0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

15.5K

Stars

C++

Language

445.4K

Lines of Code

529

Files

147

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 1.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 147 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 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3 finding(s).

PR Review Velocity Impact 1.7/100 · LOW

Which changes need focused human review? 147 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 1LOW 145

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 147 distinct pattern matches across 5 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 Block140 hits · 140 pts

Severity	File	Line	Snippet	Context
LOW	CuteLogger/include/CuteLogger_global.h	1	#ifndef CUTELOGGER_GLOBAL_H	COMMENT
LOW	CuteLogger/include/Logger.h	21	#include <QElapsedTimer>	COMMENT
LOW	CuteLogger/include/Logger.h	41	#define LOG_CDEBUG(category) CuteMessageLogger(cuteLoggerInstance(), Logger::Debug, __FILE__, __LINE__, Q_FUNC_INFO,	COMMENT
LOW	scripts/build-shotcut.sh	1	#!/bin/bash	COMMENT
LOW	scripts/build-shotcut.sh	2281	feedback_result SUCCESS "Everything succeeded"	COMMENT
LOW	scripts/build-shotcut-msys2.sh	1	#!/bin/bash	COMMENT
LOW	scripts/build-shotcut-msys2.sh	1041	######################################################################	COMMENT
LOW	src/mltcontroller.cpp	21	#include "controllers/filtercontroller.h"	COMMENT
LOW	src/mltcontroller.cpp	41	#include <QMetaType>	COMMENT
LOW	src/hdrpreviewwindow.cpp	21	#include "mainwindow.h"	COMMENT
LOW	src/hdrpreviewwindow.cpp	81	setColor(Qt::black);	COMMENT
LOW	src/hdrpreviewwindow.cpp	161	// Qt 6 caches the video format in QSGVideoMaterialRhiShader and	COMMENT
LOW	src/util.cpp	21	#include "Logger.h"	COMMENT
LOW	src/util.cpp	41	#include <QDoubleSpinBox>	COMMENT
LOW	src/util.cpp	61	#include <windows.h>	COMMENT
LOW	src/shotcut_mlt_properties.h	41	#define kTrackHeightProperty "shotcut:trackHeight"	COMMENT
LOW	src/shotcut_mlt_properties.h	61	// hide the VUI when the play head is not over the clip with the current filter.	COMMENT
LOW	src/shotcut_mlt_properties.h	101	#define kPlaylistIndexProperty "_shotcut:playlistIndex"	COMMENT
LOW	src/shotcut_mlt_properties.h	121	#define kNewFrameOutProperty "_shotcut:newFrameOut"	COMMENT
LOW	src/player.cpp	21	#include "actions.h"	COMMENT
LOW	src/mainwindow.h	21	#include "mltcontroller.h"	COMMENT
LOW	src/videowidget.cpp	21	#include "mainwindow.h"	COMMENT
LOW	src/mainwindow.cpp	21	#include "Logger.h"	COMMENT
LOW	src/mainwindow.cpp	41	#include "docks/filtersdock.h"	COMMENT
LOW	src/mainwindow.cpp	61	#include "proxymanager.h"	COMMENT
LOW	src/mainwindow.cpp	81	#include "widgets/imageproducerwidget.h"	COMMENT
LOW	src/mainwindow.cpp	101	#include <QDirIterator>	COMMENT
LOW	src/mainwindow.cpp	4341	else	COMMENT
LOW	src/mltxmlchecker.cpp	21	#include "mltcontroller.h"	COMMENT
LOW	src/gpuinfo.h	41	// On Windows this uses DXGI (the same enumeration order Qt's D3D RHI backend uses).	COMMENT
LOW	src/proxymanager.cpp	21	#include "dialogs/longuitask.h"	COMMENT
LOW	src/mltcontroller.h	21	#include "transportcontrol.h"	COMMENT
LOW	src/main.cpp	21	#include "gpuinfo.h"	COMMENT
LOW	src/settings.cpp	21	#include "qmltypes/qmlapplication.h"	COMMENT
LOW	src/qmltypes/qmlfilter.h	21	#include "qmlmetadata.h"	COMMENT
LOW	src/qmltypes/colorpickeritem.cpp	21	#include "Logger.h"	COMMENT
LOW	src/qmltypes/qmlfilter.cpp	21	#include "commands/filtercommands.h"	COMMENT
LOW	src/qmltypes/qmlapplication.cpp	21	#include "controllers/filtercontroller.h"	COMMENT
LOW	src/qmltypes/qmlutilities.cpp	21	#include "models/subtitlesmodel.h"	COMMENT
LOW	src/qmltypes/timelineitems.cpp	21	#include "mltcontroller.h"	COMMENT
LOW	src/screencapture/screencapture.cpp	21	#include "toolbarwidget.h"	COMMENT
LOW	src/screencapture/windowpicker.cpp	21	#include <QGuiApplication>	COMMENT
LOW	src/qml/export-chapters/main.js	1	// This is not meant to be used directly. It returns a function object	COMMENT
LOW	src/qml/export-chapters/export-chapters.js	1721	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	src/qml/export-chapters/export-chapters.js	1821	exports.isPrimitive = isPrimitive;	COMMENT
LOW	src/qml/export-chapters/export-chapters.js	2481	};	COMMENT
LOW	src/qml/export-chapters/export-chapters.js	2501	// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS	COMMENT
LOW	src/qml/export-chapters/export-chapters.js	2621	//	COMMENT
LOW	src/qml/export-chapters/export-chapters.js	2661	Transform.call(this, options);	COMMENT
LOW	src/qml/export-chapters/export-chapters.js	3061	// if we've ended, and we're now clear, then finish it up.	COMMENT
LOW	src/qml/export-chapters/export-chapters.js	3081	// that the Readable class should behave improperly, as streams are	COMMENT
LOW	src/qml/export-chapters/export-chapters.js	3681		COMMENT
LOW	src/qml/export-chapters/export-chapters.js	3701	// in all copies or substantial portions of the Software.	COMMENT
LOW	src/qml/export-chapters/export-chapters.js	3721	//	COMMENT
LOW	src/qml/export-chapters/export-chapters.js	3741	// interpreted as an integer from 0-255, and then results in that many	COMMENT
LOW	src/qml/export-chapters/export-chapters.js	3901		COMMENT
LOW	src/qml/export-chapters/export-chapters.js	4061	// not an actual buffer we keep track of, but a measurement	COMMENT
LOW	src/qml/export-chapters/export-chapters.js	4821	}	COMMENT
LOW	src/qml/export-chapters/export-chapters.js	5141	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	src/qml/export-chapters/export-chapters.js	5261	dest.on('close', cleanup);	COMMENT
80 more matches not shown…

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/docks/subtitlesdock.cpp	1326	// Mute tracks as requested	COMMENT

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/build-shotcut.sh	640	# Git, just use blank or the hash.	COMMENT
MEDIUM	src/docks/encodedock.cpp	337	// Let 8-bit processing modes utilize full range RGB	COMMENT

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/controllers/addonqmlgenerator.cpp	911	" function convertRectangleKeyframesToPixels() {\n"	CODE
LOW	src/controllers/addonqmlgenerator.cpp	1063	" function rewriteRectangleKeyframes() {\n"	CODE
LOW	src/controllers/addonqmlgenerator.cpp	1106	" function convertExtraRectKeyframes(name) {\n"	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/qml/export-chapters/export-chapters.js	5059	// number of bytes available, we need to check if we end on a leading/high	COMMENT

mltframework/shotcut

Open-Source Code Quality, Security and Technical Debt Review