2.6

Adjusted Signal

2.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

27.1K

Stars

TypeScript

Language

369.6K

Lines of Code

2.1K

Files

617

Pattern Hits

2026-10-31

Scan Date

0.01

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 9.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 544 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.6/100 · LOW

Are imports declared and package/API names verified? 61 finding(s).

Agent Over-Engineering Ratio 5.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 396 finding(s).

PR Review Velocity Impact 10.2/100 · LOW

Which changes need focused human review? 617 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 11HIGH 11MEDIUM 12LOW 583

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 617 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.

Hyper-Verbose Identifiers384 hits · 380 pts

Severity	File	Line	Snippet	Context
LOW⚡	…-web/.agents/skills/impeccable/scripts/live-browser.js	4507	function isSvelteComponentManifestPath(filePath) {	CODE
LOW⚡	…-web/.agents/skills/impeccable/scripts/live-browser.js	4511	function parseOriginalMarkupElement(originalMarkup) {	CODE
LOW⚡	…-web/.agents/skills/impeccable/scripts/live-browser.js	4517	function findLiveElementForOriginalMarkup(originalMarkup) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	924	function buildAnnotationsForCapture(rect, snapshot) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	964	function stripManualEditRuntimeState(root) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	987	function sanitizedContextOuterHTML(el, maxLength) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1039	function contextElementForManualEdit(selectedEl, rows, ops) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1063	function isUsefulManualEditContext(candidate, leafEl, editedTexts) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1069	function collectManualContextPieces(rootEl, editedTexts) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1093	function isMeaningfulManualContextPiece(text, editedTexts) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1099	function normalizeManualContextText(value) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1242	function detectInsertAxisFromStyle(style) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1412	function placeholderWidthIsImplicit(kind) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1416	function applyPlaceholderSizingStyles(placeholder, sizing) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1433	function materializePlaceholderWidth(placeholder) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1454	function insertCreateDisabledReason({ prompt, comments, strokes }) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1473	function resizePlaceholderFromEdge(start, edge, dx, dy, parentWidth) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1560	function syncPageInteractionCursor() {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1601	function removeInsertPlaceholderDom() {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1619	function buildInsertPlaceholderSnapshotFromDom(anchor, placeholder) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1650	function isInsertGeneratingSession() {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1685	function applyPlaceholderDimensions({ width, height, marginLeft, marginTop }) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1702	function buildPlaceholderResizeHandles() {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1732	function syncPlaceholderResizeHandles() {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1743	function startPlaceholderEdgeResize(edge, e) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	1816	function ensureInsertCreateTooltip() {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	2707	function getMountedSvelteComponentAnchor(session = svelteComponentSession) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	2713	function resolveSvelteComponentAnchor(session = svelteComponentSession) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	2960	function wrapMixedContentTextNodes(rootEl) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	2985	function unwrapMixedContentTextNodes(rootEl) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3209	function normalizeDocumentRefToken(value) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3241	function nearbyEditableTextsForManualEdit(rows, activeEl, originalText, newText) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3355	function schedulePendingDockPosition() {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3370	function playPendingIntroAnimation() {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3417	function readStoredManualApplyState() {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3461	function clearStoredManualApplyState() {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3469	function shouldResumeManualApplyLoading(count) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3503	function updateManualApplyProgressFromChunk(chunk) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3518	function updateManualApplyRepairState(repair, phase) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3529	function refreshLiveControlsForManualApply() {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3786	function manualEditEventForCurrentPage(msg) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3881	function restoreDiscardedManualEdits(entries) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3900	function canRestoreManualEditElement(el, op) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3917	function restoreMixedTextNodeManualEdit(op) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3935	function directMixedTextRestoreNodes(parent) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3945	function findManualEditRestoreElement(op) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	3984	function parseManualEditRefSegment(segment) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	4000	function elementMatchesManualRefSegment(el, segment) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	4546	function findLiveElementForSvelteManifest(manifest) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	4567	async function loadSvelteComponentParams(manifest) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	4587	function buildSveltePropValuesFromLiveElement(liveEl, manifest) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	4601	async function mountSvelteComponentVariant(variantNum) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	4653	function teardownSvelteComponentSession(restoreOriginal) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	4668	function applyOriginalAttrsToSvelteAnchor(el, originalMarkup) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	4683	function commitAcceptedSvelteComponentToDom(sessionId) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	4702	async function injectSvelteComponentsFromManifest(manifestPath, sessionId) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	4830	function waitForSvelteComponentTargetAndRetry({ manifestPath, sessionId, manifest }) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	4830	function waitForSvelteComponentTargetAndRetry({ manifestPath, sessionId, manifest }) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	4850	function abortSvelteComponentInjection(sessionId, message) {	CODE
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	4973	function buildSvelteExpressionTextMap(sourceOriginal, liveOriginal) {	CODE
324 more matches not shown…

