1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

11.0K

Stars

TypeScript

Language

184.5K

Lines of Code

1.0K

Files

132

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 3.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 100 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 3.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 90 finding(s).

PR Review Velocity Impact 5.1/100 · LOW

Which changes need focused human review? 132 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 0HIGH 0MEDIUM 31LOW 101

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 132 distinct pattern matches across 9 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.

Decorative Section Separators27 hits · 81 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/fixtures.ts	62	// ── Test database ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/fixtures.ts	85	// ── Session helpers ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/fixtures.ts	135	// ── Conversation seeding ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/fixtures.ts	208	// ── Mock control clients ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/fixtures.ts	271	// ── Direct HTTP helpers ───────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/fixtures.ts	355	// ── Fixtures ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/mock-openai.ts	205	// ── Control plane ────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/mock-openai.ts	233	// ── Model list — the app hard-requires this at boot ──────────────────────	COMMENT
MEDIUM	tests/mock-openai.ts	239	// ── Legacy completions (endpointOai.ts:150) ──────────────────────────────	COMMENT
MEDIUM	tests/mock-openai.ts	261	// ── Chat completions ─────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/mock-openai.ts	293	// ── Non-streaming: title generation and tool-call id recovery ──────────	COMMENT
MEDIUM	tests/mock-openai.ts	324	// ── Streaming ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/mock-openai.ts	406	// ── CLI mode: `vite-node e2e/mock-openai.ts` ─────────────────────────────────	COMMENT
MEDIUM	tests/mock-mcp.ts	156	// ── CLI mode: `node --experimental-strip-types e2e/mock-mcp.ts` ──────────────	COMMENT
MEDIUM	src/lib/stores/mcpServers.spec.ts	46	// ─── tests ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…erver/textGeneration/__tests__/replayRoundTrip.spec.ts	37	// ── Scripted edges ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…erver/textGeneration/__tests__/replayRoundTrip.spec.ts	127	// ── Driving a turn ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…erver/textGeneration/__tests__/replayRoundTrip.spec.ts	298	// ── Setup ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…erver/textGeneration/__tests__/replayRoundTrip.spec.ts	365	// ── The round trip ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…erver/textGeneration/__tests__/replayRoundTrip.spec.ts	468	// ── Turns that ended badly ────────────────────────────────────────────────────	COMMENT
MEDIUM	…erver/textGeneration/__tests__/replayRoundTrip.spec.ts	621	// ── Reasoning: attribution and gating ─────────────────────────────────────────	COMMENT
MEDIUM	…erver/textGeneration/__tests__/replayRoundTrip.spec.ts	749	// ── Producer gating across a model switch ─────────────────────────────────────	COMMENT
MEDIUM	…erver/textGeneration/__tests__/replayRoundTrip.spec.ts	958	// ── Budget and storage growth ─────────────────────────────────────────────────	COMMENT
MEDIUM	…erver/textGeneration/__tests__/replayRoundTrip.spec.ts	1370	// ── Tool results that carry no text ───────────────────────────────────────────	COMMENT
MEDIUM	…erver/textGeneration/__tests__/replayRoundTrip.spec.ts	1447	// ── Data written before this feature existed ──────────────────────────────────	COMMENT
MEDIUM	src/lib/utils/haptics.ts	34	// ── Internals ────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/lib/utils/haptics.ts	44	// ── Semantic haptic actions ──────────────────────────────────────────	COMMENT

