3.2

Adjusted Signal

3.2

Raw Pattern Score

100%

Time Factor

2026-10-24

Last Push

11.0K

Stars

TypeScript

Language

126.8K

Lines of Code

746

Files

355

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 13.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 347 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 12.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 333 finding(s).

PR Review Velocity Impact 14.1/100 · LOW

Which changes need focused human review? 355 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 4MEDIUM 5LOW 346

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 355 distinct pattern matches across 7 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 Identifiers329 hits · 335 pts

Severity	File	Line	Snippet	Context
LOW	packages/studio/src/shared/confirmed-production.ts	23	export function isConfirmedProductionAction(	CODE
LOW	packages/studio/src/components/chat-utils.ts	20	export function coerceSharedSessionMessages(	CODE
LOW	packages/studio/src/components/chat-utils.ts	48	export function formatSharedSessionContext(meta: SharedSessionMeta): string {	CODE
LOW	…tudio/src/components/chat/NarrativeForecastPreview.tsx	49	export function getNarrativeForecastPreviewDetails(exec: ToolExecution): NarrativeForecastPreviewDetails \| null {	CODE
LOW	…tudio/src/components/chat/NarrativeForecastPreview.tsx	76	export function buildNarrativeForecastSelectionInstruction(	CODE
LOW	…tudio/src/components/chat/NarrativeForecastPreview.tsx	86	export function buildNarrativeForecastRecheckInstruction(	CODE
LOW	…ages/studio/src/components/chat/ToolExecutionSteps.tsx	261	export function getChapterContextTraceDetails(exec: ToolExecution): ReadonlyArray<ChapterContextTraceDetails> {	CODE
LOW	…ages/studio/src/components/chat/ToolExecutionSteps.tsx	277	function ChapterContextTracePreview({ exec }: { exec: ToolExecution }) {	CODE
LOW	…ages/studio/src/components/chat/ToolExecutionSteps.tsx	350	export function getChapterRevisionDetails(exec: ToolExecution): ChapterRevisionDetails \| null {	CODE
LOW	…ages/studio/src/components/chat/ToolExecutionSteps.tsx	361	export function getChapterStateResyncDetails(exec: ToolExecution): ChapterStateResyncDetails \| null {	CODE
LOW	…ages/studio/src/components/chat/ToolExecutionSteps.tsx	420	function ChapterStateResyncPreview({ exec }: { exec: ToolExecution }) {	CODE
LOW	…ages/studio/src/components/chat/ToolExecutionSteps.tsx	442	export function getGeneratedArtifactDetails(exec: ToolExecution): GeneratedArtifactDetails \| null {	CODE
LOW	…ages/studio/src/components/chat/ToolExecutionSteps.tsx	475	function ScriptStoryboardResultPreview({ exec, onOpenFilmStudio }: { exec: ToolExecution; onOpenFilmStudio?: (projectId:	CODE
LOW	…ages/studio/src/components/chat/ToolExecutionSteps.tsx	540	function ShortFictionResultPreview({ exec }: { exec: ToolExecution }) {	CODE
LOW	…ages/studio/src/components/chat/ToolExecutionSteps.tsx	738	export function getProposedActionContractRows(details: ProposedActionDetails): ReadonlyArray<{ label: string; value: str	CODE
LOW	…ages/studio/src/components/chat/ToolExecutionSteps.tsx	865	function hasStructuredResultPreview(exec: ToolExecution): boolean {	CODE
LOW	…ages/studio/src/components/chat/ToolExecutionSteps.tsx	1132	export function groupToolExecutionsChronologically(executions: ToolExecution[]): RenderGroup[] {	CODE
LOW	packages/studio/src/hooks/use-book-activity.ts	149	export function shouldRefetchBookCollections(message: SSEMessage \| undefined): boolean {	CODE
LOW	packages/studio/src/hooks/use-book-activity.ts	153	export function shouldRefetchDaemonStatus(message: SSEMessage \| undefined): boolean {	CODE
LOW	packages/studio/src/lib/studio-events.ts	64	export function closeStudioEventConnections(): void {	CODE
LOW	packages/studio/src/lib/error-copy.ts	17	export function localizeKnownRuntimeMessage(message: string): string {	CODE
LOW⚡	packages/studio/src/api/server.ts	543	function normalizeStudioSessionKind(value: unknown, fallback: SessionKind): SessionKind {	CODE
LOW⚡	packages/studio/src/api/server.ts	552	function normalizeStudioActionSource(value: unknown): ActionSource {	CODE
LOW⚡	packages/studio/src/api/server.ts	560	function normalizeStudioRequestedIntent(value: unknown): RequestedIntent \| undefined {	CODE
LOW⚡	packages/studio/src/api/server.ts	576	function normalizeStudioProposalAction(value: unknown): RequestedIntent \| undefined {	CODE
