0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

29.6K

Stars

C++

Language

672.0K

Lines of Code

951

Files

178

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 1.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 167 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 12 finding(s).

PR Review Velocity Impact 1.4/100 · LOW

Which changes need focused human review? 178 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 2LOW 175

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 178 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 Block154 hits · 154 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	# Copyright (C) 2026 KeePassXC Team <team@keepassxc.org>	COMMENT
LOW	release-tool.py	1	#!/usr/bin/env python3	COMMENT
LOW	release-tool.py	41		COMMENT
LOW	tests/CMakeLists.txt	1	# Copyright (C) 2026 KeePassXC Team <team@keepassxc.org>	COMMENT
LOW	tests/TestKeys.cpp	21	#include <QBuffer>	COMMENT
LOW	tests/TestCli.cpp	21	#include "core/Bootstrap.h"	COMMENT
LOW	tests/TestCli.cpp	41	#include "cli/Edit.h"	COMMENT
LOW	tests/TestKeePass1Reader.cpp	21	#include <QBuffer>	COMMENT
LOW	tests/TestKdbx4.cpp	21	#include "core/Metadata.h"	COMMENT
LOW	tests/TestEntryModel.cpp	21	#include <QSignalSpy>	COMMENT
LOW	tests/TestAutoType.cpp	21	#include <QRegularExpression>	COMMENT
LOW	tests/TestImports.cpp	21	#include "core/Group.h"	COMMENT
LOW	tests/TestDatabase.cpp	21	#include <QRegularExpression>	COMMENT
LOW	tests/TestPasskeys.cpp	21	#include "browser/BrowserPasskeysClient.h"	COMMENT
LOW	tests/gui/TestGui.cpp	21		COMMENT
LOW	tests/gui/TestGui.cpp	41	#include "crypto/Crypto.h"	COMMENT
LOW	tests/gui/TestGui.cpp	61	#include "gui/entry/EntryView.h"	COMMENT
LOW	tests/gui/CMakeLists.txt	1	# Copyright (C) 2011 Felix Geyer <debfx@fobos.de>	COMMENT
LOW	tests/gui/TestGuiBrowser.cpp	21		COMMENT
LOW	tests/gui/TestGuiFdoSecrets.cpp	21	#include "fdosecrets/FdoSecretsPlugin.h"	COMMENT
LOW	tests/gui/attachments/TestTextAttachmentsWidget.cpp	1	#include "TestTextAttachmentsWidget.h"	COMMENT
LOW	tests/gui/attachments/TestAttachmentsGui.cpp	1	#include <QtTest>	COMMENT
LOW	utils/keepassxc-flatpak-wrapper.sh	1	#!/usr/bin/env bash	COMMENT
LOW	utils/makeappicons.sh	1	#!/usr/bin/env bash	COMMENT
LOW	utils/makeappicons.sh	21	# How to use: (assuming you check out stuff in ~/src)	COMMENT
LOW	utils/keepassxc-snap-helper.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docs/CMakeLists.txt	1	# Copyright (C) 2020 KeePassXC Team <team@keepassxc.org>	COMMENT
LOW	docs/styles/dark.css	121	.menuseq,.menuref{color:#000}	COMMENT
LOW	docs/styles/dark.css	141	#header .details br{display:none}	COMMENT
LOW	docs/styles/dark.css	161	#toc.toc2>ul{font-size:.9em;margin-bottom:0}	COMMENT
LOW	.github/CONTRIBUTING.md	141	// Class includes	COMMENT
LOW	share/CMakeLists.txt	1	# Copyright (C) 2011 Felix Geyer <debfx@fobos.de>	COMMENT
LOW	share/translations/CMakeLists.txt	1	# Copyright (C) 2025 KeePassXC Team <team@keepassxc.org>	COMMENT
LOW	src/CMakeLists.txt	1	# Copyright (C) 2026 KeePassXC Team <team@keepassxc.org>	COMMENT
LOW	src/main.cpp	21	#include <QFile>	COMMENT
LOW	src/core/Global.h	21	#ifndef KEEPASSX_GLOBAL_H	COMMENT
LOW	src/core/EntryAttachments.cpp	21	#include "core/Global.h"	COMMENT
LOW	src/core/Entry.cpp	21	#include "core/Config.h"	COMMENT
LOW	src/core/Database.cpp	21	#include "core/AsyncTask.h"	COMMENT
LOW	src/core/Alloc.cpp	21	#include <cstdlib>	COMMENT
LOW	src/core/Config.cpp	21		COMMENT
LOW	src/core/Database.h	21		COMMENT
LOW	src/core/Bootstrap.cpp	21		COMMENT
LOW	src/core/Bootstrap.cpp	101	#endif	COMMENT
LOW	src/core/Tools.cpp	21	* along with this program. If not, see <http://www.gnu.org/licenses/>.	COMMENT
LOW	src/quickunlock/WindowsHello.cpp	21	#include <winrt/base.h>	COMMENT
LOW	src/quickunlock/QuickUnlockInterface.cpp	21	#if defined(Q_OS_MACOS)	COMMENT
LOW	src/quickunlock/TouchID.mm	21	#include "crypto/SymmetricCipher.h"	COMMENT
LOW	src/quickunlock/TouchID.mm	141		COMMENT
LOW	src/proxy/CMakeLists.txt	1	# Copyright (C) 2025 KeePassXC Team <team@keepassxc.org>	COMMENT
LOW	src/proxy/NativeMessagingProxy.cpp	21	#include <QCoreApplication>	COMMENT
LOW	src/fdosecrets/objects/Item.cpp	21	#include "fdosecrets/FdoSecretsPlugin.h"	COMMENT
LOW	src/fdosecrets/objects/SessionCipher.cpp	21		COMMENT
LOW	src/fdosecrets/dbus/DBusTypes.cpp	61	}	COMMENT
LOW	src/cli/Utils.cpp	21	#include "core/Entry.h"	COMMENT
LOW	src/cli/CMakeLists.txt	1	# Copyright (C) 2025 KeePassXC Team	COMMENT
LOW	src/cli/Command.cpp	21	#include "AttachmentExport.h"	COMMENT
LOW	src/cli/keepassxc-cli.cpp	21	#include "Command.h"	COMMENT
LOW	src/qrcode/CMakeLists.txt	1	# Copyright (C) 2025 KeePassXC Team <team@keepassxc.org>	COMMENT
LOW	src/keeshare/CMakeLists.txt	1	# Copyright (C) 2025 KeePassXC Team <team@keepassxc.org>	COMMENT
94 more matches not shown…

