1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

11.0K

Stars

C++

Language

140.3K

Lines of Code

940

Files

152

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 5.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 145 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

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

Agent Over-Engineering Ratio 0.2/100 · LOW

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

PR Review Velocity Impact 5.4/100 · LOW

Which changes need focused human review? 152 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 0LOW 151

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 152 distinct pattern matches across 8 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 Block138 hits · 138 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	261	set(Launcher_OPENAL_LIBRARY_NAME "OpenAL.dll" CACHE STRING "Name of native openal library")	COMMENT
LOW	launcher/MMCZip.h	41	#include <QFuture>	COMMENT
LOW	launcher/BaseInstance.h	41	#include <QDataStream>	COMMENT
LOW	launcher/InstanceImportTask.cpp	41	#include "NullInstance.h"	COMMENT
LOW	launcher/AssertHelpers.h	21	#if defined(ASSERT_NEVER)	COMMENT
LOW	launcher/ResourceDownloadTask.cpp	21		COMMENT
LOW	launcher/FileSystem.cpp	41		COMMENT
LOW	launcher/FileSystem.cpp	61		COMMENT
LOW	launcher/FileSystem.cpp	81	#include <filesystem>	COMMENT
LOW	launcher/FileSystem.cpp	101	#include <sys/clonefile.h>	COMMENT
LOW	launcher/FileSystem.cpp	161	#define FSCTL_GET_INTEGRITY_INFORMATION \	COMMENT
LOW	launcher/InstanceList.cpp	41	#include <QDirListing>	COMMENT
LOW	launcher/InstanceCopyTask.h	1	#pragma once	COMMENT
LOW	launcher/LaunchController.cpp	41	#include "minecraft/auth/AccountList.h"	COMMENT
LOW	launcher/InstancePageProvider.h	1	#pragma once	COMMENT
LOW	launcher/Application.cpp	41	*/	COMMENT
LOW	launcher/Application.cpp	61	#include "ui/pages/global/AccountListPage.h"	COMMENT
LOW	launcher/Application.cpp	81		COMMENT
LOW	launcher/Application.cpp	101	#include <QStringList>	COMMENT
LOW	launcher/Application.cpp	121	#include "settings/INISettingsObject.h"	COMMENT
LOW	launcher/Application.cpp	141	#endif	COMMENT
LOW	launcher/Application.cpp	181	"%{if-critical}Critical:%{endif}"	COMMENT
LOW	launcher/BaseInstance.cpp	41	#include <QDir>	COMMENT
LOW	launcher/LibraryUtils.cpp	21	#include <QString>	COMMENT
LOW	launcher/ui/MainWindow.cpp	41	#include "Application.h"	COMMENT
LOW	launcher/ui/MainWindow.cpp	61	#include <QInputDialog>	COMMENT
LOW	launcher/ui/MainWindow.cpp	81	#include <InstanceList.h>	COMMENT
LOW	launcher/ui/MainWindow.cpp	101	#include "ui/dialogs/ExportPackDialog.h"	COMMENT
LOW	launcher/ui/MainWindow.cpp	121	#include "minecraft/mod/TexturePackFolderModel.h"	COMMENT
LOW	launcher/ui/GuiUtil.cpp	41	#include <QBuffer>	COMMENT
LOW	launcher/ui/java/InstallJavaDialog.cpp	21	#include <QCheckBox>	COMMENT
LOW	launcher/ui/dialogs/ExportToModListDialog.cpp	21	#include <QComboBox>	COMMENT
LOW	launcher/ui/dialogs/NewInstanceDialog.cpp	41	#include "Application.h"	COMMENT
LOW	launcher/ui/dialogs/NewInstanceDialog.cpp	61	#include <QPushButton>	COMMENT
LOW	launcher/ui/dialogs/MSALoginDialog.cpp	41	#include "ui_MSALoginDialog.h"	COMMENT
LOW	launcher/ui/dialogs/BlockedModsDialog.cpp	21	*	COMMENT
LOW	launcher/ui/dialogs/ExportInstanceDialog.cpp	41	#include <QFileDialog>	COMMENT
LOW	launcher/ui/dialogs/NewComponentDialog.cpp	41	#include <InstanceList.h>	COMMENT
LOW	launcher/ui/dialogs/ResourceUpdateDialog.cpp	1	#include "ResourceUpdateDialog.h"	COMMENT
LOW	launcher/ui/dialogs/InstallLoaderDialog.cpp	21	#include <QDialogButtonBox>	COMMENT
LOW	launcher/ui/dialogs/CreateShortcutDialog.cpp	41	#include "BuildConfig.h"	COMMENT
LOW	launcher/ui/dialogs/ExportPackDialog.cpp	21	#include "modplatform/ModIndex.h"	COMMENT
LOW	launcher/ui/dialogs/ResourceDownloadDialog.cpp	21	#include <QList>	COMMENT
LOW	launcher/ui/dialogs/skins/SkinManageDialog.cpp	21	#include "ui/dialogs/skins/draw/SkinOpenGLWindow.h"	COMMENT
LOW	launcher/ui/dialogs/skins/draw/SkinOpenGLWindow.cpp	21	#include <QMouseEvent>	COMMENT
LOW	launcher/ui/setupwizard/JavaWizardPage.cpp	1	#include "JavaWizardPage.h"	COMMENT
LOW	launcher/ui/pages/modplatform/ResourcePage.h	1	// SPDX-FileCopyrightText: 2023 flowln <flowlnlnln@gmail.com>	COMMENT
LOW	launcher/ui/pages/modplatform/ResourcePage.cpp	41	#include "modplatform/ModIndex.h"	COMMENT
LOW	launcher/ui/pages/modplatform/ResourceModel.cpp	1	// SPDX-FileCopyrightText: 2023 flowln <flowlnlnln@gmail.com>	COMMENT
LOW	launcher/ui/pages/modplatform/ModModel.cpp	1	// SPDX-FileCopyrightText: 2023 flowln <flowlnlnln@gmail.com>	COMMENT
LOW	launcher/ui/pages/modplatform/ModModel.h	1	// SPDX-FileCopyrightText: 2023 flowln <flowlnlnln@gmail.com>	COMMENT
LOW	launcher/ui/pages/modplatform/ResourceModel.h	1	// SPDX-FileCopyrightText: 2023 flowln <flowlnlnln@gmail.com>	COMMENT
LOW	launcher/ui/pages/modplatform/technic/TechnicPage.cpp	41	#include <QKeyEvent>	COMMENT
LOW	launcher/ui/pages/modplatform/flame/FlameModel.cpp	1	#include "FlameModel.h"	COMMENT
LOW	launcher/ui/pages/modplatform/flame/FlameModel.h	1	#pragma once	COMMENT
LOW	launcher/ui/pages/modplatform/import_ftb/ListModel.cpp	21	#include <QDirListing>	COMMENT
LOW	launcher/ui/pages/instance/ServersPage.cpp	41	#include "ui/dialogs/CustomMessageBox.h"	COMMENT
LOW	launcher/ui/pages/instance/VersionPage.cpp	41	#include "Application.h"	COMMENT
LOW	launcher/ui/pages/instance/VersionPage.cpp	61	#include "ui/dialogs/CustomMessageBox.h"	COMMENT
LOW	launcher/ui/pages/instance/ModFolderPage.cpp	41	#include "ui/dialogs/ExportToModListDialog.h"	COMMENT
78 more matches not shown…