Hyper-Verbose Identifiers63 hits · 63 pts

Severity	File	Line	Snippet	Context
LOW	src/lib/stores/mcpServers.ts	470	export async function reconcileOAuthConnections(): Promise<void> {	CODE
LOW	src/lib/stores/mcpServers.ts	573	async function consumeOAuthRedirectIfAny() {	CODE
LOW	src/lib/stores/activeGenerations.svelte.ts	99	export function createActiveGenerationsStore(): ActiveGenerationsStore {	CODE
LOW	src/lib/stores/activeGenerations.svelte.ts	105	export function useActiveGenerationsStore(): ActiveGenerationsStore {	CODE
LOW	src/lib/server/mlAssistantPrompt.ts	246	export function mlAssistantSessionContext({	CODE
LOW	src/lib/server/mlAssistantPrompt.ts	429	export function mlAssistantToolDoctrineBlocks(	CODE
LOW	src/lib/server/conversationSettings.ts	38	export async function applyConversationSettings(	CODE
LOW	src/lib/server/billingOrganizations.ts	36	export async function fetchBillableOrganizations(	CODE
LOW	src/lib/server/billingOrganizations.ts	70	export async function assertBillableOrganization(	CODE
LOW	src/lib/server/conversation.ts	12	export async function createConversationFromShare(	CODE
LOW	src/lib/server/mlAssistant.ts	65	export function isMlAssistantConversation(conv: Pick<Conversation, "mlAssistant">): boolean {	CODE
LOW	src/lib/server/mlAssistant.ts	98	export function mlAssistantBillingNamespace(	CODE
LOW	src/lib/server/settingsValidation.ts	55	export async function assertBillingTargetChange(	CODE
LOW	src/lib/server/auth.ts	379	export async function validateAndParseCsrfToken(	CODE
LOW	src/lib/server/auth.ts	379	export async function validateAndParseCsrfToken(	CODE
LOW	src/lib/server/reasoningPolicy.ts	44	export function preservesReasoningByDefault(modelId: string \| undefined): boolean {	CODE
LOW	src/lib/server/mlBudget/guard.ts	203	export function withRequiredDiscriminators(	CODE
LOW	src/lib/server/mlBudget/pricing.ts	99	export async function getFlavorPriceMicroUsdPerMinute(flavor: string): Promise<number \| undefined> {	CODE
LOW	src/lib/server/mlFiles/expand.ts	132	export function createVirtualFileExpander(conversationId: ObjectId): VirtualFileExpander {	CODE
LOW	src/lib/server/endpoints/preprocessMessages.ts	48	function stripEmptyInitialSystemMessage(messages: EndpointMessage[]): EndpointMessage[] {	CODE
LOW	src/lib/server/endpoints/openai/providerFallback.ts	6	export async function fetchWithProviderFallback(	CODE
LOW	src/lib/server/textGeneration/reasoning.ts	4	export async function generateSummaryOfReasoning(	CODE
LOW	…lib/server/textGeneration/builtinTools/researchTool.ts	213	function availableResearchToolNames(	CODE
LOW	…b/server/textGeneration/builtinTools/researchPrompt.ts	31	export function buildResearchSystemPrompt(availableTools: ReadonlySet<string>): string {	CODE
LOW	src/lib/server/textGeneration/utils/routing.ts	11	export function stripReasoningFromMessageForRouting(message: EndpointMessage): EndpointMessage {	CODE
LOW	src/lib/server/textGeneration/utils/harnessEvent.ts	10	export function withHarnessEventOnLastTool(	CODE
LOW	src/lib/server/mcp/preflightGuard.ts	55	export function createSchemaPreflightGuard(mapping: Record<string, McpToolMapping>): ToolCallGuard {	CODE
LOW	src/lib/server/mcp/elicitationSchema.ts	181	export function normalizeElicitationRequest(params: unknown): NormalizeResult {	CODE
LOW	src/lib/server/mcp/elicitationSchema.ts	269	export function validateElicitationContent(	CODE
LOW	src/lib/server/mcp/oauth/validation.ts	37	export function parseAuthorizationServerMetadata(input: unknown): AuthorizationServerMetadata {	CODE
LOW	src/lib/server/mcp/oauth/validation.ts	113	export function assertAuthorizationResponseIssuer(	CODE
LOW	src/lib/server/mcp/oauth/validation.ts	148	export function assertProtectedResourceMatches(	CODE
LOW	src/lib/server/mcp/oauth/connections.ts	145	export async function migrateOAuthConnectionsToUser(	CODE
LOW	src/lib/server/mcp/oauth/connections.ts	442	export async function captureInsufficientScopeResponse(	CODE
LOW	src/lib/server/mcp/oauth/discover.ts	41	export function buildClientMetadataDocumentClient(	CODE
LOW	src/lib/server/mlRegistry/events.ts	136	export async function conversationsAwaitingEvents(): Promise<ObjectId[]> {	CODE
LOW	src/lib/server/mlRegistry/events.ts	169	export async function markServiceEventsReported(	CODE
LOW	src/lib/server/mlRegistry/midTurn.ts	57	export async function markHarnessEventDelivered(	CODE
LOW	src/lib/server/slack/readOnly.ts	16	export async function isSlackConversationMutation(	CODE
LOW	src/lib/server/slack/store.ts	11	export async function getOrCreateThread(	CODE
LOW	src/lib/server/generation/messageShape.ts	156	export function messageRoundsShapeEnabled(): boolean {	CODE
LOW	src/lib/server/generation/compressUpdates.ts	69	export function compressUpdatesForStorage(updates: Message["updates"]): Message["updates"] {	CODE
LOW	src/lib/server/generation/finalize.ts	27	export async function markGenerationInterrupted(	CODE
LOW	src/lib/server/generation/conversationRequest.ts	57	export async function generateConversationResponse({	CODE
LOW	src/lib/server/router/endpoint.ts	101	function stripReasoningFromMessage(message: EndpointMessage): EndpointMessage {	CODE
LOW	src/lib/server/router/multimodal.ts	9	export function findConfiguredMultimodalModel(	CODE
LOW	src/lib/server/router/multimodal.ts	23	export function getConfiguredMultimodalModelId(	CODE
LOW	src/lib/server/router/toolsRoute.ts	14	export function isRouterToolsBypassEnabled(): boolean {	CODE
LOW	src/lib/utils/marked.ts	349	function sanitizeHtmlForMultimedia(html: string): string {	CODE
LOW	src/lib/utils/parseBlocks.ts	60	function countNonSelfClosingOpenTags(block: string, tagName: string): number {	CODE
LOW	src/lib/utils/linkParams.ts	108	export function linkPromptNeedsConfirmation(request: LinkPromptRequest): boolean {	CODE
LOW	src/lib/utils/trackio.ts	167	export function trackioDashboardsFromToolUpdates(updates: MessageToolUpdate[]): TrackioDashboard[] {	CODE
LOW	src/lib/utils/artifactCapture.ts	65	export function captureArtifactScreenshot(	CODE
LOW	src/lib/utils/pendingPlaceholder.ts	8	export function shouldShowPendingPlaceholder({	CODE
LOW	src/lib/utils/mcpOAuth.ts	105	export async function disconnectOAuthConnection(	CODE
LOW	src/lib/utils/mcpOAuth.ts	126	export async function fetchOAuthConnectionState(	CODE
LOW	src/lib/utils/generationState.ts	74	export function isAssistantGenerationTerminal(message?: Message): boolean {	CODE
LOW	src/lib/utils/generationState.ts	84	export function isConversationGenerationActive(messages: Message[]): boolean {	CODE
LOW	src/lib/utils/messageBlocks.ts	106	function collapseConsecutiveArtifactOps(input: MessageBlock[]): MessageBlock[] {	CODE
LOW	src/lib/utils/tree/convertLegacyConversation.ts	5	export function convertLegacyConversation(	CODE
3 more matches not shown…