Structural Annotation Overuse114 hits · 224 pts

Severity	File	Line	Snippet	Context
LOW	…rn-web/.agents/skills/impeccable/reference/document.md	80	### Step 1: Find the design assets	COMMENT
LOW	…rn-web/.agents/skills/impeccable/reference/document.md	92	### Step 2: Auto-extract what can be auto-extracted	COMMENT
LOW	…rn-web/.agents/skills/impeccable/reference/document.md	113	### Step 3: Ask the user for qualitative language	COMMENT
LOW	…rn-web/.agents/skills/impeccable/reference/document.md	125	### Step 4: Write DESIGN.md	COMMENT
LOW	…rn-web/.agents/skills/impeccable/reference/document.md	331	### Step 5: Confirm and refine	COMMENT
LOW	…rn-web/.agents/skills/impeccable/reference/document.md	343	### Step 1: Confirm seed mode	COMMENT
LOW	…rn-web/.agents/skills/impeccable/reference/document.md	349	### Step 2: Five questions	COMMENT
LOW	…rn-web/.agents/skills/impeccable/reference/document.md	377	### Step 3: Write seed DESIGN.md	COMMENT
LOW	…rn-web/.agents/skills/impeccable/reference/document.md	398	### Step 4: Confirm	COMMENT
LOW⚡	…toearn-web/.agents/skills/impeccable/reference/live.md	426	### Step 1: Identify where the element actually lives	COMMENT
LOW⚡	…toearn-web/.agents/skills/impeccable/reference/live.md	436	### Step 2: Show three variants in the DOM for preview	COMMENT
LOW⚡	…toearn-web/.agents/skills/impeccable/reference/live.md	446	### Step 3: On accept, write to true source	COMMENT
LOW⚡	…toearn-web/.agents/skills/impeccable/reference/live.md	456	### Step 4: On discard, clean up the served file	COMMENT
LOW	…arn-web/.agents/skills/impeccable/reference/extract.md	5	## Step 1: Discover the Design System	COMMENT
LOW	…arn-web/.agents/skills/impeccable/reference/extract.md	11	## Step 2: Identify Patterns	COMMENT
LOW	…arn-web/.agents/skills/impeccable/reference/extract.md	24	## Step 3: Plan Extraction	COMMENT
LOW⚡	…arn-web/.agents/skills/impeccable/reference/extract.md	36	## Step 4: Extract & Enrich	COMMENT
LOW⚡	…arn-web/.agents/skills/impeccable/reference/extract.md	44	## Step 5: Migrate	COMMENT
LOW⚡	…arn-web/.agents/skills/impeccable/reference/extract.md	53	## Step 6: Document	COMMENT
LOW	…toearn-web/.agents/skills/impeccable/reference/init.md	11	## Step 1: Load current state	COMMENT
LOW	…toearn-web/.agents/skills/impeccable/reference/init.md	26	## Step 2: Explore the codebase	COMMENT
LOW	…toearn-web/.agents/skills/impeccable/reference/init.md	46	## Step 3: Ask strategic questions (for PRODUCT.md)	COMMENT
LOW	…toearn-web/.agents/skills/impeccable/reference/init.md	91	## Step 4: Write PRODUCT.md	COMMENT
LOW	…toearn-web/.agents/skills/impeccable/reference/init.md	127	## Step 5: Decide on DESIGN.md	COMMENT
LOW	…toearn-web/.agents/skills/impeccable/reference/init.md	138	## Step 6: Configure live mode (when code exists)	COMMENT
LOW	…toearn-web/.agents/skills/impeccable/reference/init.md	154	## Step 7: Recommend starting points, then wrap up	COMMENT
LOW	…oearn-web/.agents/skills/impeccable/reference/craft.md	22	## Step 0: Project Foundation	COMMENT
LOW	…oearn-web/.agents/skills/impeccable/reference/craft.md	43	## Step 1: Shape the Design	COMMENT
LOW	…oearn-web/.agents/skills/impeccable/reference/craft.md	55	## Step 2: Load References	COMMENT
LOW	…oearn-web/.agents/skills/impeccable/reference/craft.md	69	## Step 3: Visual Direction & Assets (Harness-Gated)	COMMENT
