2.4

Adjusted Signal

2.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

42.0K

Stars

TypeScript

Language

903.1K

Lines of Code

3.5K

Files

1.6K

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 7.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1307 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 137 finding(s).

Agent Over-Engineering Ratio 8.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1250 finding(s).

PR Review Velocity Impact 10.8/100 · LOW

Which changes need focused human review? 1604 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 9HIGH 2MEDIUM 180LOW 1413

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 1604 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 Identifiers1090 hits · 1124 pts

Severity	File	Line	Snippet	Context
LOW	instrumentation.ts	243	async function validateBootConfiguration(): Promise<void> {	CODE
LOW	render-service/test/support/fakes.ts	32	export function createMemoryArtifactStore(): {	CODE
LOW	render-service/src/untrusted-html-csp.ts	106	function matchesAsciiDoctypePrefix(bytes: Uint8Array, index: number): boolean {	CODE
LOW	render-service/src/untrusted-html-csp.ts	166	export function injectUntrustedHtmlCspBytes(	CODE
LOW	render-service/src/resource-profile.ts	63	function requiredProducerEnvironment(profile: ResourceProfile): Record<string, string> {	CODE
LOW	render-service/src/resource-profile.ts	78	function assertCompatibleEnvironment(profile: ResourceProfile, env: NodeJS.ProcessEnv): void {	CODE
LOW	render-service/src/resource-profile.ts	141	export function validateResourceProfileStartup(	CODE
LOW	render-service/src/preview-katex.ts	21	export function resolveKatexDistDirectory(): string {	CODE
LOW	render-service/src/preview-validation.ts	32	export function invalidSlideCanvasElementError(scene: unknown): string \| undefined {	CODE
LOW	render-service/src/preview-validation.ts	55	export function countNonSelfContainedSlideMediaReferences(	CODE
LOW	render-service/src/preview-validation.ts	133	export function findNonSelfContainedInteractiveReferences(html: string): string[] {	CODE
LOW	render-service/src/chunk-executor.ts	217	export function renderChunkInTerminatedProcess(	CODE
LOW	render-service/src/chunk-executor.ts	280	async function readCompositionDimensions(	CODE
LOW	render-service/src/preview-renderer.ts	137	export function injectInteractiveStorageShim(html: string): string {	CODE
LOW	render-service/src/preview-renderer.ts	417	export async function installPreviewRequestGuard(page: Page): Promise<() => void> {	CODE
LOW	render-service/src/render-executor.ts	128	export function buildRenderExecutionMetrics(	CODE
LOW	app/workbench/new/page.tsx	13	export default function WorkbenchNewCompatibilityPage() {	CODE
LOW	app/api/parse-pdf/route.ts	130	async function requestedDocumentProvider(	CODE
LOW	app/api/persistence/[...path]/route.ts	92	function indirectEgressWithinGrace(	CODE
LOW	app/api/persistence/[...path]/route.ts	501	async function handlePersistenceRequestInner(	CODE
LOW	tests/prosemirror/legacy-inline-math.test.ts	30	function htmlAfterOneCharacterEdit(html: string): string {	CODE
LOW⚡	tests/workflows/ci-video-export-contract.test.ts	82	function assertMainPushVersionGate(workflow: Workflow): void {	CODE
LOW⚡	tests/workflows/ci-video-export-contract.test.ts	92	function assertHyperframesLintContract(workflow: Workflow): void {	CODE
LOW⚡	tests/workflows/ci-video-export-contract.test.ts	102	function assertHyperframesGateContract(workflow: Workflow): void {	CODE
LOW	tests/workflows/publish-packages-workflow.test.ts	38	function assertPublishedVersionHandoff(workflow: Workflow): void {	CODE
LOW	tests/server/url-guard-unconditional-invariant.test.ts	158	function findNodeEnvGuardedBodyLines(source: string): Set<number> {	CODE
LOW	tests/document/mineru-cloud.test.ts	145	function patchFirstEntryDeclaredSize(zipBuf: Buffer, declared: number): Buffer {	CODE
LOW	tests/pbl/v2/defensive-leaf-readers.test.ts	16	function projectWithMalformedOptionalLeaves(): PBLProjectV2 {	CODE
LOW	tests/pbl/v2/drain.test.ts	51	function deterministicPBLSessionId(stageId = STAGE_ID, learnerKey = LEARNER_KEY): string {	CODE
LOW	tests/workbench/draft-conversation-reset.test.ts	54	function shouldShowWorkbenchEmptyState(input: {	CODE
LOW	tests/workbench/workspace-material-handover.test.ts	448	async function uploadOldThenMaybeHandOver(handOver: boolean) {	CODE
LOW	tests/ai/openai-provider.test.ts	26	async function captureInjectedRequestBody(	CODE
LOW	tests/persistence/_material-library-scenarios.ts	288	export async function deletedThroughLinkScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_material-library-scenarios.ts	491	export async function legacyCopyLibraryToolsScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_material-library-scenarios.ts	529	export async function ownerListingWithSessionCopyScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_material-library-scenarios.ts	551	export async function sessionListingPaginationScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_material-library-scenarios.ts	627	export async function listingDerivedFieldsScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_material-library-scenarios.ts	931	export async function mediaLibraryScopeScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_material-library-scenarios.ts	1011	export async function releaseRefusedOutputsScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_material-library-scenarios.ts	1380	export async function documentImageBudgetScenario(	CODE
LOW	tests/persistence/_material-library-scenarios.ts	1440	export async function documentImagesQuotaScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_material-library-scenarios.ts	1696	export async function organizeAcrossClaimScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_material-library-scenarios.ts	1723	export async function watcherNullExtractionScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-extraction-scenarios.ts	367	export async function uploadQueuesExtractionScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-extraction-scenarios.ts	440	export async function twoConversationsOneExtractionScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-extraction-scenarios.ts	1032	export async function schemaCompatibilityScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-extraction-scenarios.ts	1219	export async function cacheCollectorOrderScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-extraction-scenarios.ts	1276	export async function sameKeyConcurrentSourcesScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-extraction-scenarios.ts	1325	export async function claimIntoSameContentScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-extraction-scenarios.ts	1405	export async function failedImageDownloadScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-extraction-scenarios.ts	1460	export async function cancelledImageDownloadScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-extraction-scenarios.ts	1576	export async function sameBytesOtherMimeScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-extraction-scenarios.ts	1625	export async function lostClaimStopsProvidersScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-extraction-scenarios.ts	1771	export async function documentServiceUnavailableScenario(h: ExtractionHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-material-upgrade-scenarios.ts	164	export async function assetIdEraWithRowsScenario(h: UpgradeHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-material-upgrade-scenarios.ts	189	export async function preRootsDropRecoveryScenario(h: UpgradeHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-claim-scenarios.ts	705	export async function materialFolderClaimScenario(h: ClaimHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-claim-scenarios.ts	734	export async function unfiledOnlyMaterialClaimScenario(h: ClaimHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-claim-scenarios.ts	749	export async function emptyFoldersOnlyMaterialClaimScenario(h: ClaimHarness): Promise<void> {	CODE
LOW	tests/persistence/_owner-claim-scenarios.ts	769	export async function selfReassignMaterialFoldersScenario(h: ClaimHarness): Promise<void> {	CODE
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Decorative Section Separators160 hits · 480 pts