Over-Commented Block23 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	server.js	1	import process from "node:process";	COMMENT
LOW	src/lib/stores/queuedInputs.svelte.ts	21		COMMENT
LOW	src/lib/server/mlAssistantPrompt.spec.ts	441		COMMENT
LOW	src/lib/server/mlAssistantPrompt.spec.ts	461	// Raised deliberately each time, and the reasons are the point of keeping it:	COMMENT
LOW	src/lib/server/mlAssistantPrompt.spec.ts	481	// sandbox, which cannot surface an OOM or a steps-per-second worth	COMMENT
LOW	src/lib/server/mlAssistantPrompt.spec.ts	501	//	COMMENT
LOW	src/lib/server/endpoints/openai/endpointOai.ts	201	// reply allowance this request will actually ask for.	COMMENT
LOW	src/lib/server/textGeneration/utils/prepareFiles.ts	161	// in chronological order. Rounds whose Call update persisted its own	COMMENT
LOW	src/lib/server/textGeneration/utils/prepareFiles.ts	181	remainingParts.splice(0, 1);	COMMENT
LOW	src/lib/server/textGeneration/utils/prepareFiles.ts	281		COMMENT
LOW	src/lib/server/textGeneration/utils/prepareFiles.ts	621	// The newest replayable turn is the one a continuation resumes INTO: its	COMMENT
LOW	src/lib/server/textGeneration/mcp/runMcpFlow.ts	141	// ML Assistant runs jobs, and the round budget is what it spends grounding ids,	COMMENT
LOW	src/lib/server/textGeneration/mcp/runMcpFlow.ts	581	// In the mode, gated tools advertise their routing discriminator as	COMMENT
LOW	src/lib/server/textGeneration/mcp/runMcpFlow.ts	1441	continue;	COMMENT
LOW	src/lib/server/mcp/elicitation.ts	461	let validated: Record<string, ElicitationValue> \| undefined;	COMMENT
LOW	src/lib/utils/pendingConversation.ts	21	mlAssistant?: boolean;	COMMENT
LOW	src/lib/utils/markdownWorkerPool.ts	41	// every worker's JS VM, so the pool is deliberately tiny: a couple of workers shared	COMMENT
LOW	src/lib/utils/scroll/chatScroll.svelte.ts	261	// The anchored position no longer exists (a branch switch onto a	COMMENT
LOW	src/lib/components/chat/ArtifactPanel.svelte	201	// position leaks into the next one (e.g. a version that streamed pinned to	COMMENT
LOW	src/lib/components/chat/ChatWindow.svelte	501		COMMENT
LOW	src/routes/conversation/[id]/+page.svelte	81	// non-terminal, flipping $loading back on. Keying the tombstone by	COMMENT
LOW	src/routes/conversation/[id]/+page.svelte	481	// so the abort marker is durably written before we poll for the	COMMENT
LOW	src/routes/conversation/[id]/+page.svelte	821	// changes (sidebar navigation) or the load data itself was refreshed	COMMENT