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	launcher/VersionProxyModel.cpp	216	QPixmapCache::find("placeholder", &pixmap);	CODE
LOW	launcher/VersionProxyModel.cpp	220	QPixmapCache::insert("placeholder", px);	CODE
LOW	launcher/ui/pages/instance/ScreenshotsPage.cpp	160	m_thumbnailCache->add("placeholder", QIcon::fromTheme("screenshot-placeholder"));	CODE
LOW	launcher/ui/pages/instance/ScreenshotsPage.cpp	194	return (m_thumbnailCache->get("placeholder"));	CODE
LOW	tests/INIFile_test.cpp	51	QTest::newRow("Plain text") << "Lorem ipsum dolor sit amet.";	CODE
LOW	tests/INIFile_test.cpp	51	QTest::newRow("Plain text") << "Lorem ipsum dolor sit amet.";	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tools/ninjatracing.py	132	except IOError:	CODE

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	launcher/ui/MainWindow.cpp	997	// And also we need to check if it ends with .zip, instead of any better way	COMMENT
LOW	launcher/ui/pages/modplatform/ImportPage.cpp	149	// And also we need to check if it ends with .zip, instead of any better way	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/labels.js	30	async function syncPullRequestRebaseLabel(github, owner, repo, number) {	CODE
LOW	.github/scripts/labels.js	56	async function addPullRequestIssueLabels(github, owner, repo, number) {	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	launcher/minecraft/mod/ResourceFolderModel.cpp	495	// TODO: implement not only copy, but also move	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/ninjatracing.py	105	# Check if any event duration is greater than the duration from ninja.	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/ninjatracing.py	121		CODE

PrismLauncher/PrismLauncher

Open-Source Code Quality, Security and Technical Debt Review