2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

15.4K

Stars

TypeScript

Language

470.5K

Lines of Code

2.3K

Files

774

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 8.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 719 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

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

Agent Over-Engineering Ratio 6.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 617 finding(s).

PR Review Velocity Impact 9.1/100 · LOW

Which changes need focused human review? 774 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 36LOW 731

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 774 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 Identifiers592 hits · 600 pts

Severity	File	Line	Snippet	Context
LOW	packages/playground-app/src/SessionSetupPanel.tsx	14	function getPlatformSelectorFieldKey(	CODE
LOW	packages/playground-app/src/SessionSetupPanel.tsx	20	export function getPlatformSelectorOptions(	CODE
LOW	packages/playground-app/src/session-setup.ts	8	export function resolveAutoCreateSessionInput(	CODE
LOW	packages/playground-app/src/DeviceInteractionLayer.tsx	144	function hasHostSelectionOutsideOverlay(overlay: HTMLElement \| null): boolean {	CODE
LOW	packages/playground-app/src/session-state.ts	40	export function buildSessionInitialValues(	CODE
LOW	packages/playground-app/src/scrcpy-preview.ts	30	export function isScrcpyPreviewStatusEvent(	CODE
LOW	packages/playground-app/src/scrcpy-preview.ts	41	export function isScrcpyPreviewErrorEvent(	CODE
LOW⚡	packages/playground-app/src/scrcpy-preview.ts	76	export function getDefaultScrcpyWaitingStatusText(): string {	CODE
LOW⚡	packages/playground-app/src/scrcpy-preview.ts	80	export function getScrcpyDecoderStatusText(): string {	CODE
LOW⚡	packages/playground-app/src/scrcpy-preview.ts	84	export function getScrcpyPreviewStatusText(	CODE
LOW	packages/playground-app/src/scrcpy-preview.ts	104	export function getScrcpyMetadataTimeoutMessage(	CODE
LOW	packages/playground-app/src/manual-interaction.ts	3	export function buildManualDragInteractPayload(	CODE
LOW	packages/playground-app/src/manual-interaction.ts	27	export function buildManualScrollInteractPayload(	CODE
LOW	packages/playground-app/src/runtime-info.ts	32	export function normalizeRuntimeDeviceType(	CODE
LOW	packages/playground-app/src/runtime-info.ts	70	export function filterValidExecutionUxHints(	CODE
LOW	packages/playground-app/src/runtime-info.ts	79	export function resolvePreviewConnectionInfo(	CODE
LOW	…yground-app/src/panels/PlaygroundConversationPanel.tsx	38	export function PlaygroundConversationPanel({	CODE
LOW	packages/playground-app/src/controller/ai-config.ts	9	export function serializePlaygroundAiConfig(	CODE
LOW	…ayground-app/src/controller/usePlaygroundController.ts	37	function getPlatformSelectorFieldKey(	CODE
LOW	packages/playground-app/src/controller/selectors.ts	51	export function buildConversationBranding(	CODE
LOW	…s/playground-app/src/controller/create-agent-error.tsx	33	export function getPuppeteerChromeInstallCommand(): string {	CODE
LOW	…s/playground-app/src/controller/create-agent-error.tsx	87	export function isPuppeteerChromeMissingError(error: unknown): boolean {	CODE
LOW	…s/playground-app/src/controller/create-agent-error.tsx	220	export function getCreateAgentErrorNotification(	CODE
LOW	packages/playground-app/src/controller/auto-create.ts	24	export function resolveAutoCreateDecision({	CODE
LOW	packages/playground-app/src/controller/auto-create.ts	44	export function shouldResetAutoCreateBlock(options?: {	CODE
LOW	packages/core/tests/unit-test/model-adapter.test.ts	16	function createTestPlannerDefinition(): CustomPlanningDefinition<null> {	CODE