LOW⚡	packages/studio/src/api/server.ts	585	function normalizeStudioActionPayload(value: unknown): ActionPayload \| undefined {	CODE
LOW⚡	packages/studio/src/api/server.ts	594	function normalizeStudioSkillIdList(value: unknown, field: string): string[] {	CODE
LOW⚡	packages/studio/src/api/server.ts	1672	function resolveCreatedBookIdFromDetails(details: Readonly<Record<string, unknown>> \| undefined): string \| null {	CODE
LOW⚡	packages/studio/src/api/server.ts	1679	function resolveCreatedWorkIdFromToolExec(exec: CollectedToolExec): string \| null {	CODE
LOW⚡	packages/studio/src/api/server.ts	1687	async function loadStudioBookListSummary(	CODE
LOW	packages/studio/src/api/server.ts	188	async function resolveStudioProfileSkills(	CODE
LOW	packages/studio/src/api/server.ts	271	function buildRunningTaskContextBlock(task: StudioTaskSnapshot, lang: StudioLanguage): string {	CODE
LOW	packages/studio/src/api/server.ts	486	function normalizeProjectGeneratedPath(root: string, rawPath: string, code: string): { readonly relPath: string; readonl	CODE
LOW	packages/studio/src/api/server.ts	517	function resolveProjectTextArtifactFile(root: string, rawPath: string): { readonly relPath: string; readonly resolved: s	CODE
LOW	packages/studio/src/api/server.ts	657	async function normalizeAgentAttachments(	CODE
LOW	packages/studio/src/api/server.ts	824	function normalizeSkillImportFiles(value: unknown): {	CODE
LOW	packages/studio/src/api/server.ts	972	function validateAgentActionExecution(args: {	CODE
LOW	packages/studio/src/api/server.ts	1052	function hasSuccessfulToolOwnedResponse(execs: ReadonlyArray<CollectedToolExec>): boolean {	CODE
LOW	packages/studio/src/api/server.ts	1065	function manualToolAssistantMessage(	CODE
LOW	packages/studio/src/api/server.ts	1113	async function executeConfirmedProductionAction(args: {	CODE
LOW	packages/studio/src/api/server.ts	1650	function resolveCreatedBookIdFromArgs(args?: Record<string, unknown>): string \| null {	CODE
LOW	packages/studio/src/api/server.ts	1659	function resolveCreatedBookIdFromToolExecs(execs: ReadonlyArray<CollectedToolExec>): string \| null {	CODE
LOW	packages/studio/src/api/server.ts	1808	function appendModelToServiceCatalog(	CODE
LOW	packages/studio/src/api/server.ts	1953	async function readEffectiveEnvConfigValues(root: string): Promise<{ source: "project" \| "global"; values: EnvConfigValu	CODE
LOW	packages/studio/src/api/server.ts	1961	async function resolveConfiguredServiceBaseUrl(root: string, serviceId: string, inlineBaseUrl?: string): Promise<string	CODE
LOW	packages/studio/src/api/server.ts	1978	async function resolveConfiguredServiceEntry(root: string, serviceId: string): Promise<ServiceConfigEntry \| undefined> {	CODE
LOW	packages/studio/src/api/server.ts	2050	function radarTimestampForFilename(value: string \| undefined): string {	CODE
LOW	packages/studio/src/api/server.ts	2112	function fallbackTextModelsForEndpoint(	CODE
LOW	packages/studio/src/api/server.ts	2123	function shouldTrustStaticModelsWhenLiveListUnavailable(endpoint: ReturnType<typeof getAllEndpoints>[number] \| undefined	CODE
LOW	packages/studio/src/api/server.ts	2235	async function fetchModelsFromServiceBaseUrl(	CODE
LOW	packages/studio/src/api/work-session.ts	4	export function workSessionResponseMetadata(session: BookSession) {	CODE
LOW	packages/studio/src/api/work-session.ts	14	export async function recoverSessionAfterAgentFailure(root: string, sessionId: string): Promise<BookSession \| null> {	CODE
LOW	packages/studio/src/pages/chat-page-state.ts	29	export function resolveWorkSessionBinding(input: {	CODE
LOW	packages/studio/src/pages/chat-page-state.ts	189	export function shouldShowPlayChoicePanel(input: {	CODE
LOW	packages/studio/src/pages/StoryGraphTree.tsx	17	export function buildProjectExportDownloadUrl(projectId: string): string \| null {	CODE
LOW	packages/studio/src/pages/service-detail-state.ts	108	export async function rehydrateServiceConnectionStatus(args: {	CODE
LOW	packages/studio/src/pages/service-detail-state.ts	136	export function matchServiceConfigEntryForDetail(	CODE
LOW	packages/studio/src/pages/BookCreate.tsx	110	export function defaultChapterWordsForLanguage(language: "zh" \| "en"): string {	CODE
LOW	packages/studio/src/pages/BookCreate.tsx	114	export function platformOptionsForLanguage(language: "zh" \| "en"): ReadonlyArray<PlatformOption> {	CODE
LOW	packages/studio/src/store/preferences/store.ts	28	export function readStoredToolDetailsDefaultOpen(	CODE
269 more matches not shown…

