0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

7.6K

Stars

Dart

Language

497.3K

Lines of Code

1.9K

Files

171

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 1.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 155 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

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

Agent Over-Engineering Ratio 0.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 47 finding(s).

PR Review Velocity Impact 2.4/100 · LOW

Which changes need focused human review? 171 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 2HIGH 7MEDIUM 7LOW 155

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 171 distinct pattern matches across 11 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 Block102 hits · 100 pts

Severity	File	Line	Snippet	Context
LOW	rust_backend/crates/core/src/native_palette.rs	1	// Copyright 2021 Google LLC	COMMENT
LOW	rust_backend/crates/core/src/fs.rs	81	/// Unix keeps the exact flags and modes; other platforms apply the closest	COMMENT
LOW	rust_backend/crates/core/src/media/hires.rs	1	//! Sampled Hi-Res analysis. A spectral roll-off is an observation, not proof	COMMENT
LOW	rust_backend/crates/core/src/media/hires.rs	101	pub cutoff_frequency_hz: f64,	COMMENT
LOW	rust_backend/crates/core/src/media/hires.rs	121	/// or empty when not measured.	COMMENT
LOW	rust_backend/crates/core/src/media/hires/evidence.rs	1	//! Evidence that separates a fake Hi-Res file from a genuine master that was	COMMENT
LOW	rust_backend/crates/core/src/media/hires/evidence.rs	41	const QUIET_FRAME_FRACTION: f64 = 0.1;	COMMENT
LOW	rust_backend/crates/desktop/src/dispatch.rs	1	//! The desktop method table: the one place that lists every MethodChannel	COMMENT
LOW	rust_backend/crates/desktop/src/discord.rs	1	//! Discord Rich Presence through the Discord client's local RPC IPC socket	COMMENT
LOW	rust_backend/crates/desktop/src/ffi.rs	1	//! The exported C functions. This is the only module that allows unsafe code:	COMMENT
LOW	rust_backend/crates/desktop/src/keep_awake.rs	1	//! Keeps the computer from idle sleeping while the download queue runs	COMMENT
LOW	…backend/crates/extensions/tests/windows_path_prefix.rs	1	// Exercise the production Windows path conversion on every host, including	COMMENT
LOW	rust_backend/crates/extensions/src/windows_path.rs	1	//! Windows rules for path names that an extension or a package controls.	COMMENT
LOW	third_party/audio_service/README.md	181	MediaAction.seekForward,	COMMENT
LOW	third_party/audio_service/pubspec.yaml	21	# Use these deps when pushing to origin (for the benefit of testers)	COMMENT
LOW	…ava/com/ryanheise/audioservice/AudioServicePlugin.java	161	}	COMMENT
LOW	…ava/com/ryanheise/audioservice/AudioServicePlugin.java	181	// stateMap.put("playing", AudioService.instance.isPlaying());	COMMENT
LOW	…ava/com/ryanheise/audioservice/AudioServicePlugin.java	201	//	COMMENT
LOW	…ava/com/ryanheise/audioservice/AudioServicePlugin.java	421	private static class ClientInterface implements MethodCallHandler {	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	141	/// The audio processing state e.g. [AudioProcessingState.buffering].	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	161	/// * [MediaAction.pause]	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	181	/// * [MediaAction.seekBackward] (enable press-and-hold rewind control)	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	581	final String? artist;	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	601	/// image.	