2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

6.7K

Stars

C++

Language

573.0K

Lines of Code

3.1K

Files

1.2K

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 10.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1228 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 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 15 finding(s).

PR Review Velocity Impact 10.3/100 · LOW

Which changes need focused human review? 1233 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 7LOW 1226

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 1233 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 Block1197 hits · 1178 pts

Severity	File	Line	Snippet	Context
LOW	docs/source/conf.py	1	# -- coding: utf-8 --	COMMENT
LOW	docs/source/conf.py	121	# Else, today_fmt is used as the format for a strftime call.	COMMENT
LOW	docs/source/conf.py	201	# A shorter title for the navigation bar. Default is the same as html_title.	COMMENT
LOW	docs/source/conf.py	221	# .htaccess) here, relative to this directory. These files are copied	COMMENT
LOW	docs/source/conf.py	241	#html_domain_indices = True	COMMENT
LOW	docs/source/conf.py	261	#html_use_opensearch = ''	COMMENT
LOW	docs/source/conf.py	281	}	COMMENT
LOW	docs/source/conf.py	341		COMMENT
LOW	components/doc.hpp	1	// Note: This is not a regular source file.	COMMENT
LOW	components/doc.hpp	21	/// \namespace Compiler	COMMENT
LOW	components/misc/scalableicon.cpp	1	#include "scalableicon.hpp"	COMMENT
LOW	components/misc/timeconvert.hpp	1	#ifndef OPENMW_COMPONENTS_MISC_TIMECONVERT_H	COMMENT
LOW	components/misc/framestats.hpp	1	#ifndef OPENMW_COMPONENTS_MISC_FRAMESTATS_H	COMMENT
LOW	components/misc/windows.hpp	1	#ifndef OPENMW_COMPONENTS_WINDOWS_H	COMMENT
LOW	components/misc/strings/conversion.hpp	1	#ifndef COMPONENTS_MISC_STRINGS_CONVERSION_H	COMMENT
LOW	components/misc/strings/format.hpp	1	#ifndef COMPONENTS_MISC_STRINGS_FORMAT_H	COMMENT
LOW	components/settings/shadermanager.hpp	1	#ifndef OPENMW_COMPONENTS_SETTINGS_SHADERMANAGER_H	COMMENT
LOW	components/settings/settings.hpp	1	#ifndef COMPONENTS_SETTINGS_H	COMMENT
LOW	components/settings/values.hpp	1	#ifndef OPENMW_COMPONENTS_SETTINGS_VALUES_H	COMMENT
LOW	components/settings/values.hpp	21	#include "categories/shadows.hpp"	COMMENT
LOW	components/settings/settingvalue.hpp	1	#ifndef OPENMW_COMPONENTS_SETTINGS_SETTINGVALUE_H	COMMENT
LOW	components/settings/sanitizerimpl.cpp	1	#include "sanitizerimpl.hpp"	COMMENT
LOW	components/settings/settings.cpp	1	#include "settings.hpp"	COMMENT
LOW	components/settings/categories/navigator.hpp	1	#ifndef OPENMW_COMPONENTS_SETTINGS_CATEGORIES_NAVIGATOR_H	COMMENT
LOW	components/settings/categories/game.hpp	1	#ifndef OPENMW_COMPONENTS_SETTINGS_CATEGORIES_GAME_H	COMMENT
LOW	components/settings/categories/map.hpp	1	#ifndef OPENMW_COMPONENTS_SETTINGS_CATEGORIES_MAP_H	COMMENT