Severity	File	Line	Snippet	Context
MEDIUM	openmaic.example.yml	1	# =============================================================================	COMMENT
MEDIUM	openmaic.example.yml	32	# =============================================================================	COMMENT
MEDIUM	app/page.tsx	448	// ─── Folder handlers ────────────────────────────────────────────────	COMMENT
MEDIUM	app/page.tsx	1970	// ─── Classroom Card — clean, minimal style ──────────────────────	COMMENT
MEDIUM	tests/workbench/stage-freshness-sync.test.ts	105	// ── server doubles ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-page.test.ts	276	// ── Reading and showing ────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-page.test.ts	533	// ── Staying fresh (option B) on the page ───────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-page.test.ts	683	// ── Leaving ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-page.test.ts	697	// ── Uploading ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-page.test.ts	848	// ── New folder, inline ─────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-page.test.ts	1176	// ── Folder rows ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-page.test.ts	1213	// ── Renaming in place ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-page.test.ts	1666	// ── Out of a folder, and the rows' columns (#1835 review §2, §3) ──────────	COMMENT
MEDIUM	tests/workbench/material-library-page.test.ts	1666	// ── Out of a folder, and the rows' columns (#1835 review §2, §3) ──────────	COMMENT
MEDIUM	tests/workbench/material-library-page.test.ts	1712	// ── The original, and Move to… (#1835 teacher feedback 3, review §6) ──────	COMMENT
MEDIUM	tests/workbench/material-library-page.test.ts	1712	// ── The original, and Move to… (#1835 teacher feedback 3, review §6) ──────	COMMENT
MEDIUM	tests/workbench/material-library-page.test.ts	1852	// ── Deleting ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-tree.test.ts	19	// ── A paging server ────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-tree.test.ts	130	// ── The hook, mounted ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-tree.test.ts	236	// ── T1–T3: reading the tree ────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-tree.test.ts	302	// ── T4–T7: refreshing ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-tree.test.ts	402	// ── T8–T10c: the teacher acts while reads are on their way ─────────────────	COMMENT
MEDIUM	tests/workbench/material-library-tree.test.ts	509	// ── T11–T12: search ────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-tree.test.ts	562	// ── T14–T15: polling and runs ──────────────────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-tree.test.ts	642	// ── T16–T19: one refresh per return, nothing real swallowed ────────────────	COMMENT
MEDIUM	tests/workbench/material-library-tree.test.ts	728	// ── T20: leaving the page ──────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workbench/material-library-tree.test.ts	751	// ── T21–T22: review of R2 ─────────────────────────────────────────────────	COMMENT
MEDIUM	tests/web-search/claude.test.ts	3	// ── AI SDK mocks ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/web-search/claude.test.ts	72	// ── fetch interceptor: allowed_callers injection ──────────────────────────	COMMENT
MEDIUM	tests/web-search/claude.test.ts	155	// ── model + tool selection ─────────────────────────────────────────────────	COMMENT
MEDIUM	tests/web-search/claude.test.ts	232	// ── provider configuration ────────────────────────────────────────────────	COMMENT
MEDIUM	tests/web-search/claude.test.ts	294	// ── result mapping ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/web-search/claude.test.ts	372	// ── errors ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/export/classroom-zip.test.ts	12	// ─── rewriteAudioRefsToIds ────────────────────────────────────	COMMENT
MEDIUM	tests/export/classroom-zip.test.ts	83	// ─── actionsToManifest ────────────────────────────────────────	COMMENT
MEDIUM	tests/export/classroom-zip.test.ts	170	// ─── Manifest round-trip ──────────────────────────────────────	COMMENT
MEDIUM	tests/media/resolve-stored-bytes-equivalence.test.ts	92	// ─── Frozen @ e1578083 — lib/export/classroom-zip-utils.ts ──────────────────	COMMENT
MEDIUM	tests/media/resolve-stored-bytes-equivalence.test.ts	107	// ─── Frozen @ e1578083 — lib/export/use-export-pptx.ts ──────────────────────	COMMENT
MEDIUM	tests/media/resolve-stored-bytes-equivalence.test.ts	194	// ─── Frozen @ e1578083 — lib/video-export-app/collect.ts ────────────────────	COMMENT
MEDIUM	tests/media/resolve-stored-bytes-equivalence.test.ts	264	// ─── Matrix ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/media/resolve-stored-bytes-equivalence.test.ts	396	// ─── Recording rig ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	components/scene-renderers/quiz-view.tsx	45	// ─── Types ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	components/scene-renderers/quiz-view.tsx	141	// ─── Sub-components ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	components/scene-renderers/quiz-view.tsx	691	// ─── Main Component ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	components/chat/inline-action-tag.tsx	32	// ── Style tokens ──────────────────────────────────────────────	COMMENT
MEDIUM	components/chat/inline-action-tag.tsx	47	// ── Action config ─────────────────────────────────────────────	COMMENT
MEDIUM	components/chat/inline-action-tag.tsx	83	// ── Component ─────────────────────────────────────────────────	COMMENT
MEDIUM	components/edit/AgentsView/AgentRosterPanel.tsx	47	// ─── Avatar with camera overlay ──────────────────────────────────────────────	COMMENT
MEDIUM	components/edit/AgentsView/AgentRosterPanel.tsx	86	// ─── Inline editable name ────────────────────────────────────────────────────	COMMENT
MEDIUM	components/edit/AgentsView/AgentRosterPanel.tsx	156	// ─── Persona textarea ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	components/edit/AgentsView/AgentRosterPanel.tsx	219	// ─── Teacher card ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	components/edit/AgentsView/AgentRosterPanel.tsx	317	// ─── Classmate card ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	components/edit/AgentsView/AgentRosterPanel.tsx	475	// ─── Main panel ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	components/workbench/compose-extras.tsx	37	// ── Skills (the `/` and composer `+` menus) ──────────────────────────────────	COMMENT
MEDIUM	components/workbench/compose-extras.tsx	256	// ── Materials ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	components/workbench/chat/tool-presentation.ts	125	// ── Small helpers ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	components/workbench/chat/tool-presentation.ts	264	// ── The rule table ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	components/workbench/chat/tool-presentation.ts	511	// ── The web ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	components/workbench/chat/tool-presentation.ts	677	// ── The plan ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	components/workbench/chat/tool-presentation.ts	678	// ── One page ─────────────────────────────────────────────────────────────	COMMENT
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Over-Commented Block149 hits · 148 pts