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	801		COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	821	/// resources in `android/app/src/main/res`. Here, you will find a subdirectory	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	981		COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	1141	}	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	2921	return result;	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	2941	/// mixins to provide default implementations of certain behaviours:	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	2961	/// ### Start/stop transitions	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	2981	///	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	3001		COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	3021	/// media notification and other clients. Example usage:	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	3041	/// Example usage:	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	3361	/// instructions to start the new item playing. Some implementations may	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	3421	/// The configuration options to use when intializing the [AudioService].	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	3461	/// Whether notification badges (also known as notification dots) should	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	3481	/// If not null, causes the artwork specified by [MediaItem.artUri] to be	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	3561	/// Key/value codes for use in [MediaItem.extras] and	COMMENT
LOW	…dio_service/Sources/audio_service/AudioServicePlugin.m	321	}	COMMENT
LOW	…layers_darwin/darwin/audioplayers_darwin/Package.swift	21	// TODO: If your plugin requires a privacy manifest	COMMENT
LOW	…dows_audio/media_kit_libs_windows_audio_plugin_c_api.h	1	#ifndef FLUTTER_PLUGIN_MEDIA_KIT_LIBS_WINDOWS_AUDIO_PLUGIN_C_API_H_	COMMENT
LOW	…arty/ffmpeg_kit_flutter_new_audio/linux/CMakeLists.txt	61		COMMENT
LOW	…o/lib/media_information_session_complete_callback.dart	21		COMMENT
LOW	…r_new_audio/lib/ffprobe_session_complete_callback.dart	21		COMMENT
LOW	…er_new_audio/lib/ffmpeg_session_complete_callback.dart	21		COMMENT
LOW	…rd_party/ffmpeg_kit_flutter_new_audio/lib/session.dart	81	/// set for sessions that end with COMPLETED state. If a session is not	COMMENT
LOW	…_flutter_new_audio/windows/ffmpeg_kit_flutter_plugin.h	1	#ifndef FLUTTER_PLUGIN_FFMPEG_KIT_FLUTTER_PLUGIN_H_	COMMENT
LOW	…ty/ffmpeg_kit_flutter_new_audio/windows/CMakeLists.txt	81	# windows/flutter/ephemeral/.plugin_symlinks/<plugin> at the cached package, so	COMMENT
LOW	…ty/ffmpeg_kit_flutter_new_audio/windows/CMakeLists.txt	101	# soxr, speex, twolame. The variant name is an emergent property of that library	COMMENT
LOW	…ty/ffmpeg_kit_flutter_new_audio/windows/CMakeLists.txt	201	endif()	COMMENT
LOW	…lutter_new_audio/windows/ffmpeg_kit_flutter_plugin.cpp	1	#include "ffmpeg_kit_flutter_plugin.h"	COMMENT
LOW	…g_kit_flutter_new_audio/windows/src/fftools_cmdutils.c	81	#include "libavformat/avformat.h"	COMMENT
LOW	…_kit_flutter_new_audio/windows/src/ffmpegkit_c_api.cpp	1	#define FFMPEGKIT_EXPORTS	COMMENT
LOW	…t_flutter_new_audio/windows/src/fftools_ffmpeg_demux.c	41	#include "libavutil/avassert.h"	COMMENT
LOW	…_kit_flutter_new_audio/windows/src/FFmpegKitConfig.cpp	21	#include <sys/stat.h>	COMMENT
LOW	…_kit_flutter_new_audio/windows/src/FFmpegKitConfig.cpp	41	#include "FFprobeKit.h"	COMMENT
LOW	…kit_flutter_new_audio/windows/src/fftools_ffmpeg_mux.h	41	#define FFTOOLS_FFMPEG_MUX_H	COMMENT
LOW	…eg_kit_flutter_new_audio/windows/src/ffmpegkit_c_api.h	1	#ifndef FFMPEGKIT_C_API_H	COMMENT
42 more matches not shown…