LOW	…oearn-web/.agents/skills/impeccable/reference/craft.md	77	## Step 4: Build to Production Quality	COMMENT
LOW	…oearn-web/.agents/skills/impeccable/reference/craft.md	101	## Step 5: Iterate Visually	COMMENT
LOW	…oearn-web/.agents/skills/impeccable/reference/craft.md	115	## Step 6: Present	COMMENT
LOW	…oearn-web/.agents/skills/impeccable/reference/teach.md	10	## Step 1: Load current state	COMMENT
LOW	…oearn-web/.agents/skills/impeccable/reference/teach.md	31	## Step 2: Explore the codebase	COMMENT
LOW	…oearn-web/.agents/skills/impeccable/reference/teach.md	51	## Step 3: Ask strategic questions (for PRODUCT.md)	COMMENT
LOW	…oearn-web/.agents/skills/impeccable/reference/teach.md	97	## Step 4: Write PRODUCT.md	COMMENT
LOW	…oearn-web/.agents/skills/impeccable/reference/teach.md	133	## Step 5: Decide on DESIGN.md	COMMENT
LOW	…oearn-web/.agents/skills/impeccable/reference/teach.md	144	## Step 6: Confirm and wrap up	COMMENT
LOW⚡	…at/wechat-official/wechat-official-publish.provider.ts	74	// Step 1: Upload cover image for thumb_media_id	COMMENT
LOW⚡	…at/wechat-official/wechat-official-publish.provider.ts	84	// Step 2: Upload inline images and replace URLs with media IDs	COMMENT
LOW	…at/wechat-official/wechat-official-publish.provider.ts	96	// Step 3: Build article	COMMENT
LOW⚡	…at/wechat-official/wechat-official-publish.provider.ts	108	// Step 4: Create draft	COMMENT
LOW⚡	…at/wechat-official/wechat-official-publish.provider.ts	111	// Step 5: Submit for free publish	COMMENT
LOW	…/core/channels/platforms/kwai/kwai-publish.provider.ts	61	// Step 1: Initialize upload	COMMENT
LOW⚡	…/core/channels/platforms/kwai/kwai-publish.provider.ts	93	// Step 4: Build caption with topics	COMMENT
LOW⚡	…/core/channels/platforms/kwai/kwai-publish.provider.ts	96	// Step 5: Fetch cover image	COMMENT
LOW	…/core/channels/platforms/kwai/kwai-publish.provider.ts	124	// Step 6: Publish the video	COMMENT
LOW	…rc/core/channels/publish/flows/publish-flow.service.ts	142	// Step 1: common content validation	COMMENT
LOW	…rc/core/channels/publish/flows/publish-flow.service.ts	159	// Step 2: platform-specific validation (only if step 1 passed)	COMMENT
LOW	…rc/core/channels/publish/flows/publish-flow.service.ts	171	// Step 3: media probe + validation (only if step 1+2 passed)	COMMENT
LOW⚡	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	75	### Step 0: Understand Requirements	COMMENT
LOW⚡	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	79	### Step 1: Analyze and Load Skills (MANDATORY)	COMMENT
LOW	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	128	### Step 2: Execution Plan (MANDATORY - ALWAYS SHOW)	COMMENT
LOW	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	200	### Step 3: Content Metadata (MANDATORY)	COMMENT
LOW	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	220	### Step 4: Media Generation	COMMENT
LOW⚡	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	256	### Step 5: Async Task Handling	COMMENT
LOW⚡	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	264	### Step 6: Content Saving	COMMENT
LOW⚡	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	272	### Step 7: Publishing	COMMENT
LOW⚡	…nd/apps/aitoearn-ai/src/core/agent/mcp/subtitle.mcp.ts	143	// Step 1: 使用 FFmpeg 提取音频	COMMENT
54 more matches not shown…