Severity	File	Line	Snippet	Context
LOW	openmaic.example.yml	1	# =============================================================================	COMMENT
LOW	openmaic.example.yml	21	# - slots: which provider and model each use of AI gets by default. Users	COMMENT
LOW	openmaic.example.yml	41		COMMENT
LOW	openmaic.example.yml	61	# Without voices/options.defaultVoice the built-in behavior is unchanged.	COMMENT
LOW	openmaic.example.yml	81	# apiKey: ${IMAGE_GLM_API_KEY}	COMMENT
LOW	openmaic.example.yml	101	# accessKeySecret: ${ALIDOCMIND_ACCESS_KEY_SECRET}	COMMENT
LOW	openmaic.example.yml	121	# model: openai:gpt-5.5	COMMENT
LOW	docker-compose.db.yml	1	# Local development database: `pnpm db:up` / `pnpm db:down`.	COMMENT
LOW	docker-compose.yml	41	# The address the port above is published on, passed in so the app can	COMMENT
LOW	docker-compose.yml	81	test: ['CMD-SHELL', 'pg_isready -U openmaic -d openmaic']	COMMENT
LOW	instrumentation.ts	21		COMMENT
LOW	instrumentation.ts	241	* checks in `validateServerConfig`) are not here and never stop the process.	COMMENT
LOW	instrumentation.ts	261	// MODEL_ROUTES left without openmaic.yml, rather than discovered by the	COMMENT
LOW	instrumentation.ts	281	const { resolveAssetPendingTtlMs } = await import('@/lib/persistence/asset-pending-ttl');	COMMENT
LOW	instrumentation.ts	301	// const { configurePersistenceHooks, configureAssetByteStore } =	COMMENT
LOW	next.config.ts	21	// sharp's native libvips libraries are loaded via dlopen and are not	COMMENT
LOW	render-service/docker-entrypoint.sh	1	#!/bin/sh	COMMENT
LOW	render-service/scripts/egress-smoke.sh	1	#!/bin/sh	COMMENT
LOW	app/layout.tsx	21		COMMENT
LOW	app/api/persistence/[...path]/route.ts	241	// One identity for all three contracts, resolved server-side by the owner	COMMENT
LOW	tests/persistence/document-asset-references.pg.test.ts	481	const stamped = await lifecycle(assetId);	COMMENT
LOW	tests/lib/chat/pi/prompts.test.ts	761	const large = build(50000);	COMMENT
LOW	tests/media/proxy-media-cache.test.ts	581	// …and reads the COMPLETE body, byte-identical.	COMMENT
LOW	tests/media/resolve-stored-bytes-equivalence.test.ts	601	}	COMMENT
LOW	…ts/media/workbench-video-completion-resolution.test.ts	201	expectedMediaRef: undefined,	COMMENT
LOW	components/stage.tsx	101	// The provider is the host boundary. Session state intentionally does not	COMMENT
LOW	components/stage.tsx	281	// will mount fresh; its engine effect re-inits). Playback→edit must	COMMENT
LOW	components/stage.tsx	381	// Deliberately NO transform (translateY) on these layers: the edit	COMMENT
LOW	components/scene-renderers/classroom-complete.tsx	361	const trailItems = TYPE_ORDER.filter((type) => (summary.countsByType[type] ?? 0) > 0).map(	COMMENT
LOW	components/scene-renderers/classroom-complete.tsx	381	// container" both ways, we'd ping-pong between the two layouts (compact	COMMENT
LOW	components/scene-renderers/pbl-renderer.tsx	81	readonly sceneId: string;	COMMENT
LOW	components/scene-renderers/pbl-renderer.tsx	101	// blank during native fullscreen. Default to <body> (classroom is an	COMMENT
LOW	components/scene-renderers/pbl-renderer.tsx	121	// chat. Transient by design: a full page reload ends the streams and resets	COMMENT
LOW	components/scene-renderers/pbl/v2/hero.tsx	161	};	COMMENT