LOW	…es/core/tests/unit-test/agent-describe-element.test.ts	38	function createElementDescriberRuntime(agent: Agent): ElementDescriberRuntime {	CODE
LOW	packages/core/tests/unit-test/grounding.test.ts	8	function adaptElementLocateResultToRect(	CODE
LOW	…ts/unit-test/report-generator-reference-images.test.ts	29	function createPlanningExecutionWithReferenceImage(options: {	CODE
LOW	…ts/unit-test/report-generator-reference-images.test.ts	81	function referenceImageRefsFromDump(	CODE
LOW	…ts/unit-test/report-generator-reference-images.test.ts	89	function firstPlanningReferenceImageUrl(execution: ExecutionDump): string {	CODE
LOW	…/tests/unit-test/task-executor-custom-planning.test.ts	60	function createCustomPlanningModel(plannedActions: any[] = []): ModelRuntime {	CODE
LOW	…es/core/tests/unit-test/player-action-dispatch.test.ts	22	function createPlayerWithActionSpace(actionSpace: any[]) {	CODE
LOW	…tests/unit-test/model-adapter/auto-glm/actions.test.ts	27	function transformAutoGLMActionForTest(	CODE
LOW	…/unit-test/model-adapter/ui-tars/locate-result.test.ts	10	function getUiTarsLocateResultCodec() {	CODE
LOW	…e/tests/unit-test/test-helpers/agent-report-manager.ts	7	export function installAgentReportManager(agent: Agent): void {	CODE
LOW	…kages/core/tests/unit-test/test-helpers/report-html.ts	42	export function extractGroupedDumpScripts(html: string): ScriptTag[] {	CODE
LOW	…/core/tests/unit-test/test-helpers/report-generator.ts	53	export function buildIncrementalExecution(	CODE
LOW	…/core/tests/unit-test/test-helpers/report-generator.ts	89	export async function createPatternedPngFixture() {	CODE
LOW	packages/core/src/report.ts	95	function readDeclaredScreenshotMode(	CODE
LOW	packages/core/src/report.ts	1168	function externalizeImagesInExecution(	CODE
LOW	packages/core/src/report.ts	1223	export function splitReportHtmlByExecution(	CODE
LOW	packages/core/src/report-markdown.ts	543	function screenshotsMarkdownSection(	CODE
LOW	packages/core/src/element-describer.ts	332	export async function verifyElementDescriptionAtPoint(	CODE
LOW	packages/core/src/common.ts	9	export function findActionInActionSpaceOrThrow(	CODE
LOW	packages/core/src/common.ts	218	export function validateRequiredLocateFields(	CODE
LOW	packages/core/src/utils.ts	127	export function insertContentBeforeClosingHtml(	CODE
LOW	packages/core/src/utils.ts	142	export function insertScriptBeforeClosingHtml(	CODE
LOW	packages/core/src/report-cli.ts	70	function writeAttachmentFromReport(	CODE
LOW	packages/core/src/report-cli.ts	252	function deriveReportAttributesFromHtml(	CODE
LOW	packages/core/src/report-generator.ts	111	export function assertReportGenerationOptions(opts: {	CODE
LOW	packages/core/src/dump/html-utils.ts	52	function collectUsageModelsForAgent(report: IReportActionDump): string {	CODE
LOW	packages/core/src/dump/html-utils.ts	80	export function generateAgentReportComment(report: IReportActionDump): string {	CODE
LOW	packages/core/src/dump/html-utils.ts	113	export function generateReportArtifactScriptTag(path: string): string {	CODE
LOW	packages/core/src/dump/html-utils.ts	125	function reportArtifactPathExtractor(filePath: string) {	CODE
LOW	packages/core/src/dump/html-utils.ts	151	export function extractReportArtifactPathSync(	CODE
LOW	packages/core/src/dump/html-utils.ts	164	export async function extractReportArtifactPathAsync(	CODE
LOW	packages/core/src/dump/html-utils.ts	202	export function generateTestRunReportScriptTag(	CODE
LOW	packages/core/src/dump/html-utils.ts	217	export function extractTestRunReportDumpSync(	CODE
LOW	packages/core/src/dump/html-utils.ts	459	export function extractLastDumpScriptSync(filePath: string): string {	CODE
532 more matches not shown…