Hallucination Indicators11 hits · 130 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/src/core/draft-generation/draft-generation.service.ts	231	const modelConfig = config.ai.models.video.generation.find(m => m.name === model)	CODE
CRITICAL	…/src/core/draft-generation/draft-generation.service.ts	328	const generationModel = config.ai.models.image.generation.find(model => model.name === imageModel)	CODE
CRITICAL	…/src/core/draft-generation/draft-generation.service.ts	329	const editModel = config.ai.models.image.edit.find(model => model.name === imageModel)	CODE
CRITICAL	…/src/core/draft-generation/draft-generation.service.ts	373	const modelConfig = config.ai.models.video.generation.find(m => m.name === dto.model)	CODE
CRITICAL	…nd/apps/aitoearn-ai/src/core/ai/video/video.service.ts	70	const modelConfig = this.modelsConfigService.config.video.generation.find(m => m.name === model)	CODE
CRITICAL	…rn-ai/src/core/ai/video/dashscope/dashscope.service.ts	59	const modelConfig = this.modelsConfigService.config.video.generation.find(m => m.name === model)	CODE
CRITICAL	…earn-ai/src/core/ai/video/relay/relay-video.service.ts	32	const modelConfig = this.modelsConfigService.config.video.generation.find(m => m.name === request.model)	CODE
CRITICAL⚡	…nd/apps/aitoearn-ai/src/core/ai/image/image.service.ts	43	? this.modelsConfigService.config.image.generation.find(item => item.name === model)	CODE
CRITICAL⚡	…nd/apps/aitoearn-ai/src/core/ai/image/image.service.ts	44	: this.modelsConfigService.config.image.edit.find(item => item.name === model)	CODE
CRITICAL⚡	…nd/apps/aitoearn-ai/src/core/ai/image/image.service.ts	51	? this.modelsConfigService.config.image.generation.find(item => item.name === model)	CODE
CRITICAL⚡	…nd/apps/aitoearn-ai/src/core/ai/image/image.service.ts	52	: this.modelsConfigService.config.image.edit.find(item => item.name === model)	CODE

Verbosity Indicators26 hits · 51 pts

Severity	File	Line	Snippet	Context
LOW⚡	…at/wechat-official/wechat-official-publish.provider.ts	74	// Step 1: Upload cover image for thumb_media_id	COMMENT
LOW⚡	…at/wechat-official/wechat-official-publish.provider.ts	84	// Step 2: Upload inline images and replace URLs with media IDs	COMMENT
LOW	…at/wechat-official/wechat-official-publish.provider.ts	96	// Step 3: Build article	COMMENT
LOW⚡	…at/wechat-official/wechat-official-publish.provider.ts	108	// Step 4: Create draft	COMMENT
LOW⚡	…at/wechat-official/wechat-official-publish.provider.ts	111	// Step 5: Submit for free publish	COMMENT
LOW	…/core/channels/platforms/kwai/kwai-publish.provider.ts	61	// Step 1: Initialize upload	COMMENT
LOW⚡	…/core/channels/platforms/kwai/kwai-publish.provider.ts	93	// Step 4: Build caption with topics	COMMENT
LOW⚡	…/core/channels/platforms/kwai/kwai-publish.provider.ts	96	// Step 5: Fetch cover image	COMMENT
LOW	…/core/channels/platforms/kwai/kwai-publish.provider.ts	124	// Step 6: Publish the video	COMMENT
LOW	…rc/core/channels/publish/flows/publish-flow.service.ts	142	// Step 1: common content validation	COMMENT
LOW	…rc/core/channels/publish/flows/publish-flow.service.ts	159	// Step 2: platform-specific validation (only if step 1 passed)	COMMENT
LOW	…rc/core/channels/publish/flows/publish-flow.service.ts	171	// Step 3: media probe + validation (only if step 1+2 passed)	COMMENT
LOW⚡	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	75	### Step 0: Understand Requirements	COMMENT
LOW⚡	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	79	### Step 1: Analyze and Load Skills (MANDATORY)	COMMENT
LOW	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	128	### Step 2: Execution Plan (MANDATORY - ALWAYS SHOW)	COMMENT
LOW	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	200	### Step 3: Content Metadata (MANDATORY)	COMMENT
LOW	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	220	### Step 4: Media Generation	COMMENT
LOW⚡	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	256	### Step 5: Async Task Handling	COMMENT
LOW⚡	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	264	### Step 6: Content Saving	COMMENT
LOW⚡	…end/apps/aitoearn-ai/src/core/agent/agent.constants.ts	272	### Step 7: Publishing	COMMENT
LOW⚡	…nd/apps/aitoearn-ai/src/core/agent/mcp/subtitle.mcp.ts	143	// Step 1: 使用 FFmpeg 提取音频	COMMENT
LOW⚡	…nd/apps/aitoearn-ai/src/core/agent/mcp/subtitle.mcp.ts	148	// Step 2: 构建提示词	COMMENT
LOW⚡	…nd/apps/aitoearn-ai/src/core/agent/mcp/subtitle.mcp.ts	151	// Step 3: 调用 Gemini 进行转录	COMMENT
LOW	…nd/apps/aitoearn-ai/src/core/agent/mcp/subtitle.mcp.ts	174	// Step 4: 解析响应	COMMENT
LOW⚡	…nd/apps/aitoearn-ai/src/core/agent/mcp/subtitle.mcp.ts	187	// Step 5: 生成 SRT 格式	COMMENT
LOW⚡	…nd/apps/aitoearn-ai/src/core/agent/mcp/subtitle.mcp.ts	190	// Step 6: 上传 SRT 文件	COMMENT