Hyper-Verbose Identifiers38 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	scripts/test_check_backend_apk.py	43	def test_compressed_assets_pass(self):	CODE
LOW	scripts/test_check_backend_apk.py	60	def test_corrupt_deflate_asset_fails_with_entry_name(self):	CODE
LOW	scripts/test_check_backend_apk.py	72	def test_corrupt_library_past_valid_elf_header_fails(self):	CODE
LOW⚡	scripts/test_check_backend_apk.py	83	def test_missing_backend_in_either_abi_fails(self):	CODE
LOW⚡	scripts/test_check_backend_apk.py	93	def test_wrong_architecture_fails(self):	CODE
LOW⚡	scripts/test_check_backend_apk.py	100	def test_disabled_sdk_cannot_leak_from_build_cache(self):	CODE
LOW⚡	scripts/test_check_backend_apk.py	108	def test_enabled_sdk_requires_both_libraries_for_each_abi(self):	CODE
LOW⚡	scripts/test_check_backend_ios.py	54	def test_unstripped_binary_needs_no_dsym(self):	CODE
LOW⚡	scripts/test_check_backend_ios.py	58	def test_stripped_binary_requires_symbol_evidence(self):	CODE
LOW⚡	scripts/test_check_backend_ios.py	62	def test_matching_dsym_verifies_stripped_binary(self):	CODE
LOW⚡	scripts/test_check_backend_ios.py	65	def test_dsym_from_another_build_is_rejected(self):	CODE
LOW⚡	scripts/test_check_backend_ios.py	70	def test_dsym_from_another_architecture_is_rejected(self):	CODE
LOW⚡	scripts/test_check_backend_ios.py	75	def test_missing_dsym_is_rejected(self):	CODE
LOW⚡	scripts/test_check_backend_ios.py	80	def test_matching_dsym_without_defined_rust_is_rejected(self):	CODE
LOW⚡	scripts/test_check_backend_ios.py	85	def test_matching_dsym_does_not_hide_go_in_shipped_binary(self):	CODE
LOW⚡	scripts/test_check_backend_ios.py	90	def test_matching_dsym_with_go_symbols_is_rejected(self):	CODE
LOW⚡	scripts/test_check_backend_ios.py	95	def test_debug_artifacts_remain_forbidden_with_dsym(self):	CODE
LOW	scripts/test_prepare_discord_sdk.py	49	def test_root_and_prefixed_archives_extract_only_mobile_files(self):	CODE
LOW	scripts/test_prepare_discord_sdk.py	57	def test_source_directory_and_verified_cache(self):	CODE
LOW⚡	scripts/test_prepare_discord_sdk.py	68	def test_corrupt_cache_is_rejected(self):	CODE
LOW⚡	scripts/test_prepare_discord_sdk.py	75	def test_bad_archive_does_not_replace_verified_sdk(self):	CODE
LOW⚡	scripts/test_prepare_discord_sdk.py	85	def test_each_missing_mobile_component_is_rejected(self):	CODE
LOW⚡	scripts/test_prepare_discord_sdk.py	94	def test_duplicate_file_is_rejected(self):	CODE
LOW⚡	scripts/test_prepare_discord_sdk.py	101	def test_oversized_file_is_rejected_before_writing_output(self):	CODE
LOW⚡	scripts/test_prepare_discord_sdk.py	108	def test_missing_configuration_names_the_required_secret(self):	CODE
LOW⚡	scripts/test_prepare_discord_sdk.py	112	def test_decryption_failure_does_not_echo_key(self):	CODE
LOW⚡	scripts/test_prepare_discord_sdk.py	120	def test_missing_gpg_is_actionable(self):	CODE
LOW⚡	scripts/test_prepare_discord_sdk.py	126	def test_encrypted_archive_roundtrip_and_wrong_key(self):	CODE
LOW	scripts/test_build_android.py	92	def test_default_full_audits_two_splits_and_universal(self):	STRING
LOW	scripts/test_build_android.py	109	def test_lite_single_abi_ignores_and_preserves_previous_artifacts(self):	STRING
LOW⚡	scripts/test_build_android.py	128	def test_explicit_sdk_disable_is_honored_without_lite_argument(self):	STRING
LOW⚡	scripts/test_build_android.py	138	def test_fvm_fallback_uses_pinned_version(self):	STRING
LOW⚡	scripts/test_build_android.py	147	def test_production_requires_full_even_with_inherited_sdk_disable(self):	STRING
LOW⚡	scripts/test_build_android.py	157	def test_production_rejects_lite_in_either_argument_order(self):	STRING
LOW⚡	scripts/test_build_android.py	164	def test_production_missing_sdk_components_stops_before_flutter(self):	STRING
LOW⚡	scripts/test_build_android.py	182	def test_wrong_flutter_version_stops_before_build_or_audit(self):	STRING
LOW⚡	scripts/test_build_android.py	189	def test_failed_flutter_patch_stops_before_build_or_audit(self):	STRING
LOW⚡	scripts/test_build_android.py	198	def test_invalid_or_overridden_abis_stop_before_flutter(self):	STRING