Verbosity Indicators52 hits · 96 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	85	// Step 1: expand 100px each side -> {left: 400, top: 400, width: 250, height: 250}	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	87	// Step 2: scale to 400x400 from center (525, 525)	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	119	// Step 1: left can only expand 10px (10-100 clamped to 0)	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	122	// Step 2: center (80, 525), scale factor = 2.0, new size = 320x500	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	137	// Step 1: right can only expand 10px (original right 990, desired 1090, clamped to 1000)	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	140	// Step 2: center (920, 525), scale factor = 2.0, new size = 320x500	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	155	// Step 1: top can only expand 10px (10-100 clamped to 0)	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	158	// Step 2: center (525, 80), scale factor = 2.0, new size = 500x320	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	173	// Step 1: bottom can only expand 10px (original bottom 990, desired 1090, clamped to 1000)	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	176	// Step 2: center (525, 920), scale factor = 2.0, new size = 500x320	COMMENT
LOW	packages/core/tests/unit-test/search-area.test.ts	103	// Step 1: expand 100px each side -> {left: 400, top: 400, width: 500, height: 500}	COMMENT
LOW	packages/core/tests/unit-test/search-area.test.ts	232	// Step 1: {left: 100, top: 100, width: 800, height: 800}	COMMENT
LOW	packages/core/tests/unit-test/search-area.test.ts	249	// Step 1: {left: 400, top: 400, width: 400, height: 400}	COMMENT
LOW	packages/core/tests/unit-test/search-area.test.ts	265	// Step 1: {left: 200, top: 400, width: 400, height: 220}	COMMENT
LOW	packages/core/tests/unit-test/search-area.test.ts	281	// Step 1: {left: 400, top: 200, width: 220, height: 400}	COMMENT
LOW⚡	…kages/core/tests/unit-test/merge-browser-parse.test.ts	226	// Step 1: extract (what mergeReports does)	COMMENT
LOW⚡	…kages/core/tests/unit-test/merge-browser-parse.test.ts	229	// Step 2: escape again (what reportHTMLContent does)	COMMENT
LOW⚡	…kages/core/tests/unit-test/merge-browser-parse.test.ts	232	// Step 3: unescape (what browser does via antiEscapeScriptTag)	COMMENT
LOW⚡	packages/core/tests/unit-test/prompt/prompt.test.ts	321	expect(prompt).toContain('## Step 1: Observe (related tags: <planning>)');	CODE
LOW⚡	packages/core/tests/unit-test/prompt/prompt.test.ts	323	'## Step 1: Observe and Plan (related tags: <planning>, <update-plan-content>, <mark-sub-goal-done>)',	CODE
LOW	packages/core/tests/unit-test/prompt/prompt.test.ts	369	'## Step 1: Observe and Plan (related tags: <planning>, <update-plan-content>, <mark-sub-goal-done>)',	CODE
LOW	…s/core/src/ai-model/workflows/grounding/search-area.ts	43	// Step 1: Extend each side by expandSize (100px), clamped to screen boundaries	COMMENT
LOW⚡	…s/core/src/ai-model/workflows/grounding/search-area.ts	61	// Step 2: Check if area is already >= 400x400	COMMENT
LOW⚡	…s/core/src/ai-model/workflows/grounding/search-area.ts	68	// Step 2: Scale up from center to reach minimum 400x400 area	COMMENT
LOW	…ges/core/src/ai-model/prompt/planning/system-prompt.ts	78	## Step 1: ${renderSubGoalsContent(	COMMENT