LOW	components/scene-renderers/pbl/v2/hero.tsx	181	// Instructor mentor. The subtitle is a short fixed tagline (mirroring	COMMENT
LOW	components/scene-renderers/pbl/v2/workspace.tsx	121	const [taskBusy, setTaskBusy] = useState(false);	COMMENT
LOW	components/scene-renderers/pbl/v2/chat.tsx	241	// wrapup) is fired path-independently by the scenario stage-opener	COMMENT
LOW	components/edit/EditChromeRoot.tsx	81	// Safety net: the editor chunk (slide + quiz surface registration) is	COMMENT
LOW	components/edit/PlaybackChromeRoot.tsx	1861	// isDiscussionPaused value (e.g. voice input's onTranscription callback	COMMENT
LOW	components/edit/SlideNavRail/SlideNavRail.tsx	61	const insertSceneAfter = useStageStore.use.insertSceneAfter();	COMMENT
LOW	components/edit/SlideNavRail/SlideNavRail.tsx	301	: prefersReducedMotion	COMMENT
LOW	components/edit/surfaces/slide/ElementPickLayer.tsx	301	// re-shape it — neither fires a window resize, but the portaled box tracks	COMMENT
LOW	components/edit/ActionsBar/ActionsBar.tsx	1041	const sceneOrder = scene?.order ?? 0;	COMMENT
LOW	components/workbench/WorkbenchChat.tsx	981	replaceDraft('');	COMMENT
LOW	…ide-renderer/components/element/ImageElement/index.tsx	41	const { clipShape, imgPosition } = useClipImage(elementInfo);	COMMENT
LOW	…er/Editor/Canvas/hooks/useInsertFromCreateSelection.ts	81	const insertElementFromCreateSelection = useCallback(	COMMENT
LOW	packages/@openmaic/renderer/src/snapshot/index.ts	141	completeInlineMath(container);	COMMENT
LOW	packages/@openmaic/renderer/src/snapshot/index.ts	201	// attribute and renders nothing for an undecoded source), so a video that	COMMENT
LOW	packages/@openmaic/renderer/src/snapshot/index.ts	221	console.debug('[slideToPng] container ready', {	COMMENT
LOW	…s/@openmaic/importer/src/serializer/shapeSerializer.ts	341	tailEnd: LineEndInfo \| undefined,	COMMENT
LOW	…es/@openmaic/importer/src/serializer/textSerializer.ts	361	// OOXML spcPct: 100000 = "single spacing" = 1.0× the font's line height.	COMMENT
LOW	…es/@openmaic/importer/src/serializer/textSerializer.ts	1501	// 由 -indent 合成 marL」的情形 marL==\|indent\|，取值不变、不受影响。	COMMENT
LOW	…es/@openmaic/importer/src/serializer/textSerializer.ts	1561	// paragraphs need no <br/> — the wrapper <div> already has a fixed line	COMMENT
LOW	packages/@openmaic/importer/src/shapes/presets.ts	4641	// center = (g22-g17, g20) = (g22-g17, g20), endpoint = (g22-g17, g20+g17)	COMMENT
LOW	packages/@openmaic/importer/src/shapes/presets.ts	4661	// endY = (g10-g17)+g17*sin(180°) = g10-g17 = g20	COMMENT
LOW	…aic/storage/test/agent-session-concurrency-contract.ts	141	// This is a result-consistency probe, not a deadlock probe. Every	COMMENT
LOW	…kages/@openmaic/storage/test/pg-asset-store.pg.test.ts	1421	// entry row unchanged -- so no EvalPlanQual -- and keeps its own	COMMENT
LOW	packages/@openmaic/storage/src/asset/collector.ts	521	// whole shape of the block below. The blob pass is correct with or without	COMMENT
LOW	packages/@openmaic/storage/src/asset/collector.ts	581	// pass leaves behind, and this one cannot starve a blob: every blob is	COMMENT
LOW	packages/@openmaic/storage/src/asset/collector.ts	981	const stageRow = stage.rows[0];	COMMENT
89 more matches not shown…