Cross-File Repetition7 hits · 35 pts

Severity	File	Snippet	Context
HIGH	integration_test/download_queue_workers_test.dart	create table $_queuetable ( id text primary key, item_json text not null, status text not null, created_at text not null	STRING
HIGH	test/download_queue_read_test.dart	create table $_queuetable ( id text primary key, item_json text not null, status text not null, created_at text not null	STRING
HIGH	test/download_queue_legacy_migration_test.dart	create table $_queuetable ( id text primary key, item_json text not null, status text not null, created_at text not null	STRING
HIGH	lib/services/app_state_database.dart	create table $_queuetable ( id text primary key, item_json text not null, status text not null, created_at text not null	STRING
HIGH	integration_test/download_queue_workers_test.dart	create trigger reject_queue before insert on download_queue_items when new.id = 'reject' begin select raise(abort, 'fixt	STRING
HIGH	test/download_queue_read_test.dart	create trigger reject_queue before insert on download_queue_items when new.id = 'reject' begin select raise(abort, 'fixt	STRING
HIGH	test/download_queue_legacy_migration_test.dart	create trigger reject_queue before insert on download_queue_items when new.id = 'reject' begin select raise(abort, 'fixt	STRING

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	…_backend/crates/providers/src/lyrics/builtin/direct.rs	338	if parser.tokenizer.sink.sink.0.borrow().tree.nodes().len() > 100_000 {	CODE
CRITICAL	rust_backend/crates/providers/src/resolver/client.rs	435	if parser.tokenizer.sink.sink.0.borrow().tree.nodes().len() > 100_000 {	CODE

Modern AI Meta-Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	lib/utils/progress_stream_poller.dart	3	/// Shared scaffold for consuming a native progress stream (EventChannel-backed)	COMMENT
MEDIUM	lib/screens/extension_collection_screens.dart	45	/// Shared loading/error+retry scaffold for extension album/playlist/artist	COMMENT
MEDIUM	lib/screens/extension_collection_screens.dart	181	/// Defers swapping the loading scaffold for the loaded screen until the push	COMMENT
MEDIUM	lib/widgets/scroll_edge_fade.dart	12	/// Fades the content itself instead of painting the scaffold background	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	third_party/audio_service/lib/audio_service.dart	2940	/// You can choose to implement all methods yourself, or you may leverage some	COMMENT
MEDIUM	lib/services/audio_analysis_ffmpeg.dart	434	// Apply only light smoothing after the robust frequency aggregation. This	COMMENT

Example Usage Blocks4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	third_party/audio_service/lib/audio_service.dart	3041	/// Example usage:	COMMENT
LOW	third_party/audio_service/lib/audio_service.dart	3050	/// Example usage:	COMMENT
LOW	scripts/setup_macos_signing.sh	8	# Usage:	COMMENT
LOW	scripts/package_linux.sh	4	# Usage:	COMMENT

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	test/local_library_artwork_test.dart	135	return Text(path ?? 'placeholder');	CODE
LOW	test/local_library_artwork_test.dart	164	builder: (_, path) => Text(path ?? 'placeholder'),	CODE
LOW	test/local_library_artwork_test.dart	185	builder: (_, cover) => Text(cover ?? 'placeholder'),	CODE
LOW	rust_backend/crates/extensions/src/manifest.rs	154	placeholder: String => "placeholder",	CODE
LOW	lib/models/extension.dart	422	placeholder: json['placeholder'] as String?,	CODE

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	scripts/prepare_discord_sdk.py	89	CODE
LOW	scripts/test_check_backend_apk.py	83	CODE
LOW	scripts/check_backend_apk.py	69	CODE
LOW	scripts/check_backend_apk.py	127	CODE

Excessive Try-Catch Wrapping2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	test/support/sqlite_process_database.dart	37	except Exception as error:	CODE
MEDIUM	third_party/audio_service/lib/audio_service.dart	1267	print('Error loading artUri: $e\n$st');	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/release.yml	41	# Check if version contains -preview, -beta, -rc, or -alpha (NOT -hotfix)	COMMENT

spotiflacapp/SpotiFLAC-Mobile

Open-Source Code Quality, Security and Technical Debt Review