LOW	…ges/core/src/ai-model/prompt/planning/system-prompt.ts	161	${renderSubGoalsContent(`## Step 2: Memory Data from Current Screenshot (related tags: <memory>)	CODE
LOW	packages/computer/tests/ai/chrome-extension-helpers.ts	608	// Step 1: Set alwaysAllow permission	COMMENT
LOW	packages/computer/tests/ai/chrome-extension-helpers.ts	619	// Step 2: Stop bridge, then start it so it uses the new permission	COMMENT
LOW	packages/computer/src/device.ts	1134	// Step 1: Take a screenshot (with timeout to handle screenshot-desktop	COMMENT
LOW	packages/computer/src/device.ts	1151	// Step 2: Verify pointer control. Windows capture, display enumeration,	COMMENT
LOW	packages/computer/src/device.ts	1225	// Step 3: List available monitors	COMMENT
LOW	…n/tests/unit-test/yaml/input-mode-typeonly-e2e.test.ts	28	// Step 1: Type first value using native Puppeteer	COMMENT
LOW⚡	…n/tests/unit-test/yaml/input-mode-typeonly-e2e.test.ts	39	// Step 2: Click button to change focus	COMMENT
LOW⚡	…n/tests/unit-test/yaml/input-mode-typeonly-e2e.test.ts	42	// Step 3: Simulate typeOnly behavior - click input and type without clearing	COMMENT
LOW	…-integration/tests/ai/web/puppeteer/input-mode.test.ts	22	// Step 1: Input first value (default replace mode)	COMMENT
LOW	…-integration/tests/ai/web/puppeteer/input-mode.test.ts	33	// Step 2: Input second value with typeOnly mode (should append, not replace)	COMMENT
LOW⚡	…-integration/tests/ai/web/puppeteer/input-mode.test.ts	73	// Step 1: Input first value	COMMENT
LOW⚡	…-integration/tests/ai/web/puppeteer/input-mode.test.ts	83	// Step 2: Input second value with replace mode (default, should clear first)	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	51	// Step 1: Verify initial state	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	56	// Step 2: Pinch out (zoom in) on the zoom area	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	63	// Step 3: Verify pinch worked — scale changed	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	68	// Step 4: Scroll down in the scroll area — this should still work after pinch	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	75	// Step 5: Verify scroll worked — bottom items are visible	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	78	// Step 6: Scroll back up — confirm scroll is not broken	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	85	// Step 7: Verify scroll up worked	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	88	// Step 8: Pinch in (zoom out) — confirm pinch still works after scrolling	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	95	// Step 9: Final scroll to confirm no residual conflict	COMMENT
LOW	packages/visualizer/src/types.ts	151	// For these, we need to check if the field represents a location input	COMMENT
LOW⚡	…on/src/extension/recorder/components/ProgressModal.tsx	493	// Step 0: Stop recording if currently recording	COMMENT
LOW⚡	…on/src/extension/recorder/components/ProgressModal.tsx	503	// Step 1: Generate element descriptions	COMMENT
LOW⚡	…on/src/extension/recorder/components/ProgressModal.tsx	513	// Step 2: Generate session title and description if not already generated	COMMENT
LOW	…on/src/extension/recorder/components/ProgressModal.tsx	530	// Step 3: Generate code with streaming support	COMMENT

