1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

10.7K

Stars

TypeScript

Language

746.7K

Lines of Code

4.0K

Files

615

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 3.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 479 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

Are imports declared and package/API names verified? 41 finding(s).

Agent Over-Engineering Ratio 2.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 170 finding(s).

PR Review Velocity Impact 6.3/100 · LOW

Which changes need focused human review? 615 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 16HIGH 2MEDIUM 105LOW 492

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 615 distinct pattern matches across 10 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 Block390 hits · 390 pts

Severity	File	Line	Snippet	Context
LOW	playwright.config.ts	61	// 组件测试走 @playwright/test 内置的 mount fixture。它会导航到 baseURL，所以 baseURL	COMMENT
LOW	packaging/macos/desktop-click-guard/ClickGuard.swift	1	// packaging/macos/desktop-click-guard/ClickGuard.swift	COMMENT
LOW	packaging/windows/wallpaper-helper/src/events.rs	1	// packaging/windows/wallpaper-helper/src/events.rs	COMMENT
LOW	packaging/windows/wallpaper-helper/src/events.rs	21	/// Detach completed: window un-parented from WorkerW, styles restored.	COMMENT
LOW	packaging/windows/wallpaper-helper/src/mouse_forward.rs	1	// packaging/windows/wallpaper-helper/src/mouse_forward.rs	COMMENT
LOW	packaging/windows/wallpaper-helper/src/mouse_forward.rs	41		COMMENT
LOW	packaging/windows/wallpaper-helper/src/main.rs	1	// packaging/windows/wallpaper-helper/src/main.rs	COMMENT
LOW	packaging/windows/wallpaper-helper/src/cli.rs	1	// packaging/windows/wallpaper-helper/src/cli.rs	COMMENT
LOW	native/folia-mnn/folia_beat_this.cpp	1	#include <MNN/expr/ExecutorScope.hpp>	COMMENT
LOW	native/folia-mnn/dconv_kernels.hpp	1	#include <algorithm>	COMMENT
LOW	native/folia-mnn/dconv_kernels.hpp	21	// Included once per instruction set into a translation unit of its own - dconv_kernels_*.cpp -	COMMENT
LOW	native/folia-mnn/folia_dconv.cpp	1	#include <MNN/plugin/PluginKernel.hpp>	COMMENT
LOW	native/folia-mnn/folia_dconv.cpp	21	// and every edge between the layer's eight operators was a layout conversion. On an M4 that was 27ms of	COMMENT
LOW	native/folia-mnn/dconv_kernels_base.cpp	1	#define FOLIA_DCONV_NS folia_dconv_base	COMMENT
LOW	native/folia-mnn/folia_mnn.cpp	1	#include <MNN/Interpreter.hpp>	COMMENT
LOW	native/folia-mnn/folia_mnn.cpp	21	#endif	COMMENT
LOW	native/folia-mnn/folia_mnn.h	1	#pragma once	COMMENT
LOW	native/folia-mnn/folia_htdemucs.cpp	1	#include <MNN/expr/ExecutorScope.hpp>	COMMENT
LOW	native/folia-mnn/folia_htdemucs.cpp	21	//	COMMENT
LOW	test/ui/renderCounts.probe.ts	1	import { expect, test } from '@playwright/test';	COMMENT
LOW	test/ui/bravaisVisualizerMount.spec.ts	1	import { expect, test, type Page } from '@playwright/test';	COMMENT
LOW	test/ui/collectionOpenTransition.spec.ts	1	import { expect, test, type Page } from '@playwright/test';	COMMENT
LOW	test/ui/wallHandoff.spec.ts	1	import { expect, test, type Page } from '@playwright/test';	COMMENT
LOW	test/unit/lyrics/icuFolia/corpus.ts	1	// test/unit/lyrics/icuFolia/corpus.ts	COMMENT
LOW	test/unit/lyrics/icuFolia/corpus.ts	21	// ko, th, other-scripts	COMMENT
LOW	test/unit/settings/hifiSettingsPage.test.ts	1	// @vitest-environment jsdom	COMMENT
LOW	test/unit/analysis/modelAvailability.test.ts	1	import { afterEach, beforeEach, describe, expect, it, vi } from 'vitest';	COMMENT
LOW	test/unit/mod-system/foliumStartLimit.test.ts	21	import * as loader from '@/mods/runtime/clientLoader';	COMMENT
LOW	test/unit/mod-system/devFoliumSamples.test.ts	21	FoliumQueueSnapshot,	COMMENT