Magic Placeholder Names4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	packages/cli/src/project-bootstrap.ts	13	return content.includes("INKOS_LLM_API_KEY=") && !content.includes("your-api-key-here");	CODE
HIGH	packages/cli/src/tui/setup.ts	326	return !!match && match[1]!.trim().length > 0 && !match[1]!.includes("your-api-key");	CODE
HIGH	packages/cli/src/commands/doctor.ts	161	hasGlobal = globalContent.includes("INKOS_LLM_API_KEY=") && !globalContent.includes("your-api-key-here");	CODE
HIGH	packages/cli/src/commands/doctor.ts	192	const hasKey = apiKeyOptional \|\| (!!apiKey && apiKey.length > 10 && apiKey !== "your-api-key-here");	CODE

Verbosity Indicators7 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/studio/e2e/export.spec.ts	19	// Step 1: fetch the exported HTML from the server.	COMMENT
LOW⚡	packages/studio/e2e/export.spec.ts	25	// Step 2: load the raw HTML string into a blank page (no server connection).	COMMENT
LOW⚡	packages/studio/e2e/export.spec.ts	29	// Step 3: the embedded player must have bootstrapped with no server.	COMMENT
LOW⚡	packages/studio/e2e/export.spec.ts	32	// Step 4: click the single choice in the start node.	COMMENT
LOW⚡	packages/studio/e2e/export.spec.ts	37	// Step 5: the ending screen must appear.	COMMENT
LOW	packages/core/src/pipeline/runner.ts	1690	// Step 1: Generate foundation once. A failed replay preserves the draft	COMMENT
LOW	packages/core/src/pipeline/runner.ts	1748	// Step 2: Sequential replay	COMMENT

Structural Annotation Overuse7 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/studio/e2e/export.spec.ts	19	// Step 1: fetch the exported HTML from the server.	COMMENT
LOW⚡	packages/studio/e2e/export.spec.ts	25	// Step 2: load the raw HTML string into a blank page (no server connection).	COMMENT
LOW⚡	packages/studio/e2e/export.spec.ts	29	// Step 3: the embedded player must have bootstrapped with no server.	COMMENT
LOW⚡	packages/studio/e2e/export.spec.ts	32	// Step 4: click the single choice in the start node.	COMMENT
LOW⚡	packages/studio/e2e/export.spec.ts	37	// Step 5: the ending screen must appear.	COMMENT
LOW	packages/core/src/pipeline/runner.ts	1690	// Step 1: Generate foundation once. A failed replay preserves the draft	COMMENT
LOW	packages/core/src/pipeline/runner.ts	1748	// Step 2: Sequential replay	COMMENT

Decorative Section Separators4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/core/src/__tests__/provider.test.ts	11	// ── Mock @mariozechner/pi-ai ──────────────────────────────────────────────────	COMMENT
MEDIUM	packages/core/src/__tests__/provider.test.ts	28	// ── Helpers ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/core/src/__tests__/provider.test.ts	153	// ── Tests ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/core/src/__tests__/provider.test.ts	1031	// ── 回归测试：per-call maxTokens 不被裁剪（v2.0.0 精简版）─────────────	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/studio/src/lib/truth-display.ts	79	// reader-facing; parse the table by header name (robust to column reordering)	COMMENT

Over-Commented Block3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/studio/src/api/server.ts	2501	if (!saved \|\| saved.status !== "running") return saved;	COMMENT
LOW	…/studio/src/store/chat/slices/message/stream-events.ts	381	const execution = data.execution as ToolExecution;	COMMENT
LOW	packages/core/src/llm/provider.ts	501		COMMENT

Narcooo/inkos

Open-Source Code Quality, Security and Technical Debt Review