Structural Annotation Overuse46 hits · 90 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	85	// Step 1: expand 100px each side -> {left: 400, top: 400, width: 250, height: 250}	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	87	// Step 2: scale to 400x400 from center (525, 525)	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	119	// Step 1: left can only expand 10px (10-100 clamped to 0)	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	122	// Step 2: center (80, 525), scale factor = 2.0, new size = 320x500	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	137	// Step 1: right can only expand 10px (original right 990, desired 1090, clamped to 1000)	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	140	// Step 2: center (920, 525), scale factor = 2.0, new size = 320x500	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	155	// Step 1: top can only expand 10px (10-100 clamped to 0)	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	158	// Step 2: center (525, 80), scale factor = 2.0, new size = 500x320	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	173	// Step 1: bottom can only expand 10px (original bottom 990, desired 1090, clamped to 1000)	COMMENT
LOW⚡	packages/core/tests/unit-test/search-area.test.ts	176	// Step 2: center (525, 920), scale factor = 2.0, new size = 500x320	COMMENT
LOW	packages/core/tests/unit-test/search-area.test.ts	103	// Step 1: expand 100px each side -> {left: 400, top: 400, width: 500, height: 500}	COMMENT
LOW⚡	…kages/core/tests/unit-test/merge-browser-parse.test.ts	226	// Step 1: extract (what mergeReports does)	COMMENT
LOW⚡	…kages/core/tests/unit-test/merge-browser-parse.test.ts	229	// Step 2: escape again (what reportHTMLContent does)	COMMENT
LOW⚡	…kages/core/tests/unit-test/merge-browser-parse.test.ts	232	// Step 3: unescape (what browser does via antiEscapeScriptTag)	COMMENT
LOW⚡	packages/core/tests/unit-test/prompt/prompt.test.ts	321	expect(prompt).toContain('## Step 1: Observe (related tags: <planning>)');	CODE
LOW⚡	packages/core/tests/unit-test/prompt/prompt.test.ts	323	'## Step 1: Observe and Plan (related tags: <planning>, <update-plan-content>, <mark-sub-goal-done>)',	CODE
LOW	packages/core/tests/unit-test/prompt/prompt.test.ts	369	'## Step 1: Observe and Plan (related tags: <planning>, <update-plan-content>, <mark-sub-goal-done>)',	CODE
LOW	…s/core/src/ai-model/workflows/grounding/search-area.ts	43	// Step 1: Extend each side by expandSize (100px), clamped to screen boundaries	COMMENT
LOW⚡	…s/core/src/ai-model/workflows/grounding/search-area.ts	61	// Step 2: Check if area is already >= 400x400	COMMENT
LOW⚡	…s/core/src/ai-model/workflows/grounding/search-area.ts	68	// Step 2: Scale up from center to reach minimum 400x400 area	COMMENT
LOW	…ges/core/src/ai-model/prompt/planning/system-prompt.ts	161	${renderSubGoalsContent(`## Step 2: Memory Data from Current Screenshot (related tags: <memory>)	CODE
LOW	packages/computer/tests/ai/chrome-extension-helpers.ts	608	// Step 1: Set alwaysAllow permission	COMMENT
LOW	packages/computer/tests/ai/chrome-extension-helpers.ts	619	// Step 2: Stop bridge, then start it so it uses the new permission	COMMENT
LOW	packages/computer/src/device.ts	1134	// Step 1: Take a screenshot (with timeout to handle screenshot-desktop	COMMENT
LOW	packages/computer/src/device.ts	1151	// Step 2: Verify pointer control. Windows capture, display enumeration,	COMMENT
LOW	packages/computer/src/device.ts	1225	// Step 3: List available monitors	COMMENT
LOW	…n/tests/unit-test/yaml/input-mode-typeonly-e2e.test.ts	28	// Step 1: Type first value using native Puppeteer	COMMENT
LOW⚡	…n/tests/unit-test/yaml/input-mode-typeonly-e2e.test.ts	39	// Step 2: Click button to change focus	COMMENT
LOW⚡	…n/tests/unit-test/yaml/input-mode-typeonly-e2e.test.ts	42	// Step 3: Simulate typeOnly behavior - click input and type without clearing	COMMENT
LOW	…-integration/tests/ai/web/puppeteer/input-mode.test.ts	22	// Step 1: Input first value (default replace mode)	COMMENT
LOW	…-integration/tests/ai/web/puppeteer/input-mode.test.ts	33	// Step 2: Input second value with typeOnly mode (should append, not replace)	COMMENT
LOW⚡	…-integration/tests/ai/web/puppeteer/input-mode.test.ts	73	// Step 1: Input first value	COMMENT
LOW⚡	…-integration/tests/ai/web/puppeteer/input-mode.test.ts	83	// Step 2: Input second value with replace mode (default, should clear first)	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	51	// Step 1: Verify initial state	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	56	// Step 2: Pinch out (zoom in) on the zoom area	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	63	// Step 3: Verify pinch worked — scale changed	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	68	// Step 4: Scroll down in the scroll area — this should still work after pinch	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	75	// Step 5: Verify scroll worked — bottom items are visible	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	78	// Step 6: Scroll back up — confirm scroll is not broken	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	85	// Step 7: Verify scroll up worked	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	88	// Step 8: Pinch in (zoom out) — confirm pinch still works after scrolling	COMMENT
LOW⚡	…s/web-integration/tests/ai/web/puppeteer/pinch.test.ts	95	// Step 9: Final scroll to confirm no residual conflict	COMMENT
LOW⚡	…on/src/extension/recorder/components/ProgressModal.tsx	493	// Step 0: Stop recording if currently recording	COMMENT
LOW⚡	…on/src/extension/recorder/components/ProgressModal.tsx	503	// Step 1: Generate element descriptions	COMMENT
LOW⚡	…on/src/extension/recorder/components/ProgressModal.tsx	513	// Step 2: Generate session title and description if not already generated	COMMENT
LOW	…on/src/extension/recorder/components/ProgressModal.tsx	530	// Step 3: Generate code with streaming support	COMMENT