Fake / Example Data46 hits · 47 pts

Severity	File	Line	Snippet	Context
LOW	…oject/aitoearn-web/.agents/skills/taste-skill/SKILL.md	615	### 9.D Content & Data ("Jane Doe" Effect)	COMMENT
LOW	…oject/aitoearn-web/.agents/skills/taste-skill/SKILL.md	616	* NO generic names. "John Doe", "Sarah Chan", "Jack Su" → use creative, realistic, locale-appropriate names.	COMMENT
LOW	project/aitoearn-web/src/app/i18n/locales/ja/chat.json	3	"placeholder": "新しい寿司盛り合わせの8秒縦型プロモーション動画を作成してください。アップテンポなジャズ音楽、新鮮なサーモンのクローズアップ、字幕を生成、最後にロゴを表示。",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/ja/welcome.json	23	"placeholder": "レストランを検索",	CODE
LOW	…oject/aitoearn-web/src/app/i18n/locales/ja/common.json	72	"placeholder": "選択してください...",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/ja/account.json	467	"placeholder": "プロキシアドレスを入力",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/ja/publish.json	306	"placeholder": "プライバシーレベルを選択",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/ja/publish.json	340	"placeholder": "申告タイプを選択",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/ja/publish.json	437	"placeholder": "Paste an extension link",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/zh-CN/chat.json	3	"placeholder": "为我们的新品寿司拼盘制作一个8秒的竖屏宣传视频。使用欢快的爵士乐，新鲜三文鱼的特写镜头，生成字幕，最后展示我们的logo。",	CODE
LOW	…t/aitoearn-web/src/app/i18n/locales/zh-CN/welcome.json	23	"placeholder": "输入您的餐厅名称",	CODE
LOW	…ct/aitoearn-web/src/app/i18n/locales/zh-CN/common.json	74	"placeholder": "请选择...",	CODE
LOW	…oject/aitoearn-web/src/app/i18n/locales/zh-CN/dev.json	179	"placeholder": "粘贴扩展链接",	CODE
LOW	…t/aitoearn-web/src/app/i18n/locales/zh-CN/account.json	466	"placeholder": "请输入代理地址",	CODE
LOW	…t/aitoearn-web/src/app/i18n/locales/zh-CN/publish.json	315	"placeholder": "请选择隐私级别",	CODE
LOW	…t/aitoearn-web/src/app/i18n/locales/zh-CN/publish.json	349	"placeholder": "请选择声明类型",	CODE
LOW	…t/aitoearn-web/src/app/i18n/locales/zh-CN/publish.json	483	"placeholder": "粘贴扩展链接",	CODE
LOW	project/aitoearn-web/src/app/i18n/locales/de/chat.json	3	"placeholder": "Erstellen Sie ein 8-Sekunden-Hochformat-Werbevideo für unsere neue Sushi-Platte. Verwenden Sie fröhl	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/de/welcome.json	23	"placeholder": "Finden Sie Ihr Restaurant",	CODE
LOW	…oject/aitoearn-web/src/app/i18n/locales/de/common.json	72	"placeholder": "Auswählen...",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/de/account.json	467	"placeholder": "Proxy-Adresse eingeben",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/de/publish.json	307	"placeholder": "Datenschutzstufe auswählen",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/de/publish.json	341	"placeholder": "Erklärungstyp auswählen",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/de/publish.json	438	"placeholder": "Paste an extension link",	CODE
LOW	project/aitoearn-web/src/app/i18n/locales/ko/chat.json	3	"placeholder": "새로운 스시 플래터를 위한 8초 세로형 홍보 영상을 만들어주세요. 경쾌한 재즈 음악, 신선한 연어 클로즈업, 자막 생성, 마지막에 로고를 표시해주세요.",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/ko/welcome.json	23	"placeholder": "레스토랑 찾기",	CODE
