1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

23.0K

Stars

C++

Language

95.9K

Lines of Code

945

Files

111

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 5.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 110 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 6.1/100 · LOW

Which changes need focused human review? 111 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 1HIGH 0MEDIUM 0LOW 110

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 111 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 Block90 hits · 90 pts

Severity	File	Line	Snippet	Context
LOW	appendix/GamePadViewer/src/game_pad_viewer.cpp	1	#include "game_pad_viewer.hpp"	COMMENT
LOW	appendix/get_frontmost_application_history/main.cpp	1	#include "console_user_server_client.hpp"	COMMENT
LOW	tests/src/types/src/test.cpp	1	#include "device_identifiers_test.hpp"	COMMENT
LOW	…src/core_configuration/src/core_configuration_test.hpp	1	#include "../../share/ut_helper.hpp"	COMMENT
LOW	…src/core_configuration/src/core_configuration_test.hpp	1021	// "from 3": "to 3",	COMMENT
LOW	…src/core_configuration/src/core_configuration_test.hpp	1041	// "": "",	COMMENT
LOW	…src/core_configuration/src/core_configuration_test.hpp	1061	profile.get_simple_modifications()->push_back_pair();	COMMENT
LOW	tests/src/share/manipulator_helper.hpp	1	#pragma once	COMMENT
LOW	src/bin/cli/src/set_variables_from_stdin.hpp	1	#pragma once	COMMENT
LOW	src/bin/cli/src/main.cpp	1	#pragma clang diagnostic push	COMMENT
LOW	src/bin/cli/src/Bridging-Header.h	1	#include "pqrs/osx/process_info/impl/Bridging-Header.h"	COMMENT
LOW	…vice/include/core_service/agent/components_manager.hpp	1	#pragma once	COMMENT
LOW	…vice/include/core_service/agent/permission_checker.hpp	1	#pragma once	COMMENT
LOW	…ice/include/core_service/daemon/components_manager.hpp	1	#pragma once	COMMENT
LOW	…Service/include/core_service/daemon/device_grabber.hpp	1	#pragma once	COMMENT
LOW	…Service/include/core_service/daemon/device_grabber.hpp	21	#include "manipulator/manipulator_managers_connector.hpp"	COMMENT
LOW	…s/CoreService/include/core_service/daemon/receiver.hpp	1	#pragma once	COMMENT
LOW	…on/device_grabber_details/game_pad_stick_converter.hpp	1	#pragma once	COMMENT
LOW	…on/device_grabber_details/game_pad_stick_converter.hpp	21	// This event should be properly ignored.	COMMENT
LOW	…e/core_service/daemon/device_grabber_details/entry.hpp	1	#pragma once	COMMENT
LOW	…c/apps/CoreService/include/core_service/main/agent.hpp	1	#pragma once	COMMENT
LOW	…c/apps/CoreService/include/core_service/main/agent.hpp	101		COMMENT
LOW	…/apps/CoreService/include/core_service/main/daemon.hpp	1	#pragma once	COMMENT
LOW	src/apps/CoreService/swift/Bridging-Header.h	1	#include "pqrs/osx/accessibility/impl/Bridging-Header.h"	COMMENT
LOW	…ver/include/console_user_server/components_manager.hpp	1	#pragma once	COMMENT
LOW	…oleUserServer/include/console_user_server/receiver.hpp	1	#pragma once	COMMENT
LOW	…lude/console_user_server/software_function_handler.hpp	1	#pragma once	COMMENT
LOW	…lude/console_user_server/software_function_handler.hpp	41	void add_frontmost_application_history(const application& application) {	COMMENT
LOW	…lude/console_user_server/software_function_handler.hpp	61	// 1. Mail	COMMENT
LOW	src/apps/ConsoleUserServer/swift/Bridging-Header.h	1	#include "console_user_server/runtime.h"	COMMENT
LOW	src/apps/ConsoleUserServer/src/runtime.cpp	1	#include "console_user_server/runtime.h"	COMMENT
LOW	src/apps/ConsoleUserServer/src/runtime.cpp	81		COMMENT
LOW	src/apps/MultitouchExtension/src/Bridging-Header.h	1	#include "MultitouchPrivate.h"	COMMENT
LOW	src/apps/SettingsWindow/src/ContentViewStates.swift	61	context.servicesEnabled = nil	COMMENT
LOW	src/apps/SettingsWindow/src/Bridging-Header.h	1	#include "cpp/settings.hpp"	COMMENT
LOW	…ettingsWindow/src/cpp/settings_configuration_store.hpp	1	#pragma once	COMMENT
LOW	src/apps/SettingsWindow/src/cpp/settings.cpp	1	#include "settings.hpp"	COMMENT
LOW	src/apps/EventViewer/src/event_viewer.cpp	1	#include "event_viewer.hpp"	COMMENT
LOW	src/apps/share/swift/ServiceManagementHelper.swift	41	var pendingServices = services	COMMENT
LOW	src/share/hid_device_events_monitor.hpp	1	#pragma once	COMMENT
LOW	src/share/complex_modifications_assets_file.hpp	1	#pragma once	COMMENT
LOW	src/share/console_user_server_peer.hpp	1	#pragma once	COMMENT
LOW	src/share/iokit_utility.hpp	1	#pragma once	COMMENT
LOW	src/share/app_icon.hpp	1	#pragma once	COMMENT
LOW	src/share/notification_message_manager.hpp	1	#pragma once	COMMENT
LOW	src/share/event_tap_utility.hpp	61	return (flags & kCGEventFlagMaskSecondaryFn) ? event_type::key_down : event_type::key_up;	COMMENT
LOW	src/share/event_tap_utility.hpp	81	// JIS \| 0x0251 \| Wired Keyboard 2007 B JIS Map \| 48	COMMENT
LOW	src/share/event_queue.hpp	1	#pragma once	COMMENT
LOW	src/share/hid_keyboard_caps_lock_led_state_manager.hpp	1	#pragma once	COMMENT
LOW	src/share/constants.hpp	1	#pragma once	COMMENT
LOW	src/share/keyboard_suppression.hpp	1	#pragma once	COMMENT
LOW	src/share/keyboard_suppression.hpp	21	// Behavior:	COMMENT
LOW	src/share/keyboard_suppression.hpp	41	// necessarily produce a CGEvent immediately, or at all. With CGEventTap fallback	COMMENT
LOW	src/share/caps_lock_led_override_manager.hpp	1	#pragma once	COMMENT
LOW	src/share/xpc_client.hpp	1	#pragma once	COMMENT
LOW	src/share/process_lifecycle_manager.hpp	1	#pragma once	COMMENT
LOW	src/share/device_properties.hpp	81	//	COMMENT
LOW	src/share/device_properties.hpp	161	// The is_consumer property was added later, so compatibility with previous versions must be maintained.	COMMENT
LOW	src/share/types.hpp	1	#pragma once	COMMENT
LOW	src/share/types.hpp	21	#include "types/momentary_switch_event.hpp"	COMMENT
30 more matches not shown…