LOW	test/unit/stores/storeContract.test.ts	1	import { existsSync, readFileSync, readdirSync } from 'node:fs';	COMMENT
LOW	test/unit/library/suiteEntries.test.ts	1	import { existsSync, readFileSync, readdirSync } from 'node:fs';	COMMENT
LOW	test/unit/onlineMusic/platformNameCount.ts	1	import { readdirSync, readFileSync, writeFileSync } from 'node:fs';	COMMENT
LOW	test/unit/playback/currentSongRestoreRoutes.test.ts	1	import { afterEach, beforeEach, describe, expect, it, vi } from 'vitest';	COMMENT
LOW	test/unit/playback/currentSongArchitecture.test.ts	1	import { readdir, readFile } from 'node:fs/promises';	COMMENT
LOW	test/unit/playback/currentSongWatch.ts	1	import { PlayerState, type SongResult } from '@/types';	COMMENT
LOW	test/unit/playback/queueReplaceLibraryRaces.test.ts	1	import { afterEach, beforeEach, describe, expect, it, vi } from 'vitest';	COMMENT
LOW	test/unit/playback/currentSongLibraryRoutes.test.ts	1	import { afterEach, beforeEach, describe, expect, it, vi } from 'vitest';	COMMENT
LOW	test/unit/playback/queueReplaceRaces.test.ts	1	import { afterEach, beforeEach, describe, expect, it, vi } from 'vitest';	COMMENT
LOW	test/unit/electron/ipcSecurity.test.ts	1	import { existsSync, mkdtempSync, readFileSync, rmSync, writeFileSync } from 'node:fs';	COMMENT
LOW	test/unit/services/onlineAudioLevelCache.test.ts	1	import { afterAll, beforeEach, describe, expect, it, vi } from 'vitest';	COMMENT
LOW	test/unit/services/playbackGraph.test.ts	1	import { describe, expect, it, vi } from 'vitest';	COMMENT
LOW	test/unit/visualizer/storedSettingsPins.test.ts	21	import { DEFAULT_HANABI_TUNING } from '@/components/visualizer/hanabi/types';	COMMENT
LOW	test/unit/automix/stemWaitsForBytes.test.ts	1	import { beforeEach, describe, expect, it, vi } from 'vitest';	COMMENT
LOW	test/unit/automix/deckSrc.test.ts	81	it('never leaves the deck being listened to without a source', () => {	COMMENT
LOW	test/unit/automix/automixSession.test.ts	181	it('measures the lead from where the music stops, not from the end of the file', () => {	COMMENT
LOW	test/unit/automix/transitionPlanner.test.ts	81	// The release above is earned by `tailRoom` binding. Without it there is nothing saying the	COMMENT
LOW	test/unit/automix/analysisHostLifecycle.test.ts	1	import { EventEmitter } from 'node:events';	COMMENT
LOW	test/unit/automix/stemLateResult.test.ts	1	import { beforeEach, describe, expect, it, vi } from 'vitest';	COMMENT
LOW	test/unit/automix/modelNullAnswer.test.ts	1	import { afterEach, beforeEach, describe, expect, it, vi } from 'vitest';	COMMENT
LOW	test/unit/automix/musicalTime.test.ts	21	it('answers null when the two readings of one track disagree', () => {	COMMENT
LOW	test/component/accountBehavior.spec.ts	21	// 账户 store、当前平台、待确认切换，再加上界面上用户能看到的结果（登录界面、状态文案、诊断入口、确认）。	COMMENT
LOW	test/component/artistBehavior.spec.ts	21	onlineSongId,	COMMENT
LOW	test/component/homeBehavior.spec.ts	41	// 首页与目录（GridMap）的行为回归闸门（Library Core P3 期间每一步都跑，和 libraryBehavior 一起）。	COMMENT
LOW	test/component/bravaisTileKinds.spec.ts	1	import type { Locator, Page } from '@playwright/test';	COMMENT
LOW	test/component/collectionMorph.spec.ts	1	import type { Locator, Page } from '@playwright/test';	COMMENT
LOW	test/component/standInHandover.spec.ts	1	import type { Locator, Page } from '@playwright/test';	COMMENT
LOW	test/component/bravaisPerf.spec.ts	1	import type { Page } from '@playwright/test';	COMMENT
LOW	test/component/libraryBehavior.spec.ts	21	PROBE_LONG_DESCRIPTION,	COMMENT
LOW	test/manual/wallpaper-watchdog-sim.ts	1	import { spawn } from 'node:child_process';	COMMENT
LOW	mods/folium.d.ts	1	// mods/folium.d.ts	COMMENT
330 more matches not shown…