Decorative Section Separators25 hits · 75 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/shared/src/constants/example-code.ts	140	# ----------------	COMMENT
MEDIUM	packages/shared/src/constants/example-code.ts	151	# ----------------	COMMENT
MEDIUM	packages/shared/src/constants/example-code.ts	200	# ----------------	COMMENT
MEDIUM	packages/shared/src/constants/example-code.ts	207	# ----------------	COMMENT
MEDIUM	…es/computer/tests/ai/chrome-extension-recorder.test.ts	63	// ── Combined: full recorder lifecycle ─────────────────────────────────	COMMENT
MEDIUM	packages/computer/tests/ai/chrome-extension-helpers.ts	8	// ─── Constants ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/computer/tests/ai/chrome-extension-helpers.ts	32	// ─── Types ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/computer/tests/ai/chrome-extension-helpers.ts	45	// ─── Environment Config Keys ────────────────────────────────────────────────	COMMENT
MEDIUM	packages/computer/tests/ai/chrome-extension-helpers.ts	56	// ─── Browser Helpers ────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/computer/tests/ai/chrome-extension-helpers.ts	255	// ─── Extension ID Reader ────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/computer/tests/ai/chrome-extension-helpers.ts	324	// ─── CDP Helpers ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/computer/tests/ai/chrome-extension-helpers.ts	448	// ─── Config Injection ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…ages/computer/tests/ai/chrome-extension-bridge.test.ts	160	// ── Setup: open side panel and switch to Bridge Mode ─────────────────	COMMENT
MEDIUM	…ages/computer/tests/ai/chrome-extension-bridge.test.ts	208	// ── Test: bridge connects to a real server ────────────────────────────	COMMENT
MEDIUM	…ages/computer/tests/ai/chrome-extension-bridge.test.ts	230	// ── Test: stop bridge ─────────────────────────────────────────────────	COMMENT
MEDIUM	…ages/computer/tests/ai/chrome-extension-bridge.test.ts	241	// ── Test: after stop, server gets no connection ───────────────────────	COMMENT
MEDIUM	…ages/computer/tests/ai/chrome-extension-bridge.test.ts	254	// ── Test: restart and connect again ───────────────────────────────────	COMMENT
MEDIUM	…es/computer/tests/ai/chrome-extension-settings.test.ts	68	// ── Combined: settings modal open/edit/close ──────────────────────────	COMMENT
MEDIUM	…es/computer/tests/ai/chrome-extension-settings.test.ts	110	// ── Combined: three-mode rotation with Bridge UI checks ───────────────	COMMENT
MEDIUM	…eb-integration/tests/unit-test/bridge/security.test.ts	73	// ─── VULN-1: Cross-origin WebSocket hijacking ────────────────────────────	COMMENT
MEDIUM	…eb-integration/tests/unit-test/bridge/security.test.ts	154	// ─── VULN-2: Kill signal DoS ─────────────────────────────────────────────	COMMENT
MEDIUM	…eb-integration/tests/unit-test/bridge/security.test.ts	235	// ─── Positive: legitimate flows still work ───────────────────────────────	COMMENT
MEDIUM	apps/chrome-extension/tests/bridge-start-stop.test.ts	17	// ─── BridgeConnector unit tests ──────────────────────────────────────────────	COMMENT
MEDIUM	apps/chrome-extension/tests/bridge-start-stop.test.ts	138	// ─── Worker message handling tests ──────────────────────────────────────────	COMMENT
MEDIUM	apps/chrome-extension/tests/bridge-start-stop.test.ts	171	// ─── UI state tests ──────────────────────────────────────────────────────────	COMMENT