Fake / Example Data128 hits · 128 pts

Severity	File	Line	Snippet	Context
LOW	tests/classroom/restored-video-resolution.test.ts	182	expect(resolution).toEqual({ kind: 'placeholder' });	CODE
LOW	tests/workbench/material-mention.test.ts	778	.getAttribute('placeholder');	CODE
LOW	tests/workbench/media-lifecycle.test.ts	79	expect(resolveMediaRef(binding.sourceRef, binding.task).kind).toBe('placeholder');	CODE
LOW	tests/hooks/use-slide-background-style.test.ts	7	resolution: { kind: 'placeholder' } as { kind: 'placeholder' } \| { kind: 'url'; url: string },	CODE
LOW	tests/hooks/use-slide-background-style.test.ts	46	mocks.resolution = { kind: 'placeholder' };	CODE
LOW	tests/slide-renderer/screen-canvas-renderer.test.ts	312	expect(getPlaybackImageState({ kind: 'placeholder' })).toBe('pending');	CODE
LOW	tests/slide-renderer/use-resolved-image-src.test.ts	54	expect(r.resolution).toEqual({ kind: 'placeholder' });	CODE
LOW	tests/slide-renderer/use-resolved-image-src.test.ts	110	expect(r.resolution).toEqual({ kind: 'placeholder' });	CODE
LOW	tests/slide-renderer/use-resolved-image-src.test.ts	122	expect(r.resolution).toEqual({ kind: 'placeholder' });	CODE
LOW	tests/slide-renderer/use-resolved-image-src.test.ts	149	expect(r.resolution).toEqual({ kind: 'placeholder' });	CODE
LOW	tests/video-export/interactive.test.ts	63	base: { kind: 'placeholder', reason: expect.stringContaining('missing') },	CODE
LOW	tests/video-export/interactive.test.ts	91	kind: 'placeholder',	CODE
LOW	tests/video-export/visuals.test.ts	597	base: { kind: 'placeholder' },	CODE
LOW	tests/export/pptx-scene-placeholders.test.ts	351	if (packEntry.kind !== 'placeholder' \|\| standaloneEntry.kind !== 'placeholder') {	CODE
LOW	tests/export/pptx-scene-placeholders.test.ts	365	if (quiz.kind !== 'placeholder') throw new Error('expected placeholder');	CODE
LOW	tests/export/pptx-scene-placeholders.test.ts	510	if (first.kind !== 'placeholder') throw new Error('expected placeholder');	CODE
LOW	tests/export/pptx-scene-placeholders.test.ts	668	if (entry.kind !== 'placeholder') throw new Error('expected placeholder');	CODE
LOW	tests/export/pptx-scene-placeholders.test.ts	763	if (entry.kind !== 'placeholder') throw new Error('expected placeholder');	CODE
LOW	tests/import/import-media-assets.test.ts	461	{ id: 'placeholder', type: 'image', src: 'gen_img_waiting' },	CODE
LOW	tests/agent-runtime/dsl-tools.test.ts	509	const rejected = await patch.execute('placeholder', {	CODE
LOW	tests/media/resolve-media-ref.test.ts	121	expected: { kind: 'placeholder' },	CODE
LOW	tests/media/resolve-media-ref.test.ts	141	expected: { kind: 'placeholder' },	CODE
LOW	tests/media/resolve-media-ref.test.ts	188	kind: 'placeholder',	CODE
LOW	tests/media/resolve-media-ref.test.ts	197	{ kind: 'placeholder' } as const,	CODE
LOW	tests/media/media-resolution-surface-matrix.test.ts	167	if (resolution.kind === 'pending' \|\| resolution.kind === 'placeholder') return 'skeleton';	CODE
LOW	tests/media/media-resolution-surface-matrix.test.ts	422	expect(markup).not.toContain('placeholder');	CODE
LOW	components/whiteboard/whiteboard-canvas.tsx	366	key="placeholder"	CODE
LOW	components/slide-renderer/SlideThumbnail.tsx	59	media?.resolution.kind === 'pending' \|\| media?.resolution.kind === 'placeholder';	CODE
LOW	components/slide-renderer/SlideThumbnail.tsx	146	if (media?.resolution.kind === 'pending' \|\| media?.resolution.kind === 'placeholder') {	CODE