LOW	…oject/aitoearn-web/src/app/i18n/locales/ko/common.json	72	"placeholder": "선택...",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/ko/account.json	467	"placeholder": "프록시 주소 입력",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/ko/publish.json	307	"placeholder": "공개 수준 선택",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/ko/publish.json	341	"placeholder": "신고 유형 선택",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/ko/publish.json	438	"placeholder": "Paste an extension link",	CODE
LOW	project/aitoearn-web/src/app/i18n/locales/fr/chat.json	3	"placeholder": "Créez une vidéo promotionnelle verticale de 8 secondes pour notre nouveau plateau de sushi. Utilisez	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/fr/welcome.json	23	"placeholder": "Trouvez votre restaurant",	CODE
LOW	…oject/aitoearn-web/src/app/i18n/locales/fr/common.json	72	"placeholder": "Sélectionner...",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/fr/account.json	467	"placeholder": "Entrez l'adresse proxy",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/fr/publish.json	307	"placeholder": "Sélectionnez le niveau de confidentialité",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/fr/publish.json	341	"placeholder": "Sélectionnez le type de déclaration",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/fr/publish.json	438	"placeholder": "Paste an extension link",	CODE
LOW	project/aitoearn-web/src/app/i18n/locales/en/chat.json	3	"placeholder": "Create an 8-second vertical promo video for our new Sushi Platter. Use upbeat jazz music, close-up s	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/en/welcome.json	23	"placeholder": "Find your restaurant",	CODE
LOW	…oject/aitoearn-web/src/app/i18n/locales/en/common.json	74	"placeholder": "Select...",	CODE
LOW	project/aitoearn-web/src/app/i18n/locales/en/dev.json	179	"placeholder": "https://example.com",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/en/account.json	467	"placeholder": "Enter proxy address",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/en/publish.json	314	"placeholder": "Select privacy level",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/en/publish.json	348	"placeholder": "Select declaration type",	CODE
LOW	…ject/aitoearn-web/src/app/i18n/locales/en/publish.json	482	"placeholder": "Paste an extension link",	CODE

Synthetic Comment Markers7 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	…ccable/scripts/detector/detect-antipatterns-browser.js	104	// ── AI slop: tells that something was AI-generated ──	COMMENT
HIGH	…ccable/scripts/detector/detect-antipatterns-browser.js	1375	// (the "card-icon" pattern from many AI-generated demos).	COMMENT
HIGH	…ect/aitoearn-web/src/app/i18n/locales/en/material.json	9	"description": "Images and videos automatically generated by AI",	CODE
HIGH	…ct/aitoearn-web/src/app/[lng]/accounts/accountCore.tsx	104	// Handle AI-generated content params	COMMENT
HIGH	…ct/aitoearn-web/src/app/[lng]/accounts/accountCore.tsx	245	// Fill AI-generated data after publish dialog opens	COMMENT
HIGH	…ct/aitoearn-web/src/app/[lng]/accounts/accountCore.tsx	494	ossUrl: media.url, // AI-generated images already have ossUrl	CODE
HIGH	project/aitoearn-backend/.agents/skills/triage/SKILL.md	13	> This was generated by AI during triage.	CODE