LOW	components/settings/categories/video.hpp	1	#ifndef OPENMW_COMPONENTS_SETTINGS_CATEGORIES_VIDEO_H	COMMENT
LOW	components/l10n/messagebundles.hpp	1	#ifndef COMPONENTS_L10N_MESSAGEBUNDLES_H	COMMENT
LOW	components/l10n/messagebundles.cpp	1	#include "messagebundles.hpp"	COMMENT
LOW	components/vfs/bsaarchive.hpp	1	#ifndef VFS_BSAARCHIVE_HPP_	COMMENT
LOW	components/vfs/manager.hpp	1	#ifndef OPENMW_COMPONENTS_RESOURCEMANAGER_H	COMMENT
LOW	components/fontloader/fontloader.cpp	1	#include "fontloader.hpp"	COMMENT
LOW	components/fontloader/fontloader.cpp	561	// « (Left-Pointing Double Angle Quotation Mark, 0xAB) is unavailable, not replaced	COMMENT
LOW	components/stereo/stereomanager.cpp	1	#include "stereomanager.hpp"	COMMENT
LOW	components/stereo/frustum.cpp	1	#include "multiview.hpp"	COMMENT
LOW	components/stereo/multiview.cpp	1	#include "multiview.hpp"	COMMENT
LOW	components/stereo/stereomanager.hpp	1	#ifndef STEREO_MANAGER_H	COMMENT
LOW	components/sdlutil/sdlcursormanager.cpp	1	#include "sdlcursormanager.hpp"	COMMENT
LOW	components/sdlutil/gl4esinit.h	1	#ifndef OPENMW_COMPONENTS_SDLUTIL_GL4ESINIT_H	COMMENT
LOW	components/config/launchersettings.cpp	1	#include "launchersettings.hpp"	COMMENT
LOW	components/config/gamesettings.cpp	321	stream.seek(0);	COMMENT
LOW	components/esm/records.hpp	1	#ifndef OPENMW_ESM_RECORDS_H	COMMENT
LOW	components/esm/records.hpp	21	#include <components/esm3/loadgmst.hpp>	COMMENT
LOW	components/esm/records.hpp	41	#include <components/esm3/loadspel.hpp>	COMMENT
LOW	components/esm/records.hpp	61	#include <components/esm4/loadhdpt.hpp>	COMMENT
LOW	components/esm/records.hpp	81	#include <components/esm4/loadtree.hpp>	COMMENT
LOW	components/esm/esmcommon.hpp	1	#ifndef OPENMW_ESM_COMMON_H	COMMENT
LOW	components/esm/luascripts.cpp	1	#include "luascripts.hpp"	COMMENT
LOW	components/esm/refid.hpp	1	#ifndef OPENMW_COMPONENTS_ESM_REFID_HPP	COMMENT
LOW	components/myguiplatform/myguiloglistener.hpp	1	#ifndef OPENMW_COMPONENTS_MYGUIPLATFORM_LOGLISTENER_H	COMMENT
LOW	components/myguiplatform/myguirendermanager.cpp	1	#include "myguirendermanager.hpp"	COMMENT
LOW	components/nifosg/particle.cpp	1	#include "particle.hpp"	COMMENT
LOW	components/nifosg/controller.hpp	1	#ifndef COMPONENTS_NIFOSG_CONTROLLER_H	COMMENT
LOW	components/nifosg/nifloader.cpp	1	#include "nifloader.hpp"	COMMENT
LOW	components/nifosg/nifloader.cpp	21	#include <components/misc/strings/algorithm.hpp>	COMMENT
LOW	components/nifosg/nifloader.cpp	41	#include <osg/Stencil>	COMMENT
LOW	components/nifosg/particle.hpp	1	#ifndef OPENMW_COMPONENTS_NIFOSG_PARTICLE_H	COMMENT
LOW	components/nifosg/controller.cpp	1	#include "controller.hpp"	COMMENT
LOW	components/esmterrain/storage.cpp	1	#include "storage.hpp"	COMMENT
LOW	components/esmterrain/storage.hpp	81	// Not implemented in this class, because we need different Store implementations for game and editor	COMMENT
1137 more matches not shown…