LOW	…ide-renderer/components/element/VideoElement/index.tsx	71	{resolution.kind === 'pending' \|\| resolution.kind === 'placeholder' ? (	CODE
LOW	…r/components/element/VideoElement/BaseVideoElement.tsx	50	const showSkeleton = resolution.kind === 'pending' \|\| resolution.kind === 'placeholder';	CODE
LOW	…ide-renderer/components/element/ImageElement/index.tsx	158	{resolution.kind === 'pending' \|\| resolution.kind === 'placeholder' ? (	CODE
LOW	…r/components/element/ImageElement/BaseImageElement.tsx	37	const showSkeleton = resolution.kind === 'pending' \|\| resolution.kind === 'placeholder';	CODE
LOW	…ponents/slide-renderer/Editor/RendererScreenCanvas.tsx	43	media?.resolution.kind === 'pending' \|\| media?.resolution.kind === 'placeholder';	CODE
LOW	…ponents/slide-renderer/Editor/RendererScreenCanvas.tsx	193	if (resolution.kind === 'pending' \|\| resolution.kind === 'placeholder') return 'pending';	CODE
LOW	…ponents/slide-renderer/Editor/RendererScreenCanvas.tsx	212	const state = getPlaybackImageState(media?.resolution ?? { kind: 'placeholder' });	CODE
LOW	packages/pptxgenjs/types/index.d.ts	817	'placeholder' = 'placeholder',	CODE
LOW	packages/pptxgenjs/src/gen-objects.ts	77	else if (MASTER_OBJECTS[key] && key === 'placeholder') {	CODE
LOW	packages/pptxgenjs/src/gen-objects.ts	1050	item => item._type === 'placeholder' && item.options && item.options.placeholder && item.options.placeholder === it	CODE
LOW	packages/pptxgenjs/src/gen-xml.ts	423	strSlideXml += `<p:nvPr>${slideItemObj._type === 'placeholder' ? genXmlPlaceholder(slideItemObj) : genXmlPlaceholder	CODE
LOW	packages/pptxgenjs/src/gen-xml.ts	1229	else if (slideObj._type === 'placeholder') strSlideXml += `<a:lstStyle>${genXmlParagraphProperties(slideObj, true)}</a	CODE
LOW	packages/pptxgenjs/src/core-enums.ts	729	'placeholder' = 'placeholder',	CODE
LOW	packages/pptxgenjs/src/core-enums.ts	738	'placeholder' = 'placeholder',	CODE
LOW	lib/chat/pi/element-reference.ts	1392	'placeholder',	CODE
LOW	lib/video-export/compile.ts	94	scene.base.kind === 'placeholder' && scene.base.reason	CODE
LOW	lib/video-export/compile.ts	105	base: { ...scene.base, kind: 'placeholder', reason },	CODE
LOW	lib/video-export/ir.ts	121	kind: z.literal('placeholder'),	CODE
LOW	lib/video-export/passes/interactive.ts	54	return { ...timeline, base: { kind: 'placeholder', reason } };	CODE
LOW	lib/video-export/passes/timeline.ts	134	base: { kind: supported ? 'slide-snapshot' : 'placeholder' },	CODE
LOW	lib/video-export/emit-hyperframes/index.ts	292	: scene.base.kind === 'placeholder'	CODE
LOW	lib/export/pptx-scene-placeholders.ts	107	\| { kind: 'placeholder'; placeholder: ScenePlaceholder };	CODE
LOW	lib/export/pptx-scene-placeholders.ts	259	kind: 'placeholder',	CODE
LOW	lib/export/pptx-scene-placeholders.ts	286	kind: 'placeholder',	CODE
LOW	lib/export/pptx-scene-placeholders.ts	313	kind: 'placeholder',	CODE
LOW	lib/export/use-export-pptx.ts	568	if (entry.kind === 'placeholder') {	CODE
LOW	lib/i18n/workbench-locales/ko-KR.json	33	"placeholder": "답변을 적어 주세요",	CODE
LOW	lib/i18n/workbench-locales/ja-JP.json	33	"placeholder": "回答を入力",	CODE
LOW	lib/i18n/workbench-locales/ar-SA.json	33	"placeholder": "اكتب إجابتك",	CODE
LOW	lib/i18n/workbench-locales/pt-BR.json	33	"placeholder": "Escreva sua resposta",	CODE
LOW	lib/i18n/workbench-locales/de-DE.json	33	"placeholder": "Schreibe deine Antwort",	CODE
68 more matches not shown…