Decorative Section Separators94 hits · 282 pts

Severity	File	Line	Snippet	Context
MEDIUM	…st/unit/library/core/providerAccountController.test.ts	234	// ─── 切换 ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…st/unit/library/core/providerAccountController.test.ts	328	// ─── 确认之后 ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…st/unit/library/core/providerAccountController.test.ts	409	// ─── 登录 ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…st/unit/library/core/providerAccountController.test.ts	542	// ─── 本地服务 ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…st/unit/library/core/providerAccountController.test.ts	608	// ─── 登出 ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…st/unit/library/core/providerAccountController.test.ts	663	// ─── 当前平台与快照 ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…st/unit/library/core/providerAccountController.test.ts	719	// ─── 寿命 ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…st/unit/library/core/providerAccountController.test.ts	769	// ─── 日志 ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/unit/library/core/providerLoginSession.test.ts	108	// ─── 一次登录的每一步 ────────────────────────────────────────────────────	COMMENT
MEDIUM	test/unit/library/core/providerLoginSession.test.ts	392	// ─── 在浏览器里确认的登录 ────────────────────────────────────────────────	COMMENT
MEDIUM	test/unit/library/core/providerLoginSession.test.ts	515	// ─── 没有成功时是哪一种情况（A 到 G） ───────────────────────────────────	COMMENT
MEDIUM	test/unit/library/core/providerLoginSession.test.ts	634	// ─── 串行开始、瞬时失败与自检 ────────────────────────────────────────────	COMMENT
MEDIUM	test/unit/visualizer/hanabi/hanabiProgram.test.ts	215	// ─── folia 的整首编译 ──────────────────────────────────────────────────────	COMMENT
MEDIUM	test/unit/visualizer/hanabi/hanabiFireworks.test.ts	149	// ─── 用最小的假 Pixi 跑一遍图层：池不超上限、乱序 seek 的画面一致 ─────────	COMMENT
MEDIUM	test/unit/visualizer/hanabi/hanabiFireworks.test.ts	221	// ─── 环境层 ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rary/core/account/providerAccountController.service.ts	288	// ─── 切换 ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rary/core/account/providerAccountController.service.ts	358	// ─── 登录 ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rary/core/account/providerAccountController.service.ts	530	// ─── 选平台与登出 ───────────────────────────────────────────────────	COMMENT
MEDIUM	…rary/core/account/providerAccountController.service.ts	571	// ─── 寿命 ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/library/core/account/account.contract.ts	23	// ─── 快照 ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/library/core/account/account.contract.ts	52	// ─── 登录失败后的自检（规则在 core/account/loginSelfCheckRules） ─────────	COMMENT
MEDIUM	src/library/core/account/account.contract.ts	175	// ─── 动作结果（判别式，文案由 UI 自己翻译） ─────────────────────────────	COMMENT
MEDIUM	src/library/core/account/account.contract.ts	269	// ─── controller ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/library/core/account/account.contract.ts	307	// ─── 端口（默认装配见 core/account/providerAccountDeps.service） ──────────────	COMMENT
MEDIUM	src/library/core/account/account.contract.ts	421	// ─── account surface ────────────────────────────────────────────────────	COMMENT
MEDIUM	…c/library/core/account/providerLoginSession.service.ts	293	// ─── 第 6 步：失败后的主动自检 ─────────────────────────────────────	COMMENT
MEDIUM	…c/library/core/account/providerLoginSession.service.ts	351	// ─── 第 5 步：确认 ─────────────────────────────────────────────────	COMMENT
MEDIUM	…c/library/core/account/providerLoginSession.service.ts	377	// ─── 第 4 步：轮询 ─────────────────────────────────────────────────	COMMENT
MEDIUM	…c/library/core/account/providerLoginSession.service.ts	447	// ─── 第 3 步：就绪 ─────────────────────────────────────────────────	COMMENT
MEDIUM	…c/library/core/account/providerLoginSession.service.ts	471	// ─── 第 2 步：开始 ─────────────────────────────────────────────────	COMMENT
MEDIUM	…c/library/core/account/providerLoginSession.service.ts	484	// ─── 一轮登录 ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src/library/core/account/accountRules.ts	20	// ─── 选平台 ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/library/core/account/accountRules.ts	44	// ─── 当前平台 ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/library/core/account/accountRules.ts	62	// ─── 切换确认 ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/library/core/account/accountRules.ts	70	// ─── 登出 ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/library/core/account/accountRules.ts	88	// ─── 登录会话的派生 ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src/library/core/account/accountRules.ts	149	// ─── 诊断报告交给谁 ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src/library/core/account/accountRules.ts	181	// ─── 登录 / 账户错误的日志描述 ──────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/program.ts	98	// ─── 分词与切片 ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/program.ts	307	// ─── 选预设 ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/types.ts	16	// ─── 颜色 ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/types.ts	34	// ─── 文字 ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/types.ts	175	// ─── MG 部件 ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/types.ts	344	// ─── 预设（镜头风格） ───────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/types.ts	379	// ─── tuning ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/types.ts	443	// ─── 模块函数签名（各模块按这些名字导出） ───────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/scene.ts	637	// ─── 烟花事件（构建时算好） ─────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/hanabiBeatFx.ts	82	// ─── 随拍推镜 ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/color.ts	32	// ─── HSL ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/color.ts	79	// ─── 对比度 ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/color.ts	166	// ─── 八种角色的鲜艳配色 ─────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/hanabiTuning.ts	64	// ─── 画质档 ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/catalog.ts	49	// ─── 零件 ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/catalog.ts	176	// ─── 10 族 ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/catalog.ts	842	// ─── 组件槽的选项（中文名） ─────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/mg/burstPlan.ts	527	// ─── 闭式求值 ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/mg/burstPlan.ts	598	// ─── 画一帧（访问者，不分配） ────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/mg/burstPlan.ts	703	// ─── 升空尾迹 ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/mg/ornamentShapes.ts	20	// ─── ring：扩散的描边圆环 ──────────────────────────────────────────────	COMMENT
MEDIUM	src/components/visualizer/hanabi/mg/ornamentShapes.ts	83	// ─── spokes：集中线 ────────────────────────────────────────────────────	COMMENT
34 more matches not shown…

