2.6

Adjusted Signal

2.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.3K

Stars

C++

Language

327.6K

Lines of Code

1.8K

Files

845

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 11.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 807 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 30 finding(s).

Agent Over-Engineering Ratio 1.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 65 finding(s).

PR Review Velocity Impact 12.4/100 · LOW

Which changes need focused human review? 845 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 2MEDIUM 6LOW 837

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 845 distinct pattern matches across 13 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 Block733 hits · 706 pts

Severity	File	Line	Snippet	Context
LOW	buf.yaml	21	# Enums older than these rules break them, and renaming their values would	COMMENT
LOW	tools/screenshots/take-screenshots.sh	1	#!/bin/sh	COMMENT
LOW	tools/screenshots/post_screenshots.sh	1	#!/usr/bin/env bash	COMMENT
LOW	gst/moodbar/gstfastspectrum.cpp	21		COMMENT
LOW	gst/moodbar/gstfastspectrum.h	21	// Adapted from gstspectrum for Clementine with the following changes:	COMMENT
LOW	ext/libclementine-common/core/logging.cpp	21		COMMENT
LOW	ext/libclementine-common/core/messagehandler.h	21	#include <QMap>	COMMENT
LOW	ext/libclementine-common/core/logging.h	21	#include <string>	COMMENT
LOW	ext/libclementine-common/core/lazy.h	21	#include <functional>	COMMENT
LOW	ext/libclementine-common/core/closure.h	21	#include <chrono>	COMMENT
LOW	ext/libclementine-common/core/closure.h	41	// this, &Foo::HandleError, reply, id);	COMMENT
LOW	ext/libclementine-common/core/override.h	21	// it is available.	COMMENT
LOW	…/libclementine-common/core/scoped_nsautorelease_pool.h	1	// Copyright (c) 2011 The Chromium Authors. All rights reserved.	COMMENT
LOW	ext/libclementine-common/core/workerpool.h	21	#include <QAtomicInt>	COMMENT
LOW	ext/libclementine-tagreader/gmereader.cpp	1	#include "gmereader.h"	COMMENT
LOW	ext/libclementine-tagreader/tagreader.cpp	21	#include <apefile.h>	COMMENT
LOW	ext/libclementine-tagreader/tagreader.cpp	41	#ifdef TAGLIB_HAS_OPUS	COMMENT
LOW	ext/libclementine-tagreader/tagreader.cpp	61	#include "core/timeconstants.h"	COMMENT
LOW	ext/libclementine-tagreader/fmpsparser.cpp	41	// Parses a list of things (of type T) that are separated by two consecutive	COMMENT
LOW	tests/librarywatcher_test.cpp	21	// main one. Here it's the other way round: the watcher, backend and database	COMMENT
LOW	tests/librarywatcher_test.cpp	41		COMMENT
LOW	tests/castchannel_test.cpp	21	#include <QElapsedTimer>	COMMENT
LOW	tests/castmediaplayer_test.cpp	21	#include <QElapsedTimer>	COMMENT
LOW	tests/songloader_test.cpp	21	#include <QDir>	COMMENT
LOW	tests/mpris1_test.cpp	21		COMMENT
LOW	tests/mock_networkaccessmanager.h	21	#include <QByteArray>	COMMENT
LOW	tests/remotestreaming_test.cpp	21	#include <memory>	COMMENT
LOW	tests/upnp_test.cpp	21	#include <QTcpServer>	COMMENT
LOW	tests/internetbrowser_test.cpp	21	#include <QTest>	COMMENT
LOW	tests/mediasync_test.cpp	21	#include <QSettings>	COMMENT