Hallucination Indicators9 hits · 105 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/video-export/video-render-cache.test.ts	122	expect(mocks.toast.loading.mock.calls.some(([key]) => key === 'export.videoCompiling')).toBe(	CODE
CRITICAL	…lide-renderer/components/element/ProsemirrorEditor.tsx	179	const mark = editorView.current.state.schema.marks.fontname.create({	CODE
CRITICAL	…lide-renderer/components/element/ProsemirrorEditor.tsx	185	const mark = editorView.current.state.schema.marks.fontsize.create({	CODE
CRITICAL	…lide-renderer/components/element/ProsemirrorEditor.tsx	198	const mark = editorView.current.state.schema.marks.fontsize.create({	CODE
CRITICAL⚡	…lide-renderer/components/element/ProsemirrorEditor.tsx	211	const mark = editorView.current.state.schema.marks.fontsize.create({	CODE
CRITICAL⚡	…lide-renderer/components/element/ProsemirrorEditor.tsx	220	const mark = editorView.current.state.schema.marks.forecolor.create({	CODE
CRITICAL⚡	…lide-renderer/components/element/ProsemirrorEditor.tsx	230	const mark = editorView.current.state.schema.marks.backcolor.create({	CODE
CRITICAL	…lide-renderer/components/element/ProsemirrorEditor.tsx	330	const mark = editorView.current.state.schema.marks.link.create({	CODE
CRITICAL	…lide-renderer/components/element/ProsemirrorEditor.tsx	348	const mark = editorView.current.state.schema.marks.link.create({	CODE

Modern AI Meta-Vocabulary17 hits · 45 pts

Severity	File	Line	Snippet	Context
MEDIUM	CHANGELOG.md	870	- Video export (MP4) — Export a lesson as a rendered video: a `VideoTimeline` IR with a pure compile pipeline [#913]	CODE
MEDIUM	README.md	50	- 2026-09-24 — [v1.1.0](https://github.com/THU-MAIC/OpenMAIC/releases/tag/v1.1.0): agentic classroom chat (ask about	CODE
MEDIUM	tests/pbl/v2/completion-stats.test.ts	178	// When the scored coverage is present, the read-only scaffold fallback	COMMENT
MEDIUM	tests/pbl/v2/completion-stats.test.ts	218	// The structured review survives as an unscored scaffold.	COMMENT
MEDIUM	tests/pbl/v2/completion-stats.test.ts	845	const p = rpProjectWithGoals(); // scaffold has 2 goals for ms-rp	CODE
MEDIUM	tests/pbl/v2/planner.test.ts	487	// We can't run the full agentic loop without an LLM, but the	COMMENT
MEDIUM	tests/pbl/v2/instructor.test.ts	728	// resolves '' → intermediate, so the scaffold label + release threshold	COMMENT
MEDIUM	tests/web-search/firecrawl.test.ts	26	description: ' ## OpenMAIC\n\nOpen multi-agent interactive classroom. ',	CODE
MEDIUM	tests/web-search/firecrawl.test.ts	75	content: '## OpenMAIC Open multi-agent interactive classroom.',	CODE
MEDIUM	…c/generation/prompts-pbl/planner-single-call-system.md	66	9. Hints and descriptions GUIDE, never SOLVE — the #1 failure. A hint or `description` must NEVER contain the litera	CODE
MEDIUM	lib/pbl/v2/agents/evaluator.ts	296	// scaffold. The guard keeps normal projects completely out of this path	COMMENT
MEDIUM	lib/pbl/v2/agents/instructor.ts	477	// During a stage-synthesis checkpoint the scaffold verdict is noise:	COMMENT
MEDIUM	lib/pbl/v2/agents/planner.ts	152	// The agentic loop. The Planner emits tool calls until	COMMENT
MEDIUM	lib/pbl/v2/operations/runtime/completion-stats.ts	236	// act, with a goals array of exactly the scaffold's length. A mismatch	COMMENT
MEDIUM	lib/pbl/v2/operations/runtime/completion-stats.ts	318	// alignment gate), still surface the authored act→goal scaffold read-only so	COMMENT
MEDIUM	lib/pbl/v2/operations/runtime/completion-stats.ts	320	// Mutually exclusive with goalCoverage; omitted when the scaffold is empty.	COMMENT
MEDIUM	lib/pbl/v2/operations/runtime/eval-prompts.ts	465	// the very same scaffold. This drives the "what you accomplished" credit and	COMMENT

