics.cpp	253	//TODO: implement. H3 method works only for images with palettes.	COMMENT
LOW	mapeditor/inspector/inspector.cpp	465	addProperty(QObject::tr("Artifact reward"), o->gainedArtifact); //TODO: implement in setProperty	CODE
LOW	mapeditor/inspector/inspector.cpp	468	//addProperty(QObject::tr("Resources reward"), o->resources); //TODO: implement in setProperty	COMMENT
LOW	lib/modding/ModScope.h	43	//TODO: implement accessing map dependencies for both H3 and VCMI maps	COMMENT
LOW	lib/rmg/modificators/ObjectManager.cpp	550	//TODO: implement guards	COMMENT

Unused Imports6 hits · 6 pts

Severity	File	Line	Context
LOW	CI/normalize_relative_includes.py	5	CODE
LOW	CI/emit_partial.py	9	CODE
LOW	CI/final_summary.py	3	CODE
LOW	CI/final_summary.py	13	CODE
LOW	CI/validate_json.py	3	CODE
LOW	CI/validate_json.py	6	CODE

Hyper-Verbose Identifiers4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	CI/final_summary.py	200	def collect_validation_and_tests() -> None:	CODE
LOW	CI/final_summary.py	299	def _render_validation_section(val_rows: List[Dict[str, Any]]) -> None:	CODE
LOW	CI/final_summary.py	339	def _render_build_matrix_section(val_rows: List[Dict[str, Any]]) -> None:	CODE
LOW	scripts/damage/damageCalculator.lua	90	local function getBonusValueOfTypeAndRange(unit, present, type, shooting)	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	lib/bonuses/BonusList.h	48	// There should be no non-const access to provide solid,robust bonus caching	COMMENT

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	updates/vcmi_updates/store.py	98		CODE
LOW	updates/vcmi_updates/changelog.py	8		CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	lib/json/JsonWriter.cpp	68	//we need to check if special character was been already escaped	COMMENT

vcmi/vcmi

Open-Source Code Quality, Security and Technical Debt Review