Hyper-Verbose Identifiers10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	tests/scripts/format_test_json.py	21	def find_compactable_object_spans(text):	CODE
LOW	tests/src/localization/test.py	19	def test_key_prefixes_match_resource_paths(self):	CODE
LOW	tests/src/localization/test.py	28	def test_application_translation_references(self):	CODE
LOW	tests/src/localization/test.py	75	def test_nested_resources_and_format(self):	CODE
LOW	tests/src/localization/test.py	121	def test_no_missing_translations_are_not_printed(self):	CODE
LOW	tests/src/localization/test.py	154	def test_duplicates_prevent_any_formatting(self):	CODE
LOW	tests/src/localization/test.py	171	def test_compile_catalog_and_preserve_output_on_invalid_sources(self):	CODE
LOW	tests/src/localization/test.py	218	def test_duplicate_keys_inside_one_file(self):	CODE
LOW	tests/src/localization/test.py	230	def test_empty_directory_is_rejected(self):	CODE
LOW	src/apps/localization/scripts/localizations.py	128	def print_missing_translations(resources):	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	…gsWindow/src/View/ComplexModificationsAssetsView.swift	56	settings.configuration.selectedProfile.complexModifications.rules.contains(	CODE

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	README.md	58	#### Step 1: Get the source code	COMMENT
LOW	README.md	68	#### Step 2: Prepare code signing identities	COMMENT
LOW	README.md	104	#### Step 3: Build a package	COMMENT
LOW	README.md	115	#### Step 4: Install the package you built	COMMENT

Deep Nesting6 hits · 6 pts

Severity	File	Line	Context
LOW	tests/scripts/format_test_json.py	21	CODE
LOW	tests/scripts/format_test_json.py	92	CODE
LOW	tests/scripts/format_test_json.py	127	CODE
LOW	tests/scripts/format_test_json.py	172	CODE
LOW	tests/scripts/update_tests_input_json.py	9	CODE
LOW	scripts/update_version.py	10	CODE

pqrs-org/Karabiner-Elements

Open-Source Code Quality, Security and Technical Debt Review