1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

14.1K

Stars

TypeScript

Language

601.2K

Lines of Code

1.9K

Files

767

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 6.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 738 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 26 finding(s).

Agent Over-Engineering Ratio 5.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 711 finding(s).

PR Review Velocity Impact 6.7/100 · LOW

Which changes need focused human review? 767 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 5HIGH 2MEDIUM 5LOW 755

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 767 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.

Hyper-Verbose Identifiers708 hits · 712 pts

Severity	File	Line	Snippet	Context
LOW⚡	runtime/krillinai/internal/service/subtitle_nlp_test.py	10	def test_multiword_conjunctions_remain_whole(self):	CODE
LOW⚡	runtime/krillinai/internal/service/subtitle_nlp_test.py	18	def test_unknown_language_does_not_use_english_connectors(self):	CODE
LOW⚡	runtime/krillinai/internal/service/subtitle_nlp_test.py	24	def test_noun_coordination_keeps_shared_head(self):	CODE
LOW	runtime/krillinai/internal/service/subtitle_nlp_test.py	37	def test_semantic_units_merge_broken_phrase_and_keep_other_cuts(self):	CODE
LOW	runtime/krillinai/internal/service/subtitle_nlp_test.py	50	def test_function_words_stay_with_their_complements(self):	CODE
LOW	runtime/krillinai/internal/service/subtitle_nlp_test.py	63	def test_adverb_coordination_is_not_a_clause_cut(self):	CODE
LOW	runtime/krillinai/internal/service/subtitle_nlp_test.py	75	def test_real_parser_keeps_grammar_and_exact_source(self):	CODE
LOW	runtime/krillinai/internal/service/subtitle_nlp_test.py	92	def test_multiple_safe_options_allow_target_language_choice(self):	CODE
LOW	packages/writing-templates/src/catalog.ts	12	export function normalizeWritingTemplateId(id: string): string {	CODE
LOW	packages/writing-templates/src/catalog.ts	21	export function getWritingTemplateStagePrompt(id: string, stage: WritingTemplateStage): string {	CODE
LOW	packages/config/src/file-integrity-cache.ts	47	export function verifyFileIntegrityWithCache(input: {	CODE
LOW⚡	packages/config/src/index.ts	145	export function updateOpenCreatorUiSettings(	CODE
LOW⚡	packages/config/src/index.ts	155	export function updateOpenCreatorStorageSettings(	CODE
LOW⚡	packages/config/src/index.ts	165	function readOpenCreatorConfigUnlocked(path: string): OpenCreatorConfigSnapshot {	CODE
LOW	packages/protocol/src/creator-download.ts	23	export function supportedVideoSourcePlatform(value: string): DownloadPlatform \| null {	CODE
LOW	packages/protocol/src/creator.ts	644	export function isCreatorAgentApprovalStatus(value: unknown): value is CreatorAgentApprovalStatus {	CODE
LOW	packages/protocol/src/creator.ts	649	export function isCreateCreatorJobRequest(value: unknown): value is CreateCreatorJobRequest {	CODE
LOW	packages/protocol/src/creator.ts	685	export function readCreatorResultSnapshots(value: CreatorJson \| undefined): CreatorResultSnapshot[] {	CODE
LOW	packages/protocol/src/errors.ts	216	export function publicErrorCodeFromFailure(error: unknown): string \| undefined {	CODE
LOW	packages/protocol/src/errors.ts	228	export function publicErrorMessageFromFailure(error: unknown): string \| undefined {	CODE
LOW	packages/protocol/src/subtitle-render.ts	12	export function normalizeSubtitleRenderCues(input: {	CODE
LOW	packages/protocol/src/gateway-account.ts	97	export function gatewayTranslationFlashModel(models: readonly GatewayModel[]): GatewayModel \| undefined {	CODE
LOW	packages/protocol/src/gateway-account.ts	139	export function gatewayVideoSizeParameters(model: GatewayModel, value: string): { size: string } \| { resolution: string;	CODE
LOW	packages/protocol/src/creator-services.ts	104	export function isCreatorTranscriptionProvider(	CODE
LOW	packages/protocol/src/creator-services.ts	287	export function volcengineAsrCredentialsReady(config: VolcengineAsrConfig): boolean {	CODE
LOW	packages/protocol/src/creator-services.ts	291	export function createDefaultCreatorServicesConfig(): CreatorServicesConfig {	CODE