Hallucination Indicators16 hits · 180 pts

Severity	File	Line	Snippet	Context
CRITICAL	test/unit/mod-system/devFoliumSamples.test.ts	1049	const first = fake.omni.searchSongs.mock.results.at(-2)!;	CODE
CRITICAL	test/unit/ytm/ytmUltra.test.ts	447	expect(yt.created.map(client => [client.kind, client.actions.execute.mock.calls.map(([endpoint]: [string]) => en	CODE
CRITICAL	test/unit/ytm/ytmApiBridge.test.ts	620	yt.clients.guest.actions.execute.mockResolvedValue(watchPage('MPLYt_fixture'));	CODE
CRITICAL	test/unit/ytm/ytmApiBridge.test.ts	635	yt.clients.guest.actions.execute.mockResolvedValue(watchPage());	CODE
CRITICAL	test/unit/ytm/ytmApiBridge.test.ts	639	yt.clients.guest.actions.execute.mockResolvedValue(watchPage('MPLYt_fixture'));	CODE
CRITICAL	test/unit/ytm/ytmApiBridge.test.ts	873	expect(yt.clients.web.actions.execute.mock.calls.filter(([endpoint]: [string]) => endpoint === '/next')).toH	CODE
CRITICAL	test/unit/ytm/ytmApiBridge.test.ts	877	expect(yt.clients.web.actions.execute.mock.calls.filter(([endpoint]: [string]) => endpoint === '/next')).toH	CODE
CRITICAL	test/unit/ytm/ytmApiBridge.test.ts	912	const unliked = yt.clients.web.actions.execute.mock.calls.filter(([endpoint]: [string]) => endpoint === '/like/r	CODE
CRITICAL⚡	test/unit/ytm/ytmApiBridge.test.ts	974	expect(yt.clients.web.actions.execute.mock.calls.filter(([endpoint]: [string]) => endpoint === '/next')).toHaveL	CODE
CRITICAL⚡	test/unit/ytm/ytmApiBridge.test.ts	977	expect(yt.clients.web.actions.execute.mock.calls.filter(([endpoint]: [string]) => endpoint === '/next')).toHaveL	CODE
CRITICAL⚡	test/unit/ytm/ytmApiBridge.test.ts	982	expect(yt.clients.web.actions.execute.mock.calls.filter(([endpoint]: [string]) => endpoint === '/next')).toHaveL	CODE
CRITICAL⚡	test/unit/ytm/ytmApiBridge.test.ts	992	const unliked = yt.clients.web.actions.execute.mock.calls.filter(([endpoint]: [string]) => endpoint === '/like/r	CODE
CRITICAL	test/unit/electron/hifiIpc.test.ts	447	expect(harness.runtime.detect.mock.calls.every(([options]) => options.manualPath !== '/tmp/evil')).toBe(true);	CODE
CRITICAL	test/unit/electron/hifiIpc.test.ts	524	expect(stored.runtime.detect.mock.calls.map(([options]) => options.manualPath)).toEqual([null]);	CODE
CRITICAL	src/components/visualizer/machi/createMachiRuntime.ts	430	this.ground.uniforms.uPuddleOffset.value.set(stage.puddles.offset[0], stage.puddles.offset[1]);	CODE
CRITICAL	src/components/visualizer/machi/createMachiRuntime.ts	689	this.ground.uniforms.uReflectMatrix.value.copy(this.reflection.textureMatrix);	CODE