LOW	tests/musicbrainzclient_test.cpp	21	#include <QEventLoop>	COMMENT
LOW	.github/workflows/release.yml	1	# Makes a numbered release every week there's something to tell users, with no	COMMENT
LOW	.github/workflows/distro-watch.yml	1	# Keeps the Linux releases CI builds in all.yml current: weekly, it finds one	COMMENT
LOW	.github/workflows/distro-watch.yml	21	# 4. In this repository's Settings > Secrets and variables > Actions, add:	COMMENT
LOW	.github/workflows/all.yml	301	- name: ccache statistics	COMMENT
LOW	.github/workflows/all.yml	741	runs-on: ${{ matrix.runner }}	COMMENT
LOW	.github/workflows/all.yml	921	artifact: release_fedora_44_aarch64	COMMENT
LOW	.github/workflows/all.yml	1261	cp /clang64/lib/gio/modules/libgiognutls.dll gio-modules/ \|\| true	COMMENT
LOW	.github/workflows/all.yml	2241	# .mm files build as Objective-C++; which language CMake assigns them	COMMENT
LOW	.github/workflows/all.yml	2441	with:	COMMENT
LOW	.github/workflows/all.yml	2541	# Posts the screenshots the Test, Windows and Mac jobs took on the pull	COMMENT
LOW	3rdparty/libmygpo-qt5/src/ApiRequest.h	21	***************************************************************************/	COMMENT
LOW	3rdparty/libmygpo-qt5/src/mygpo_export.h	21	***************************************************************************/	COMMENT
LOW	3rdparty/libmygpo-qt5/src/qjsonwrapper/Json.cpp	21		COMMENT
LOW	3rdparty/taglib/fileref.cpp	41	#include "oggflacfile.h"	COMMENT
LOW	3rdparty/taglib/audioproperties.cpp	21	* Alternatively, this file is available under the Mozilla Public *	COMMENT
LOW	3rdparty/taglib/taglib_export.h	21	* Alternatively, this file is available under the Mozilla Public *	COMMENT
LOW	3rdparty/taglib/ape/apetag.cpp	21	* Alternatively, this file is available under the Mozilla Public *	COMMENT
LOW	3rdparty/taglib/mpeg/mpegfile.cpp	21	* Alternatively, this file is available under the Mozilla Public *	COMMENT
LOW	3rdparty/taglib/mpeg/id3v2/id3v2frame.cpp	21	* Alternatively, this file is available under the Mozilla Public *	COMMENT
LOW	3rdparty/taglib/mpeg/id3v2/id3v2framefactory.cpp	21	* Alternatively, this file is available under the Mozilla Public *	COMMENT
LOW	3rdparty/taglib/mpeg/id3v2/id3v2tag.cpp	21	* Alternatively, this file is available under the Mozilla Public *	COMMENT
LOW	3rdparty/taglib/flac/flacfile.cpp	21	* Alternatively, this file is available under the Mozilla Public *	COMMENT
LOW	3rdparty/taglib/mpc/mpcfile.cpp	21	* Alternatively, this file is available under the Mozilla Public *	COMMENT
LOW	3rdparty/taglib/toolkit/tdebug.cpp	21	* Alternatively, this file is available under the Mozilla Public *	COMMENT
LOW	3rdparty/taglib/toolkit/tdebug.h	61	#else	COMMENT
LOW	3rdparty/taglib/toolkit/tutils.h	21	* Alternatively, this file is available under the Mozilla Public *	COMMENT
LOW	3rdparty/taglib/toolkit/tfile.cpp	21	* Alternatively, this file is available under the Mozilla Public *	COMMENT
LOW	3rdparty/taglib/toolkit/tfile.cpp	41	# define R_OK 4	COMMENT
LOW	3rdparty/taglib/toolkit/tfile.cpp	281	//	COMMENT
673 more matches not shown…