AI Slop Vocabulary4 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM	files/settings-default.cfg	119	# Controls how inexpensive an object needs to be to utilize 'min size merge factor'.	COMMENT
MEDIUM	files/settings-default.cfg	1041	# Indirectly controls where to split the shadow map(s). Positive values move split points away from the camera and negat	COMMENT
MEDIUM	files/lua_api/openmw/core.lua	317	-- @field #boolean isExterior Whether the cell is an exterior cell. "Exterior" means grid of cells where the player can	CODE
MEDIUM	extern/sol3/sol/compatibility/lua_version.hpp	111	// Definitely 5.0	COMMENT

Hyper-Verbose Identifiers10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	components/myguiplatform/myguidatamanager.hpp	18	class DataManager : public MyGUI::DataManager	CODE
LOW	components/myguiplatform/myguiplatform.hpp	35	class DataManager;	CODE
LOW	components/lua/asyncpackage.cpp	65	sol::function getAsyncPackageInitializer(	CODE
LOW	components/lua/asyncpackage.hpp	14	sol::function getAsyncPackageInitializer(	CODE
LOW	scripts/osg_stats.py	197	def draw_cumulative_timeseries(sources, keys, add_sum, convolve, begin_frame, end_frame):	CODE
LOW	files/data-mw/scripts/omw/playerskillhandlers.lua	20	local function getSkillProgressRequirement(skillid)	CODE
LOW	files/data-mw/scripts/omw/music/helpers.lua	17	local function initMissingPlaylistFields(playlist)	CODE
LOW	files/data-mw/scripts/omw/music/helpers.lua	77	local function getActivePlaylistByPriority(playlists)	CODE
LOW	files/data/scripts/omw/camera/settings.lua	77	local function updateViewOverShoulderDisabled()	CODE
LOW	files/data/scripts/omw/camera/settings.lua	90	local function updateHeadBobbingDisabled()	CODE

TODO Padding7 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	components/nifosg/nifloader.cpp	2652	// TODO: implement BSEffectShader as a shader	COMMENT
LOW	components/nif/nifkey.hpp	213	// TODO: implement TCB interpolation for quaternions	COMMENT
LOW	apps/openmw/mwmechanics/spellpriority.cpp	304	return 0.f; // TODO: implement based on attribute damage	CODE
LOW	apps/openmw/mwmechanics/spellpriority.cpp	306	return 0.f; // TODO: implement based on skill damage	CODE
LOW	apps/openmw/mwmechanics/character.cpp	2923	// TODO: implement a dithering shader rather than just change object transparency.	COMMENT
LOW	apps/openmw/mwmechanics/mechanicsmanagerimp.cpp	901	// TODO: implement a better check to check if target is owned bed	COMMENT
LOW	apps/openmw/mwmechanics/mechanicsmanagerimp.cpp	1579	return; // TODO: implement animal rights	CODE

Excessive Try-Catch Wrapping5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	docs/source/conf.py	96	except Exception as ex:	CODE
LOW	docs/source/conf.py	194	except Exception as e:	STRING
MEDIUM	docs/source/conf.py	191	def setup(app):	CODE
LOW	scripts/preprocessed_file_size_stats.py	26	except Exception as e:	CODE
MEDIUM	files/data/scripts/omw/skillhandlers.lua	61	print('Error: Unknown useType: '..tostring(options.useType))	CODE

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	scripts/osg_stats.py	129	CODE
LOW	scripts/osg_stats.py	149	CODE
LOW	scripts/osg_stats.py	278	CODE
LOW	scripts/integration_tests.py	66	CODE
LOW	scripts/integration_tests.py	133	CODE

Slop Phrases3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	files/lua_api/openmw/types.lua	1583	-- Creates an @{#ArmorRecord} without adding it to the world database, for the armor to appear correctly on the body, ma	CODE
LOW	files/lua_api/openmw/types.lua	1719	-- Creates a @{#ClothingRecord} without adding it to the world database, for the clothing to appear correctly on the bod	CODE
LOW	apps/opencs/model/world/refidadapter.hpp	13	* Important point: don't forget to make sure that getData on the nestedColumn returns true (otherwise code will not	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/source/conf.py	6	# This file is execfile()d with the current directory set to its	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	apps/opencs/view/doc/viewmanager.cpp	223	// NOTE: This method assumes that it is called only if the last document	COMMENT

OpenMW/openmw

Open-Source Code Quality, Security and Technical Debt Review