Hyper-Verbose Identifiers75 hits · 75 pts

Severity	File	Line	Snippet	Context
LOW	…t/unit/command-palette/libraryWallLookCommands.test.ts	252	function libraryWallSeamStyleSurfaceMatches(context: CommandPaletteContext, query: string) {	CODE
LOW	worker/generate-theme_openai.ts	325	export async function handleGenerateOpenAITheme(request: Request, env: WorkerEnv) {	CODE
LOW	worker/qq.ts	109	export async function handleQqServerlessRequest(	CODE
LOW	src/types/webLyricSource.ts	42	export function initialWebLyricSourceState(): WebLyricSourceState {	CODE
LOW	src/utils/settingLabelLookup.ts	128	export function resolveSettingValueLabelKey(	CODE
LOW	src/utils/obsWebAppearance.ts	105	export function buildObsAppearanceFromShortcode(	CODE
LOW	src/utils/flacPictureRepair.ts	55	export async function repairFlacPictureComments(bytes: Uint8Array): Promise<Uint8Array> {	CODE
LOW	src/utils/metadataParserTypeHint.ts	13	export function withMetadataParserTypeHint(input: Blob, fileName: string): Blob {	CODE
LOW	src/utils/playerCapWebSource.ts	12	export function foldPlayerCapConnectionStatus(status: PlayerCapConnectionStatus): WebLyricConnectionStatus {	CODE
LOW	src/utils/playerCapWebSource.ts	29	export function playerCapToWebLyricSource(	CODE
LOW	src/utils/lyrics/matchScore.ts	126	function calculateArtistSimilarity(target: string, search: string): number {	CODE
LOW	src/utils/lyrics/matchScore.ts	155	export function calculateMatchScoreDetails(	CODE
LOW	src/utils/lyrics/formatDetection.ts	52	export function detectNonTtmlTimedLyricFormat(content?: string): NonTtmlTimedLyricFormat {	CODE
LOW	src/utils/lyrics/formatDetection.ts	57	export function resolveExplicitFileTimedLyricFormat(fileName?: string): ExplicitFileTimedLyricFormat \| undefined {	CODE
LOW	src/utils/lyrics/lyricMatchSources.ts	84	export async function searchAmllDbLyricCandidates(	CODE
LOW	src/utils/lyrics/lyricMatchSources.ts	103	async function fetchAmllDbCandidateLyrics(song: SongResult): Promise<LyricSourceLyrics \| null> {	CODE
LOW	src/utils/lyrics/lyricMatchSources.ts	171	export async function searchLyricsByMatchSource(	CODE
LOW	src/utils/lyrics/lyricMatchSources.ts	179	export async function fetchLyricsForMatchSource(	CODE
LOW	src/utils/lyrics/embeddedLrcNormalization.ts	52	export function normalizeEmbeddedUsltTags(	CODE
LOW	src/utils/lyrics/embeddedLrcNormalization.ts	74	export function normalizeEmbeddedStructuredLyrics(	CODE
LOW	src/utils/lyrics/lyricSeekTime.ts	27	export function resolveLyricSeekMediaTime(lyricTimeSec: number, clock: LyricSeekClock): number \| null {	CODE
LOW	src/utils/lyrics/providers/amllDbProvider.ts	35	async function fetchAmllDbLyricsUncached(	CODE
LOW	src/components/wall/WallToolsQueueIslandHeader.tsx	57	export function WallToolsQueueIslandHeader({ host, count, readOnly, canSave, announce, isDragging, search }: WallToolsQu	CODE
LOW	…c/components/app/lattice/useLatticeExpansionSettled.ts	13	export function useLatticeExpansionSettled(expanded: boolean, immediate: boolean) {	CODE
LOW	src/components/app/lattice/useLatticePosterSelection.ts	10	export function useLatticePosterSelection(tiles: LatticeTile[], layout: WallLayout) {	CODE
LOW	…c/components/app/lattice/useLatticeChromeDisclosure.ts	5	export function useLatticeChromeDisclosure(expanded: boolean) {	CODE
LOW	…onents/app/lattice/lyrics/createLatticeLyricRuntime.ts	39	export function createLatticeLyricRuntime(host: HTMLElement, initial: LatticeLyricInput,	CODE
LOW	…components/app/lattice/lyrics/latticeLyricFrameLoop.ts	3	export function createLatticeLyricFrameLoop(draw: (delta: number) => boolean,	CODE
LOW	…c/components/app/lattice/lyrics/latticeLyricFilters.ts	80	export function createLatticeQuadGeometry(pixi: Pixi) {	CODE