Decorative Section Separators12 hits · 39 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…ccable/scripts/detector/detect-antipatterns-browser.js	2756	// ─── Clipped overflow container ───────────────────────────────────────────────	COMMENT
MEDIUM⚡	…ccable/scripts/detector/detect-antipatterns-browser.js	2792	// ─── Text overflow (browser-only: needs scrollWidth/clientWidth) ──────────────	COMMENT
MEDIUM	…ccable/scripts/detector/detect-antipatterns-browser.js	15	// ─── Section 1: Constants ───────────────────────────────────────────────────	COMMENT
MEDIUM	…ccable/scripts/detector/detect-antipatterns-browser.js	477	// ─── Section 2: Color Utilities ─────────────────────────────────────────────	COMMENT
MEDIUM	…ccable/scripts/detector/detect-antipatterns-browser.js	594	// ─── Section 3: Pure Detection ──────────────────────────────────────────────	COMMENT
MEDIUM	…ccable/scripts/detector/detect-antipatterns-browser.js	1173	// ─── Section 4: resolveBackground (unified) ─────────────────────────────────	COMMENT
MEDIUM	…ccable/scripts/detector/detect-antipatterns-browser.js	1317	// ─── Section 5: Element Adapters ────────────────────────────────────────────	COMMENT
MEDIUM	…ccable/scripts/detector/detect-antipatterns-browser.js	2358	// ─── Section 6: Page-Level Checks ───────────────────────────────────────────	COMMENT
MEDIUM	…ccable/scripts/detector/detect-antipatterns-browser.js	2612	// ─── Cream / beige palette (the default "tasteful" AI surface) ────────────────	COMMENT
MEDIUM	…ccable/scripts/detector/detect-antipatterns-browser.js	2679	// ─── Oversized hero headline ────────────────────────────────────────────────	COMMENT
MEDIUM	…ccable/scripts/detector/detect-antipatterns-browser.js	2711	// ─── GPT tell: hairline border + wide diffuse shadow (gated --gpt) ────────────	COMMENT
MEDIUM	…ccable/scripts/detector/detect-antipatterns-browser.js	2819	// ─── Section 7: Browser UI (IS_BROWSER only) ────────────────────────────────	COMMENT

Magic Placeholder Names4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	README_JA.md	127	"x-api-key": "your-api-key"	CODE
HIGH	README_JA.md	136	MCP 設定に MCP アドレスと認証ヘッダー（`x-api-key: your-api-key`）を入力してください。各ツールの手順とスクリーンショット入り解説は [docs の MCP ガイド](https://do	CODE
HIGH	README_EN.md	135	"x-api-key": "your-api-key"	CODE
HIGH	README_EN.md	144	In your MCP settings, fill in the MCP URL and the Auth Header (`x-api-key: your-api-key`). Step-by-step instruct	CODE

Over-Commented Block11 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	341	// Two host-page behaviors break us when the picked element lives inside a	COMMENT
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	2621	}	COMMENT
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	6441	// background fills with ink and the lighter content punches holes instead.	COMMENT
LOW	…-web/.agents/skills/impeccable/scripts/live-browser.js	6461	// transparent region stays transparent (the live backdrop shows through the	COMMENT
LOW	…ccable/scripts/detector/detect-antipatterns-browser.js	881	siblingTag, siblingText, siblingTextTransform,	COMMENT
LOW	…ccable/scripts/detector/detect-antipatterns-browser.js	1861	} else if (hMin < hThresh) {	COMMENT
LOW	…ccable/scripts/detector/detect-antipatterns-browser.js	1941	const PAD_THRESHOLD = 2;	COMMENT
LOW	…ccable/scripts/detector/detect-antipatterns-browser.js	2021	// is the absence of the container entirely.	COMMENT
LOW	…ccable/scripts/detector/detect-antipatterns-browser.js	2821	if (IS_BROWSER) {	COMMENT
LOW	…/.agents/skills/diagnose/scripts/hitl-loop.template.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…rver/src/core/publish-record/publish-record.service.ts	21	@Injectable()	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…/.agents/skills/diagnose/scripts/hitl-loop.template.sh	6	# Usage:	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/backend-build.yml	121	# Check if manual mode	COMMENT

yikart/AiToEarn

Open-Source Code Quality, Security and Technical Debt Review