LOW	packages/protocol/src/image-model-options.ts	13	export function isRetiredOpenAiImageModel(model: string): boolean {	CODE
LOW	packages/protocol/src/creator-languages.ts	35	export function transcriptionLanguageSupport(language: string, capability?: TranscriptionLanguageCapability): 'supported	CODE
LOW⚡	packages/protocol/src/creator-languages.ts	51	export function localWhisperLanguageCapability(model: string): TranscriptionLanguageCapability {	CODE
LOW⚡	packages/protocol/src/creator-languages.ts	58	export function unknownTranscriptionCapability(): TranscriptionLanguageCapability {	CODE
LOW⚡	packages/protocol/src/creator-languages.ts	62	export function creatorTranscriptionModel(config: import('./creator-services.js').CreatorServicesConfig, officialModel?:	CODE
LOW	packages/protocol/src/stickman.ts	28	export function stickmanImageSizeForRatio(ratio: StickmanRatio): StickmanImageSize {	CODE
LOW	packages/protocol/src/stickman.ts	41	export function stickmanOutputPresetDefaults(	CODE
LOW	packages/protocol/src/media-generation.ts	40	export function imagePromptRequiresReference(prompt: string): boolean {	CODE
LOW	apps/web/vite.config.ts	75	function opencreatorStaticResourcesPlugin(): Plugin {	CODE
LOW	apps/web/vite.config.ts	221	function contentTypeForStaticResource(file: string): string {	CODE
LOW	apps/web/vite.config.ts	228	function opencreatorRuntimeDevPlugin(): Plugin {	CODE
LOW	apps/web/vite.config.ts	420	function parseRuntimeConfigFromOutput(output: string): RuntimeConfig \| null {	CODE
LOW	apps/web/public/html-preview-runtime-2026-07-28.js	76	function elementPaintsVisibleContent(element) {	CODE
LOW	apps/web/public/html-preview-runtime-2026-07-28.js	109	function collectMeaningfulElements() {	CODE
LOW	apps/web/e2e/web-desktop-parity.spec.ts	1115	async function expectUnframedTemplateIcons(page: import('@playwright/test').Page, selector: string): Promise<void> {	CODE
LOW	apps/web/e2e/tts-services.spec.ts	136	async function expectNoHorizontalOverflow(page: Page): Promise<void> {	CODE
LOW	apps/web/e2e/scheduled-task-performance.spec.ts	227	async function installPerformanceObserver(page: Page): Promise<void> {	CODE
LOW	apps/web/e2e/scheduled-task-performance.spec.ts	279	function searchConversationRequests(requests: RuntimeRequest[]): RuntimeRequest[] {	CODE
LOW	apps/web/e2e/stickman-web-desktop-parity.spec.ts	226	async function expectCollaborationComposerAtBottom(page: Page): Promise<void> {	CODE
LOW	apps/web/e2e/stickman-web-desktop-parity.spec.ts	452	async function installPlatformEnvironment(page: Page, platform: Platform): Promise<void> {	CODE
LOW	apps/web/e2e/stickman-web-desktop-parity.spec.ts	509	async function verifyNativeProjectCapability(	CODE
LOW	apps/web/e2e/scheduled-task-thread.spec.ts	190	async function expectNoHorizontalOverflow(page: Page) {	CODE
LOW	apps/web/e2e/scheduled-task-thread.spec.ts	198	async function waitForTaskPollingBaseline(page: Page) {	CODE
LOW	apps/web/src/host/desktop-bridge.ts	104	export function subscribeDesktopNavigation(listener: (route: string) => void): () => void {	CODE
LOW	apps/web/src/host/desktop-bridge.ts	108	export function signalDesktopWorkspaceReady(): void {	CODE
LOW	apps/web/src/host/browser-bridge.ts	93	async function readSameOriginRuntimeConfig(): Promise<ConnectionConfig \| null> {	CODE
LOW	apps/web/src/host/browser-bridge.ts	107	function parseSameOriginConnectionConfig(value: unknown): ConnectionConfig \| null {	CODE
LOW	apps/web/src/host/browser-bridge.ts	114	function parseStoredConnectionConfig(value: unknown): ConnectionConfig \| null {	CODE
LOW	apps/web/src/app/App.test.tsx	8500	function createDirectoryDataTransfer(folder: File): DataTransfer {	CODE
LOW	apps/web/src/app/App.test.tsx	8534	function handleDefaultProjectApiRequest(	CODE
LOW	apps/web/src/app/App.test.tsx	8641	function handleDefaultCreatorApiRequest(	CODE
LOW	apps/web/src/app/App.test.tsx	9008	function createSkillMarketInstallRecord(	CODE
LOW	apps/web/src/app/App.test.tsx	9039	function createCodexStatusResponse(overrides: Partial<CodexStatusResponse> = {}): CodexStatusResponse {	CODE
LOW	apps/web/src/app/App.test.tsx	9053	function createCodexModelListResponse(): CodexModelListResponse {	CODE
648 more matches not shown…