LOW	src/components/app/lattice/lyrics/latticeLyricLayout.ts	89	export function resolveLatticeLongLineOffset(layout: LatticeLineLayout, time: number, available: number, lineHeight: num	CODE
LOW	…/components/app/playback/useStagePlaybackController.ts	100	export function useStagePlaybackController({	CODE
LOW	…nts/app/playback/start/useLibraryPlaybackController.ts	194	export function useLibraryPlaybackController({	CODE
LOW	…nents/app/playback/start/usePlaybackQueueController.ts	223	export function usePlaybackQueueController({	CODE
LOW	…s/app/playback/bridges/usePlaybackInteractionBridge.ts	85	export function usePlaybackInteractionBridge({	CODE
LOW	…ts/app/playback/bridges/usePlaybackVisualizerBridge.ts	76	export function usePlaybackVisualizerBridge({	CODE
LOW	…app/playback/bridges/usePlaybackTransportController.ts	52	export function usePlaybackTransportController({	CODE
LOW	…p/playback/restore/useElectronWindowPlaybackHandoff.ts	123	export function useElectronWindowPlaybackHandoff({	CODE
LOW	…ts/app/playback/restore/useSessionRestoreController.ts	47	export function useSessionRestoreController({	CODE
LOW	…mand-palette/surfaces/LatticePosterTintSurfaceView.tsx	6	export default function LatticePosterTintSurfaceView(	CODE
LOW	src/components/visualizer/pendolo/pendoloGeometry.ts	22	export function calculatePendoloWheelLayout(	CODE
LOW	src/components/visualizer/fume/fumeArticleLayout.ts	202	function buildArticleLayoutAttempt(	CODE
LOW	src/components/visualizer/fume/fumeArticleLayout.ts	211	function buildArticleLayoutAttempt(	CODE
LOW	src/components/hifi/useHifiMediaSessionKeepAlive.ts	146	export function useHifiMediaSessionKeepAlive() {	CODE
LOW	src/hooks/useElectronDisplaySleepBlocker.ts	4	export function useElectronDisplaySleepBlocker(enabled: boolean, isPlaying: boolean) {	CODE
LOW	src/hooks/usePersonalFmModeController.ts	31	export function usePersonalFmModeController({	CODE
LOW	src/hooks/useSongThemeAutoGeneration.ts	34	export function useSongThemeAutoGeneration({	CODE
LOW	src/workers/metadataParser.worker.ts	78	function normalizeLyricCandidateText(text: string): string {	CODE
LOW	src/workers/metadataParser.worker.ts	141	function getDurationFromParsedMetadata(durationSeconds?: number): number {	CODE
LOW	src/services/onlineMetadataSearchService.ts	146	export async function findAutomaticOnlineMetadataCandidate(	CODE
LOW	src/services/onlinePlayback.ts	51	export async function loadOnlineSongAudioSource(	CODE
LOW	src/services/localMusicService.ts	124	async function removeDeletedSongIdsFromPlaylists(songIds: string[]): Promise<void> {	CODE
LOW	src/services/localMusicService.ts	150	function notifyLocalMusicScanProgress(detail: LocalMusicScanProgressDetail) {	CODE
LOW	src/services/localMusicService.ts	187	async function findImportedRootForHandle(dirHandle: FileSystemDirectoryHandle): Promise<string \| null> {	CODE
LOW	src/services/localMusicService.ts	217	export function extractMetadataFromFilename(fileName: string): { title?: string; artist?: string; } {	CODE
LOW	src/services/localMusicService.ts	280	function canImportElectronFallbackAudio(): boolean {	CODE
LOW	src/services/localMusicService.ts	318	function collectLyricBasePathsAffectedByFormatOrder(	CODE
LOW	src/services/localMusicService.ts	397	function getDurationFromParsedMetadata(durationSeconds?: number): number {	CODE
LOW	src/services/localMusicService.ts	1032	async function hydrateImportedSongsInBackground(rootFolderName: string, songs: LocalSong[]) {	CODE
LOW	src/services/localMusicService.ts	1519	async function resolveFileHandleFromDirHandle(	CODE
LOW	src/services/localMusicService.ts	1539	async function recoverFileHandleFromPersistedDirectory(song: LocalSong): Promise<FileSystemFileHandle \| null> {	CODE
15 more matches not shown…