Hyper-Verbose Identifiers57 hits · 65 pts

Severity	File	Line	Snippet	Context
LOW	tools/remote-cli/tests/test_proto.py	4	def test_new_enums_start_unspecified() -> None:	CODE
LOW⚡	tools/remote-cli/tests/test_players.py	11	def test_with_start_replaces_t() -> None:	CODE
LOW⚡	tools/remote-cli/tests/test_players.py	18	def test_with_start_zero_removes_t() -> None:	CODE
LOW⚡	tools/remote-cli/tests/test_players.py	22	def test_clock_runs_only_while_playing() -> None:	CODE
LOW	tools/remote-cli/tests/test_formats.py	15	def test_limits_are_removed_from_the_mime_type() -> None:	CODE
LOW	tools/remote-cli/tests/smoke/conftest.py	45	def pytest_collection_modifyitems(	CODE
LOW	tools/remote-cli/tests/smoke/conftest.py	166	def clementine_with_stalled_radio(	CODE
LOW	tools/remote-cli/tests/smoke/conftest.py	178	def clementine_without_streaming(tmp_path: Path) -> Iterator[Clementine]:	CODE
LOW	tools/remote-cli/tests/smoke/conftest.py	184	def clementine_with_auth_code(tmp_path: Path) -> Iterator[Clementine]:	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	49	async def test_advertises_rendering(clementine: Clementine) -> None:	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	55	async def test_nothing_changes_without_the_setting(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	79	async def test_direct_serves_the_file_with_ranges(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	133	async def test_media_comes_from_where_the_renderer_connected(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	156	async def test_renderers_without_relative_urls_get_clementines_address(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	175	async def test_pipeline_encodes_what_the_renderer_cant_play(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	207	async def test_refused_format_is_retried_encoded(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	234	async def test_track_is_skipped_when_the_retry_fails_too(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	256	async def test_gapless_preload_is_used_without_a_reload(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	279	async def test_handing_playback_over_keeps_the_position(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	303	async def test_losing_the_renderer_pauses_here(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	338	async def test_media_urls_are_guarded(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	386	async def test_pipelines_per_renderer_are_limited(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	425	async def test_start_positions_are_clamped(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	450	async def test_a_renderer_id_cant_be_taken_from_another_address(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	475	async def test_oversized_request_heads_are_answered_once(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	489	async def test_browsing_plays_a_saved_radio_stream(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	501	async def test_a_stream_that_sends_nothing_times_out(	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	562	async def test_guessing_the_auth_code_is_limited(	CODE
LOW	tools/mac-update/tests/test_plan.py	65	def test_publishes_the_newest_release_with_the_notes_since_the_last(	CODE
LOW	tools/mac-update/tests/test_plan.py	85	def test_skips_development_builds(repo: Repo) -> None:	CODE
LOW	tools/mac-update/tests/test_plan.py	92	def test_a_release_without_notes_gets_the_general_note(repo: Repo) -> None:	CODE
LOW	tools/mac-update/tests/test_plan.py	103	def test_nothing_to_publish_when_the_newest_is_published(repo: Repo) -> None:	CODE
LOW	tools/mac-update/tests/test_plan.py	109	def test_skips_releases_without_a_dmg(repo: Repo) -> None:	CODE
LOW	tools/mac-update/tests/test_plan.py	122	def test_orders_releases_by_version(repo: Repo) -> None:	CODE
LOW	tools/mac-update/tests/test_plan.py	132	def test_takes_every_note_of_a_commit(repo: Repo) -> None:	CODE
LOW⚡	tools/mac-update/tests/test_publish.py	48	def test_accepts_a_dmg_signed_with_the_apps_key(dmg: Path) -> None:	CODE
LOW⚡	tools/mac-update/tests/test_publish.py	53	def test_refuses_a_dmg_signed_with_another_key(dmg: Path) -> None:	CODE
LOW⚡	tools/mac-update/tests/test_publish.py	59	def test_refuses_an_app_that_checks_another_feed(dmg: Path) -> None:	CODE
LOW⚡	tools/mac-update/tests/test_publish.py	66	def test_refuses_an_app_built_without_sparkle(dmg: Path) -> None:	CODE
LOW⚡	tools/mac-update/tests/test_publish.py	72	def test_refuses_a_build_the_feed_cant_compare(dmg: Path) -> None:	CODE
LOW⚡	tools/mac-update/tests/test_publish.py	79	def test_refuses_an_info_plist_without_a_key() -> None:	CODE
LOW⚡	tools/mac-update/tests/test_publish.py	86	def test_entry_describes_the_build_from_its_app(dmg: Path) -> None:	CODE
LOW⚡	tools/mac-update/tests/test_publish.py	173	def test_put_names_the_update_after_its_build(dmg: Path, store: FakeClient) -> None:	CODE
LOW⚡	tools/mac-update/tests/test_publish.py	181	def test_put_keeps_every_update(dmg: Path, store: FakeClient) -> None:	CODE
LOW⚡	tools/mac-update/tests/test_publish.py	191	def test_put_replaces_the_same_build(dmg: Path, store: FakeClient) -> None:	CODE
LOW⚡	tools/mac-update/tests/test_publish.py	197	def test_put_refuses_a_lower_build(dmg: Path, store: FakeClient) -> None:	CODE
LOW⚡	tools/mac-update/tests/test_publish.py	204	def test_put_compares_with_the_most_recent_update(dmg: Path, store: FakeClient) -> None:	CODE
LOW⚡	tools/mac-update/tests/test_publish.py	211	def test_builds_compare_as_sparkle_compares_them() -> None:	CODE
LOW	tools/mac-update/tests/test_sparkle.py	39	def test_unpacks_the_framework_and_tools(tmp_path: Path) -> None:	CODE
LOW	tools/mac-update/tests/test_sparkle.py	49	def test_refuses_an_archive_with_another_checksum(tmp_path: Path) -> None:	CODE
LOW	tools/apt-repo/tests/test_repo.py	31	def test_publishes_signed_suites(	CODE
LOW	tools/apt-repo/tests/test_repo.py	72	def test_picks_up_where_it_left_off(	CODE
LOW	tools/apt-repo/tests/test_repo.py	91	def test_same_version_again_replaces_it(	CODE
LOW	tools/apt-repo/tests/test_repo.py	101	def test_prunes_oldest_versions(make_deb: MakeDeb, key: Key, tmp_path: Path) -> None:	CODE
LOW	tools/apt-repo/tests/test_openpgp.py	11	def test_public_key_is_what_gpg_reads(key: Key, keyring: Path) -> None:	CODE
LOW	tools/apt-repo/tests/test_openpgp.py	29	def test_public_key_is_the_same_every_time(key: Key) -> None:	CODE
LOW	3rdparty/libmygpo-qt5/src/RequestHandler.h	37	class RequestHandler	CODE