Structural Annotation Overuse8 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	docs/source/ml-intern/local-development.md	21	## Step 1: Create a Hugging Face OAuth app	COMMENT
LOW	docs/source/ml-intern/local-development.md	38	## Step 2: Configure `.env.local`	COMMENT
LOW	docs/source/ml-intern/local-development.md	75	## Step 3: Run it	COMMENT
LOW⚡	docs/source/ml-intern/getting-started.md	18	## Step 1: Open HuggingChat and switch on ML Intern	COMMENT
LOW⚡	docs/source/ml-intern/getting-started.md	27	## Step 2: Enable the Hub tools ML Intern uses	COMMENT
LOW⚡	docs/source/ml-intern/getting-started.md	33	## Step 3: Choose who pays	COMMENT
LOW⚡	docs/source/ml-intern/getting-started.md	43	## Step 4: Describe your task	COMMENT
LOW	docs/source/ml-intern/getting-started.md	55	## Step 5: Set a compute budget	COMMENT

Modern AI Meta-Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/lib/server/textGeneration/mcp/routerResolution.ts	81	// the bypass flag so disabling tools keeps the agentic route off the heuristic path	COMMENT
MEDIUM	…c/lib/utils/scroll/__tests__/chatScroll.svelte.test.ts	593	// which in a one-turn agentic conversation is the top of the page.	COMMENT
MEDIUM	src/lib/components/chat/ChatWindow.svelte	668	// Resume beats Retry for a failed agentic turn: retry re-runs the whole turn	COMMENT

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	tests/scroll-anchoring.spec.ts	21	const TALL_REPLY = `${"lorem ipsum dolor sit amet ".repeat(30)}\n\n`.repeat(8);	CODE
LOW	tests/scroll-anchoring.spec.ts	21	const TALL_REPLY = `${"lorem ipsum dolor sit amet ".repeat(30)}\n\n`.repeat(8);	CODE
LOW	docs/source/configuration/open-id.md	27	ALLOWED_USER_EMAILS=["user@example.com", "admin@example.com"]	CODE
LOW	docs/source/configuration/open-id.md	27	ALLOWED_USER_EMAILS=["user@example.com", "admin@example.com"]	CODE
LOW	…c/lib/server/shareThumbnail/shareThumbnail.ssr.test.ts	67	"lorem ipsum ".repeat(40),	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/lint-and-test.yml	102	# The harness starts its own MongoMemoryServer (see startTestDatabase in	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/lib/server/auth.ts	555	// TODO: Handle errors if provider is not responding	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/lib/server/hooks/handle.ts	31	export async function handleRequest({ event, resolve }: HandleInput): Promise<Response> {	CODE

huggingface/chat-ui

Open-Source Code Quality, Security and Technical Debt Review