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/src/features/settings/CreatorServicesSettingsView.tsx	810	&& props.config.transcription.openai.apiKey.trim().length === 0 ? (	CODE
CRITICAL	…eatures/dashboard/VideoDownloadBatchWorkspace.test.tsx	59	const created = harness.service.createJob.mock.calls.map(([request]) => request);	CODE
CRITICAL	…eatures/dashboard/VideoDownloadBatchWorkspace.test.tsx	77	expect(harness.service.createJob.mock.calls.every(([request]) => request.state?.[DOWNLOAD_BATCH_PARENT] === 'persist	CODE
CRITICAL	apps/desktop/test/bootstrap-controller.test.ts	61	expect(input.daemon.start.mock.calls.slice(1).every(call => call[0].requireProbe === false)).toBe(true);	CODE
CRITICAL	apps/daemon/src/creator/preflight.ts	504	} else if (config.transcription.provider === 'aliyun' && (!config.transcription.aliyun.speech.accessKeyId.trim() \|\|	CODE

Fake / Example Data20 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	apps/web/src/app/App.test.tsx	331	'placeholder',	CODE
LOW	apps/web/src/app/App.test.tsx	983	'placeholder',	CODE
LOW⚡	…features/settings/CreatorServicesSettingsView.test.tsx	96	expect(ossAccessKey).toHaveAttribute('placeholder', '已配置，留空则保持');	CODE
LOW⚡	…features/settings/CreatorServicesSettingsView.test.tsx	97	expect(speechAccessKey).toHaveAttribute('placeholder', '输入密钥');	CODE
LOW⚡	…features/settings/CreatorServicesSettingsView.test.tsx	98	expect(screen.getByLabelText('App Key')).toHaveAttribute('placeholder', '已配置，留空则保持');	CODE
LOW⚡	…features/settings/CreatorServicesSettingsView.test.tsx	105	expect(screen.getByLabelText('OSS Endpoint（可选）')).toHaveAttribute('placeholder', 'https://oss-ap-southeast-1.aliyunc	CODE
LOW	…features/settings/CreatorServicesSettingsView.test.tsx	173	expect(screen.getByLabelText('API Key')).toHaveAttribute('placeholder', '已配置，留空则保持');	CODE
LOW	…features/settings/CreatorServicesSettingsView.test.tsx	251	expect(apiKey).toHaveAttribute('placeholder', '已配置，留空则保持');	CODE
LOW	apps/web/src/features/schedules/SchedulesView.test.tsx	30	'placeholder',	CODE
LOW	apps/web/src/features/schedules/SchedulesView.test.tsx	34	expect(screen.getByLabelText('定时任务标题')).toHaveAttribute('placeholder', '输入任务标题');	CODE
LOW	apps/web/src/features/dashboard/DashboardPage.test.tsx	796	.toHaveAttribute('placeholder', '上传视频，或者输入有效的视频链接');	CODE
LOW	apps/web/src/features/dashboard/DashboardPage.test.tsx	865	'placeholder',	CODE
LOW	apps/web/src/features/dashboard/DashboardPage.test.tsx	1316	'placeholder',	CODE
LOW	apps/web/src/features/files/ProjectFileTree.test.tsx	18	expect(screen.getByRole('searchbox', { name: '筛选文件' })).toHaveAttribute('placeholder', '筛选文件...');	CODE
LOW	apps/web/src/features/runs/Composer.test.tsx	543	expect(screen.getByRole('textbox', { name: '输入任务' })).toHaveAttribute('placeholder', '');	CODE
LOW	apps/web/src/features/runs/Composer.test.tsx	660	expect(screen.getByRole('textbox', { name: '输入任务' })).toHaveAttribute('placeholder', '');	CODE
LOW	apps/web/src/features/runs/Composer.test.tsx	978	expect(textbox).toHaveAttribute('placeholder', '');	CODE
LOW	apps/web/src/features/runs/Composer.test.tsx	985	expect(textbox).toHaveAttribute('placeholder', '上传视频，或者输入有效的视频链接');	CODE
LOW	apps/web/src/features/runs/Composer.test.tsx	1009	expect(screen.getByRole('textbox', { name: '输入任务' })).toHaveAttribute('placeholder', '');	CODE
LOW	apps/web/src/i18n/client-copy-coverage.test.ts	44	if (ts.isJsxAttribute(node) && ['aria-label', 'title', 'placeholder'].includes(node.name.getText(source)) && node.	CODE