Unused Imports29 hits · 28 pts

Severity	File	Line	Context
LOW	tools/remote-cli/tests/smoke/conftest.py	9	CODE
LOW	tools/remote-cli/tests/smoke/harness.py	3	CODE
LOW	tools/remote-cli/tests/smoke/test_smoke.py	3	CODE
LOW	tools/remote-cli/src/clementine_remote/browse.py	7	CODE
LOW	tools/remote-cli/src/clementine_remote/renderer.py	3	CODE
LOW	tools/remote-cli/src/clementine_remote/events.py	3	CODE
LOW	tools/remote-cli/src/clementine_remote/connection.py	3	CODE
LOW	tools/remote-cli/src/clementine_remote/cli.py	3	CODE
LOW	tools/remote-cli/src/clementine_remote/players.py	8	CODE
LOW	tools/remote-cli/src/clementine_remote/formats.py	3	CODE
LOW	tools/remote-cli/src/clementine_remote/proto.py	10	CODE
LOW	tools/remote-cli/src/clementine_remote/proto.py	65	CODE
LOW	tools/mac-update/tests/test_plan.py	1	CODE
LOW	tools/mac-update/tests/test_publish.py	1	CODE
LOW	tools/mac-update/tests/test_sparkle.py	1	CODE
LOW	tools/mac-update/src/clementine_mac_update/plan.py	15	CODE
LOW	tools/mac-update/src/clementine_mac_update/cli.py	9	CODE
LOW	tools/mac-update/src/clementine_mac_update/sparkle.py	8	CODE
LOW	tools/mac-update/src/clementine_mac_update/publish.py	15	CODE
LOW	tools/apt-repo/tests/test_version.py	1	CODE
LOW	tools/apt-repo/tests/conftest.py	3	CODE
LOW	tools/apt-repo/tests/test_repo.py	1	CODE
LOW	tools/apt-repo/tests/test_openpgp.py	1	CODE
LOW	tools/apt-repo/src/clementine_apt/version.py	3	CODE
LOW	tools/apt-repo/src/clementine_apt/deb.py	3	CODE
LOW	tools/apt-repo/src/clementine_apt/signers.py	3	CODE
LOW	tools/apt-repo/src/clementine_apt/cli.py	8	CODE
LOW	tools/apt-repo/src/clementine_apt/repo.py	14	CODE
LOW	tools/apt-repo/src/clementine_apt/openpgp.py	10	CODE