Structural Annotation Overuse23 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	…@openmaic/generation/templates/slide-content/system.md	552	#### Step 1: Design the background shape first	COMMENT
LOW	…@openmaic/generation/templates/slide-content/system.md	563	#### Step 2: Calculate text dimensions	COMMENT
LOW	…@openmaic/generation/templates/slide-content/system.md	572	#### Step 3: Center the text inside the shape	COMMENT
LOW⚡	packages/@openmaic/generation/src/action-parser.ts	48	// Step 1: Strip markdown code fences if present	COMMENT
LOW⚡	packages/@openmaic/generation/src/action-parser.ts	51	// Step 2: Find the JSON array range	COMMENT
LOW	packages/@openmaic/generation/src/action-parser.ts	62	// Step 3: Parse — try JSON.parse first, then jsonrepair, fallback to partial-json	COMMENT
LOW	packages/@openmaic/generation/src/action-parser.ts	89	// Step 4: Convert items to Action[]	COMMENT
LOW⚡	packages/@openmaic/generation/src/action-parser.ts	132	// Step 5: Post-processing — discussion must be the last action, and at most one	COMMENT
LOW⚡	packages/@openmaic/generation/src/action-parser.ts	138	// Step 6: Filter out slide-only actions for non-slide scenes (defense in depth)	COMMENT
LOW⚡	packages/@openmaic/generation/src/action-parser.ts	148	// Step 7: Filter by allowedActions whitelist (defense in depth for role-based isolation)	COMMENT
LOW	lib/chat/structured-output.ts	134	// Step 1: Find the opening `[` if not yet found	COMMENT
LOW⚡	lib/chat/structured-output.ts	145	// Step 2: Check if the array is complete (closing `]` found)	COMMENT
LOW⚡	lib/chat/structured-output.ts	149	// Step 3: Try incremental parse — jsonrepair first (fixes unescaped quotes), fallback to partial-json	COMMENT
LOW	lib/chat/structured-output.ts	170	// Step 4: Determine how many items are fully complete	COMMENT
LOW	lib/chat/structured-output.ts	184	// Step 5: Emit newly completed items	COMMENT
LOW	lib/chat/structured-output.ts	218	// Step 6: Stream partial text delta for the trailing item	COMMENT
LOW	lib/chat/structured-output.ts	230	// Step 7: Mark done if array is closed	COMMENT
LOW	lib/pdf/mineru-cloud.ts	518	// Step 1: Create batch — request presigned upload URL	COMMENT
LOW	lib/pdf/mineru-cloud.ts	557	// Step 2: Upload document to presigned URL	COMMENT
LOW	lib/pdf/mineru-cloud.ts	590	// Step 3: Poll for completion	COMMENT
LOW	lib/audio/asr-providers.ts	44	* // Step 1: Upload audio file	COMMENT
LOW	lib/audio/asr-providers.ts	69	* // Step 2: Request transcription	COMMENT
LOW	lib/audio/asr-providers.ts	84	* // Step 3: Poll for completion	COMMENT

Verbosity Indicators20 hits · 35 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/@openmaic/generation/src/action-parser.ts	48	// Step 1: Strip markdown code fences if present	COMMENT
LOW⚡	packages/@openmaic/generation/src/action-parser.ts	51	// Step 2: Find the JSON array range	COMMENT
LOW	packages/@openmaic/generation/src/action-parser.ts	62	// Step 3: Parse — try JSON.parse first, then jsonrepair, fallback to partial-json	COMMENT
LOW	packages/@openmaic/generation/src/action-parser.ts	89	// Step 4: Convert items to Action[]	COMMENT
LOW⚡	packages/@openmaic/generation/src/action-parser.ts	132	// Step 5: Post-processing — discussion must be the last action, and at most one	COMMENT
LOW⚡	packages/@openmaic/generation/src/action-parser.ts	138	// Step 6: Filter out slide-only actions for non-slide scenes (defense in depth)	COMMENT
LOW⚡	packages/@openmaic/generation/src/action-parser.ts	148	// Step 7: Filter by allowedActions whitelist (defense in depth for role-based isolation)	COMMENT
LOW	lib/chat/structured-output.ts	134	// Step 1: Find the opening `[` if not yet found	COMMENT
LOW⚡	lib/chat/structured-output.ts	145	// Step 2: Check if the array is complete (closing `]` found)	COMMENT
LOW⚡	lib/chat/structured-output.ts	149	// Step 3: Try incremental parse — jsonrepair first (fixes unescaped quotes), fallback to partial-json	COMMENT
LOW	lib/chat/structured-output.ts	170	// Step 4: Determine how many items are fully complete	COMMENT
LOW	lib/chat/structured-output.ts	184	// Step 5: Emit newly completed items	COMMENT
LOW	lib/chat/structured-output.ts	218	// Step 6: Stream partial text delta for the trailing item	COMMENT
LOW	lib/chat/structured-output.ts	230	// Step 7: Mark done if array is closed	COMMENT
LOW	lib/pdf/mineru-cloud.ts	518	// Step 1: Create batch — request presigned upload URL	COMMENT
LOW	lib/pdf/mineru-cloud.ts	557	// Step 2: Upload document to presigned URL	COMMENT
LOW	lib/pdf/mineru-cloud.ts	590	// Step 3: Poll for completion	COMMENT
LOW	lib/audio/asr-providers.ts	44	* // Step 1: Upload audio file	COMMENT
LOW	lib/audio/asr-providers.ts	69	* // Step 2: Request transcription	COMMENT
LOW	lib/audio/asr-providers.ts	84	* // Step 3: Poll for completion	COMMENT

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	lib/legacy-browser-storage/schema.ts	308	// Version 8: Add generatedAgents table for AI-generated agent profiles	COMMENT
HIGH	lib/types/generation.ts	155	// AI-generated media requests (when PDF images are insufficient)	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/@openmaic/generation/src/pbl/planner-core.ts	161	// a BCP-47 locale or a nuanced directive like "中文为主，英文技术术语保留原文".	COMMENT
MEDIUM	lib/web-search/brave.ts	80	// robust to that (and a future) swap; the title text is stripped of tags	COMMENT

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	components/slide-renderer/Editor/Canvas/index.tsx	263	// TODO: implement insertCustomShape	COMMENT
LOW	…mponents/slide-renderer/Editor/Canvas/hooks/useDrop.ts	18	// TODO: implement createTextElement	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	lib/model-settings/client.ts	282	/** Whether the workspace has a language model: the effective `llm` is assigned. */	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/ci-run-parallel.sh	5	# Usage:	COMMENT

THU-MAIC/OpenMAIC

Open-Source Code Quality, Security and Technical Debt Review