Over-Commented Block17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	runtime/krillinai/internal/types/subtitle_task.go	1	package types	COMMENT
LOW	runtime/krillinai/internal/types/subtitle_task.go	181	// 1. 严格按照目标语言的语法和表达习惯翻译	COMMENT
LOW	runtime/krillinai/internal/deps/checker.go	601	// TODO: 下载压缩包	COMMENT
LOW	runtime/krillinai/internal/deps/checker.go	741	// // downloadUrl := fmt.Sprintf("https://modelscope.cn/models/Maranello/KrillinAI_dependency_cn/resolve/master/Whispe	COMMENT
LOW	runtime/krillinai/internal/service/timestamps.go	121		COMMENT
LOW	runtime/krillinai/internal/service/timestamps.go	141	// if (endWordIndex - beginWordIndex) == 0 {	COMMENT
LOW	runtime/krillinai/internal/service/timestamps.go	161	// }	COMMENT
LOW	runtime/krillinai/internal/service/timestamps.go	181	// endWord = words[j]	COMMENT
LOW	runtime/krillinai/internal/service/timestamps.go	201	// endTs := endWord.End	COMMENT
LOW	runtime/krillinai/internal/service/timestamps.go	221	// result = append(result, word)	COMMENT
LOW	runtime/krillinai/internal/service/timestamps.go	241		COMMENT
LOW	runtime/krillinai/internal/service/timestamps.go	261	// }	COMMENT
LOW	runtime/krillinai/internal/service/timestamps.go	281	// if word.End < lastTs {	COMMENT
LOW	runtime/krillinai/internal/service/timestamps.go	301	// bestWord = word	COMMENT
LOW	runtime/krillinai/internal/service/audio2subtitle.go	361	if index == 0 {	COMMENT
LOW	runtime/krillinai/internal/service/audio2subtitle.go	381	// outputPattern,	COMMENT
LOW	runtime/krillinai/internal/service/audio2subtitle.go	401	// stepParam.SmallAudios = append(stepParam.SmallAudios, &types.SmallAudio{	COMMENT

Modern AI Meta-Vocabulary3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/openrouter-model-availability.md	18	[`GET /api/v1/models/user`](https://openrouter.ai/docs/api/api-reference/models/list-models-filtered-by-user-provider-pr	CODE
MEDIUM	packages/skill-market/src/source-skills.json	1035	"readmeText": "# awesome-llm-apps\n\nawesome-llm-apps 是高星 AI 应用样例库，不是单一 skill。它适合 Creator Skills Hub 作为内容创作应用灵感库和可	CODE
MEDIUM	packages/skill-market/src/source-skills.json	1729	"readmeText": "# Flowise\n\nFlowise 是可视化 AI Agent 和 RAG 工作流编排工具，适合快速搭建内容生产自动化原型。\n\n## 适合场景\n\n- 可视化 AI Agent 编排\n	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/prepare-creator-fallback-fonts.py	75	except subprocess.TimeoutExpired:	CODE

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	apps/daemon/src/platform-connections/browser.ts	62	elif 'decrypt' in str(message).lower() or 'encrypted key' in str(message).lower() or 'invalid key' in str(messag	CODE

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	…e/krillinai/internal/service/translation_source_cut.py	14	CODE
LOW	runtime/krillinai/internal/service/subtitle_nlp.py	129	CODE
LOW	…/krillinai/internal/service/translation_nlp_runtime.py	28	CODE
LOW	scripts/prepare-creator-fallback-fonts.py	51	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	runtime/krillinai/internal/types/subtitle_task.go	201	// 3.Highlight any idioms, cultural references, or nuanced phrases that require special attention	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	runtime/krillinai/pkg/util/base.go	242	// Step 1: 获取所有 Num 连续递增的 []types.Word 组合	COMMENT
LOW	runtime/krillinai/pkg/util/base.go	265	// Step 2: 比较编辑距离，找最接近 inputStr 的那个组	COMMENT

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	runtime/krillinai/pkg/util/base.go	242	// Step 1: 获取所有 Num 连续递增的 []types.Word 组合	COMMENT
LOW	runtime/krillinai/pkg/util/base.go	265	// Step 2: 比较编辑距离，找最接近 inputStr 的那个组	COMMENT

Excessive Try-Catch Wrapping2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…/krillinai/internal/service/translation_nlp_runtime.py	56	except Exception as error:	CODE
LOW	apps/daemon/src/platform-connections/browser.ts	78	except Exception:	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	runtime/krillinai/pkg/util/base_test.go	36	response: "Sure! Here you go:\n\n```json\n{\"align\": []}\n```\n\nLet me know if you need more detail.",	CODE

krillinai/OpenCreator

Open-Source Code Quality, Security and Technical Debt Review