AI Slop Vocabulary4 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM	3rdparty/taglib/mpeg/mpegproperties.cpp	193	// TODO: Make this more robust with audio property detection for VBR without a	COMMENT
MEDIUM	…projectm/src/libprojectM/Renderer/Platform/GLProbe.hpp	46	std::string flags; //!< "debug,fwd,robust", "none", "n/a"	CODE
MEDIUM	3rdparty/gmock/gtest/include/gtest/gtest-death-test.h	135	// This implementation is not meant to be as highly tuned or robust	COMMENT
MEDIUM	3rdparty/gmock/gtest/include/gtest/gtest-death-test.h	207	// In practice, this can be used to test functions that utilize the	COMMENT

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	tools/remote-cli/tests/smoke/test_smoke.py	332	except TimeoutError:	CODE
HIGH	tools/remote-cli/src/clementine_remote/cli.py	437	except KeyboardInterrupt:	CODE

Deep Nesting6 hits · 6 pts

Severity	File	Line	Context
LOW	tools/remote-cli/src/clementine_remote/renderer.py	203	CODE
LOW	tools/remote-cli/src/clementine_remote/cli.py	212	CODE
LOW	tools/remote-cli/src/clementine_remote/formats.py	19	CODE
LOW	tools/mac-update/src/clementine_mac_update/sparkle.py	32	CODE
LOW	tools/apt-repo/src/clementine_apt/deb.py	27	CODE
LOW	tools/apt-repo/src/clementine_apt/deb.py	83	CODE

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	3rdparty/libprojectm/scripts/test-macos-framework.sh	229	# ============================================================================	COMMENT
MEDIUM	3rdparty/libprojectm/scripts/test-macos-framework.sh	231	# ============================================================================	COMMENT

Verbosity Indicators2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/internet/subsonic/subsonicservice.h	200	// Step 1: use getAlbumList2 type=alphabeticalByName to list all albums	COMMENT
LOW⚡	src/internet/subsonic/subsonicservice.h	202	// Step 2: use getAlbum id=? to list all songs for each album	COMMENT

Structural Annotation Overuse2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/internet/subsonic/subsonicservice.h	200	// Step 1: use getAlbumList2 type=alphabeticalByName to list all albums	COMMENT
LOW⚡	src/internet/subsonic/subsonicservice.h	202	// Step 2: use getAlbum id=? to list all songs for each album	COMMENT

Modern Structural Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tools/remote-cli/src/clementine_remote/renderer.py	108	async def set_state(self, state: pb.RendererState) -> None:	CODE
LOW	tools/remote-cli/src/clementine_remote/players.py	66	async def set_volume(self, volume: int) -> None:	CODE
LOW	tools/remote-cli/src/clementine_remote/players.py	263	async def set_volume(self, volume: int) -> None:	CODE
LOW	tools/remote-cli/src/clementine_remote/proto.py	67	__all__ = ["pb"]	CODE

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/playlist/playlist.cpp	302	// Don't forget to change Playlist::CompareItems when adding new columns	COMMENT
LOW	src/internet/core/internetmodel.cpp	174	// Don't forget to delete from shown_services too	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	3rdparty/libprojectm/scripts/test-macos-framework.sh	257	# Check if any C++ headers exist to determine if we should validate them	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…ibprojectm/src/libprojectM/Renderer/TextureManager.cpp	29	, m_placeholderTexture(std::make_shared<Texture>("placeholder", 1, 1, false))	CODE

clementine-player/Clementine

Open-Source Code Quality, Security and Technical Debt Review