Modern AI Meta-Vocabulary8 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/stores/motionSignals.ts	10	// skills/frontend-runtime-guardrails.	COMMENT
MEDIUM	src/library/suites/bravais/useBravaisFrame.ts	8	// 边缘标签的显隐与侧别、空墙说明的区间，不经过 React（frontend-runtime-guardrails：拖动、补间期间没有逐帧 setState）。	COMMENT
MEDIUM	src/components/ponder/PonderStage.tsx	36	// Lattice 相机也绕过 React，订阅既拿不到正确值也违反 guardrails。窗口尺寸变了才重采一次。	COMMENT
MEDIUM	src/components/ponder/PonderHintCapsule.tsx	15	// 写进 state 就等于让整棵树按指针频率重渲染（见 skills/frontend-runtime-guardrails）。	COMMENT
MEDIUM	src/components/visualizer/README.md	321	## Runtime guardrails	COMMENT
MEDIUM	src/components/visualizer/diorama/CameraRig.tsx	36	// Drives the camera every frame from refs only - no React state - per the frontend runtime guardrails.	COMMENT
MEDIUM	src/components/visualizer/diorama/VisualizerDiorama.tsx	198	// state - it changes every frame and must never trigger React re-renders (per runtime guardrails).	COMMENT
MEDIUM	src/hooks/usePonderHoverProbe.ts	14	// 而且 N 个订阅者做一件事正是 guardrails 要避免的形状。	COMMENT