Hyper-Verbose Identifiers7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	release-tool.py	375	def _macos_get_codesigning_identity(user_choice=None):	CODE
LOW	release-tool.py	404	def _macos_validate_keychain_profile(keychain_profile):	CODE
LOW	release-tool.py	505	def check_release_does_not_exist(tag_name, cwd=None):	CODE
LOW	release-tool.py	535	def check_version_in_vcpkg_manifest(version, cwd=None):	CODE
LOW	release-tool.py	769	def _get_vcpkg_toolchain_file(path=None):	CODE
LOW	release-tool.py	1223	def check_transifex_cmd_exists():	CODE
LOW	release-tool.py	1229	def check_transifex_config_exists(src_dir):	CODE

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/TestKeePass1Reader.cpp	69	QCOMPARE(entry11->notes(), QString("Lorem ipsum\ndolor sit amet"));	CODE
LOW	tests/TestKeePass1Reader.cpp	69	QCOMPARE(entry11->notes(), QString("Lorem ipsum\ndolor sit amet"));	CODE
LOW	tests/TestImports.cpp	266	QCOMPARE(attr->value("card_cardholderName"), QStringLiteral("Jane Doe"));	CODE
LOW	tests/TestImports.cpp	395	QCOMPARE(entry->username(), QStringLiteral("user@example.com"));	CODE
LOW	tests/data/bitwarden_nested_export.json	121	"username": "user@example.com",	CODE
LOW	tests/data/bitwarden_export.json	77	"cardholderName": "Jane Doe",	CODE

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	utils/keepassxc-snap-helper.sh	102	# --------------------------------	COMMENT
MEDIUM	utils/keepassxc-snap-helper.sh	104	# --------------------------------	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	release-tool.py	359	out = _run(f'cmd /c "{vs_cmd}" -arch={arch} -host_arch={host_arch} -no_logo && set', cwd=None, text=True).stdout	CODE

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	release-tool.py	313	CODE
LOW	release-tool.py	375	CODE
LOW	release-tool.py	1141	CODE
LOW	release-tool.py	1243	CODE

Excessive Try-Catch Wrapping2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	release-tool.py	302	except Exception as e:	CODE
LOW	release-tool.py	1466	except Exception as e:	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/gui/osutils/nixutils/NixUtils.cpp	120	// TODO: implement	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	release-tool.py	186		CODE

keepassxreboot/keepassxc

Open-Source Code Quality, Security and Technical Debt Review