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/test/tests/terminal-reporter.test.ts	1385	first.io.log.mock.calls.flat().filter((line) => line.startsWith('WARN')),	CODE
CRITICAL	packages/test/tests/terminal-reporter.test.ts	1499	expect(verbose.io.log.mock.calls.flat().join('\n')).toContain(	CODE
CRITICAL	packages/test/tests/terminal-reporter.test.ts	1502	expect(verbose.io.log.mock.calls.flat().join('\n')).toContain(	CODE
CRITICAL	…kages/computer/tests/unit-test/device-security.test.ts	646	expect(mockState.libnut.moveMouse.mock.calls.at(0)).toEqual([200, 300]);	CODE
CRITICAL	…kages/computer/tests/unit-test/device-security.test.ts	647	expect(mockState.libnut.moveMouse.mock.calls.at(-1)).toEqual([700, 300]);	CODE

Fake / Example Data25 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	…ages/playground-app/tests/controller-selectors.test.ts	43	).not.toHaveProperty('placeholder');	CODE
LOW	packages/core/tests/unit-test/xml-parser.test.ts	8	expect(result).toBe('John Doe');	CODE
LOW	packages/core/tests/unit-test/xml-parser.test.ts	42	expect(result).toBe('John Doe');	CODE
LOW	…ckages/core/tests/unit-test/llm-planning-retry.test.ts	136	by: z.enum(['label', 'placeholder']),	CODE
LOW	…ckages/core/tests/unit-test/llm-planning-retry.test.ts	164	by: { type: "enum('label', 'placeholder')" },	CODE
LOW	…s/unit-test/prompt/planning/action-description.test.ts	72	by: z.enum(['label', 'placeholder']),	CODE
LOW	…s/unit-test/prompt/planning/action-description.test.ts	99	by: { type: "enum('label', 'placeholder')" },	CODE
LOW	packages/android/tests/unit-test/page.test.ts	3547	'data:image/png;base64,fake-data',	CODE
LOW	packages/android/tests/unit-test/page.test.ts	3588	'data:image/png;base64,fake-data',	CODE
LOW	packages/android/tests/unit-test/page.test.ts	3629	'data:image/png;base64,fake-data',	CODE
LOW	packages/android/tests/unit-test/page.test.ts	3779	'data:image/png;base64,fake-data',	CODE
LOW	…es/web-integration/tests/unit-test/yaml/player.test.ts	1099	value: 'John Doe'	CODE
LOW	…es/web-integration/tests/unit-test/yaml/player.test.ts	1133	"value": "John Doe",	CODE
LOW	…c/component/playground/playground-demo-ui-context.json	34	"placeholder": "Username",	CODE
LOW	…c/component/playground/playground-demo-ui-context.json	64	"placeholder": "Password",	CODE
LOW⚡	apps/site/docs/zh/faq.md	144	MIDSCENE_MODEL_API_KEY="placeholder"	CODE
LOW⚡	apps/site/docs/zh/faq.md	148	这里的 `MIDSCENE_MODEL_API_KEY="placeholder"` 只是为了满足 OpenAI SDK 的初始化要求，真实 API Key 会通过 `defaultHeaders.api-key` 发送。	CODE
LOW⚡	apps/site/docs/zh/faq.md	153	MIDSCENE_MODEL_API_KEY="placeholder"	CODE
LOW⚡	apps/site/docs/en/faq.md	144	MIDSCENE_MODEL_API_KEY="placeholder"	CODE
LOW⚡	apps/site/docs/en/faq.md	148	In this fallback, `MIDSCENE_MODEL_API_KEY="placeholder"` only satisfies the OpenAI SDK constructor check. The real key i	CODE
LOW⚡	apps/site/docs/en/faq.md	153	MIDSCENE_MODEL_API_KEY="placeholder"	CODE
LOW	apps/report/tests/report-template-utils.test.ts	31	).toThrow('placeholder');	CODE
LOW	apps/report/tests/report-template-utils.test.ts	40	).toThrow('placeholder');	CODE
LOW	…/report/src/components/playground-demo-ui-context.json	34	"placeholder": "Username",	CODE
LOW	…/report/src/components/playground-demo-ui-context.json	64	"placeholder": "Password",	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	packages/core/src/agent/ui-utils.ts	175	// Prefer AI-generated output.log over user input	COMMENT
HIGH⚡	apps/studio/src/renderer/recorder/export.ts	310	'# Generated locally from recorded events, not AI-generated.',	CODE