Fake / Example Data23 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	test/ui/panelControlsTab.spec.ts	285	await expect(page.getByRole('combobox')).toHaveAttribute('placeholder', '输入歌名、歌手、专辑或队列序号');	CODE
LOW	test/component/artistBehavior.spec.ts	796	await expect(input).toHaveAttribute('placeholder', 'Filter albums');	CODE
LOW	test/component/bravaisHome.spec.ts	287	await expect(search.locator('input[name="bravais-search"]')).toHaveAttribute('placeholder', 'Search online platf	CODE
LOW	test/component/bravaisHome.spec.ts	297	await expect(filterInput(page)).toHaveAttribute('placeholder', 'Filter this page');	CODE
LOW	test/component/pendoloSubtitleDualRow.spec.ts	50	await page.locator('[data-probe-line="placeholder"]').click();	CODE
LOW	test/component/wallToolsIsland.spec.ts	311	await expect(input).toHaveAttribute('placeholder', 'Search the queue (200)');	CODE
LOW	test/component/nowPlayingToastTransitionBorder.spec.ts	181	await expect(cover).toHaveAttribute('data-toast-cover', 'placeholder');	CODE
LOW	test/component/nowPlayingToastTransitionBorder.spec.ts	185	await expect(cover).toHaveAttribute('data-toast-cover', 'placeholder');	CODE
LOW	test/component/libraryBehavior.spec.ts	1678	await expect(filterInput(page)).toHaveAttribute('placeholder', 'Filter this page');	CODE
LOW	src/components/app/overlays/NowPlayingToast.tsx	234	data-toast-cover={coverSrc ? 'image' : 'placeholder'}	CODE
LOW	src/components/command-palette/commandFactories.ts	135	options: Pick<CommandPaletteCommand, 'requiresInput' \| 'placeholder'> = {},	CODE
LOW	src/i18n/locales/zh-CN.ts	506	"placeholder": "输入命令或搜索内容...",	CODE
LOW	src/i18n/locales/zh-CN.ts	560	"placeholder": "按下快捷键，立即执行",	CODE
LOW	src/i18n/locales/zh-CN.ts	1366	"placeholder": "搜索歌曲...",	CODE
LOW	src/i18n/locales/en.ts	506	"placeholder": "Type a command or search...",	CODE
LOW	src/i18n/locales/en.ts	560	"placeholder": "Press a shortcut key to run it instantly",	CODE
LOW	src/i18n/locales/en.ts	1366	"placeholder": "Search songs...",	CODE
LOW	src/i18n/locales/in.ts	506	"placeholder": "Ketik perintah atau cari...",	CODE
LOW	src/i18n/locales/in.ts	560	"placeholder": "Tekan tombol pintasan untuk langsung menjalankan",	CODE
LOW	src/i18n/locales/in.ts	1366	"placeholder": "Cari lagu...",	CODE
LOW	src/i18n/locales/vi.ts	506	"placeholder": "Nhập lệnh hoặc tìm kiếm...",	CODE
LOW	src/i18n/locales/vi.ts	560	"placeholder": "Nhấn phím tắt để chạy ngay",	CODE
LOW	src/i18n/locales/vi.ts	1366	"placeholder": "Tìm bài hát...",	CODE

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	docs/technical.md	226	OPENAI_API_KEY=your_api_key	CODE
HIGH	docs/technical.md	237	OPENAI_API_KEY=your_api_key	CODE

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/App.tsx	2461	// see resolveDeckSrc, where that fallthrough is what keeps the handover seamless.	COMMENT
MEDIUM	…ts/app/playback/bridges/usePlaybackVisualizerBridge.ts	247	// a visible stutter at exactly the moment meant to be seamless.	COMMENT
MEDIUM	src/components/visualizer/diorama/DioramaScene.tsx	388	// spike - so the swap from units to plane is seamless; all the genuinely new lines stay async.	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	sync-server/install.sh	63	# Check if Node.js is installed	COMMENT
LOW	sync-server/install.sh	90	# Check if NPM is installed	COMMENT
LOW	sync-server/install.sh	174	# Check if NPM is installed	COMMENT

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	test/manual/bili-livesong/main.py	81	except Exception as e:	CODE

chthollyphile/folia-major

Open-Source Code Quality, Security and Technical Debt Review