Modern AI Meta-Vocabulary7 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	apps/site/rspress.config.ts	776	'basics#javascript-orchestration',	CODE
MEDIUM	apps/site/rspress.config.ts	923	to: '/basics#javascript-orchestration',	CODE
MEDIUM	apps/site/rspress.config.ts	927	to: '/basics#javascript-orchestration',	CODE
MEDIUM	apps/site/rspress.config.ts	1015	to: '/zh/basics#javascript-orchestration',	CODE
MEDIUM	apps/site/rspress.config.ts	1019	to: '/zh/basics#javascript-orchestration',	CODE
MEDIUM	apps/site/tests/legacy-redirects.test.ts	89	'basics#javascript-orchestration',	CODE
MEDIUM	apps/site/tests/legacy-redirects.test.ts	93	'basics#javascript-orchestration',	CODE

Over-Commented Block13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	packages/core/tests/unit-test/utils.test.ts	481	// <!DOCTYPE html>	COMMENT
LOW	packages/core/src/report-html-template.ts	1	// Keep the Report template in its own source module. Core's bundle:false	COMMENT
LOW	packages/playground/src/mjpeg-hub.ts	241	// there's no FIN until something else cleans up. Each subsequent mount	COMMENT
LOW	packages/shared/tests/unit-test/image/index.test.ts	641	// await alignCoordByTrim(file, {	COMMENT
LOW	packages/cli/src/framework/rstest-project.ts	121	// Anchor the framework entry on this bundle's own directory rather than	COMMENT
LOW	packages/computer/native/phased-scroll.m	1	// Synthesize trackpad-like scroll-wheel events with proper gesture phase so	COMMENT
LOW	…ges/computer/native/rdp/include/rdp_helper_session.hpp	1	#pragma once	COMMENT
LOW	packages/computer/native/rdp/tests/screenshot_test.cpp	1	#include <algorithm>	COMMENT
LOW	packages/computer/native/rdp/src/session.cpp	1	#include "rdp_helper_session.hpp"	COMMENT
LOW	packages/computer/native/rdp/src/session.cpp	21	#else	COMMENT
LOW	packages/computer/src/device.ts	141	// Edge scrolls (scrollToTop / scrollToBottom / ...) use a large total	COMMENT
LOW	…ages/web-integration/tests/unit-test/bridge/io.test.ts	321	});	COMMENT
LOW	…c/extension/recorder/generators/playwrightGenerator.ts	41	// recordLogger.info('Starting Playwright test generation', {	COMMENT

AI Slop Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/shared/src/img/info.ts	144	// This is more robust than just checking the first 4 bytes	COMMENT
MEDIUM	apps/chrome-extension/tests/event-memory-stress.test.ts	257	// check stays deterministic and robust.	COMMENT
MEDIUM	…/chrome-extension/src/extension/recorder/recorder.less	279	// ensure internal components do not generate scrollbars and fully utilize width	COMMENT
MEDIUM	…/chrome-extension/src/extension/recorder/recorder.less	538	// ensure timeline items fully utilize width	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	apps/studio/src/renderer/recorder/export.ts	320	'# Set WDA_BASE_URL to the original WDA gateway URL before replay.',	CODE
LOW⚡	apps/studio/src/renderer/recorder/export.ts	327	'# Set WDA_MJPEG_URL to the original MJPEG URL before replay.',	CODE
LOW⚡	apps/studio/src/renderer/recorder/export.ts	334	'# Set WDA_SESSION_ID to the existing WDA session ID before replay.',	CODE

web-infra-dev/midscene

Open-Source Code Quality, Security and Technical Debt Review