1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

91.4K

Stars

TypeScript

Language

952.0K

Lines of Code

7.5K

Files

1.2K

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 6.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 844 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.2/100 · LOW

Are imports declared and package/API names verified? 377 finding(s).

Agent Over-Engineering Ratio 2.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 505 finding(s).

PR Review Velocity Impact 8.8/100 · LOW

Which changes need focused human review? 1222 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 20HIGH 17MEDIUM 128LOW 1057

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 1222 distinct pattern matches across 15 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 Identifiers504 hits · 512 pts

Severity	File	Line	Snippet	Context
LOW	agent-eval/scripts/generate-agentic-ref-experiments.ts	69	export function generateAgenticRefWorkdir(): void {	CODE
LOW	agent-eval/lib/templates.ts	325	async function readSandboxWorkspaceFiles(sandbox: Sandbox): Promise<Record<string, string>> {	CODE
LOW	agent-eval/lib/templates.ts	356	function mergeTemplateAndFixtureFiles(	CODE
LOW	agent-eval/lib/templates.ts	484	async function installAmazonLinuxPackages(sandbox: Sandbox, packageNames: string[]): Promise<void> {	CODE
LOW	agent-eval/lib/templates.ts	708	export async function readTemplateCheckoutPackages(): Promise<WorkspacePackage[]> {	CODE
LOW	agent-eval/lib/templates.ts	874	function referencesStartStorybookScript(files: Record<string, string>): boolean {	CODE
LOW	agent-eval/lib/templates.ts	881	function workspacePackageJsonPaths(files: Record<string, string>): string[] {	CODE
LOW	agent-eval/lib/templates.ts	995	export async function writeCodexInAppBrowserMock(sandbox: Sandbox): Promise<void> {	CODE
LOW	agent-eval/lib/templates.ts	1017	export async function writeClaudeInAppBrowserMock(sandbox: Sandbox): Promise<void> {	CODE
LOW	agent-eval/lib/templates.ts	1052	export async function writeStorybookAgentInstructions(sandbox: Sandbox): Promise<void> {	CODE
LOW⚡	agent-eval/lib/test-utils.ts	132	export function expectFinalResponseContains(substrings: string[]): void {	CODE
LOW⚡	agent-eval/lib/test-utils.ts	141	export function expectFinalResponseMatches(patterns: RegExp[]): void {	CODE
LOW⚡	agent-eval/lib/test-utils.ts	148	export function expectDisplayReviewForVisualChange(): void {	CODE
LOW	agent-eval/lib/test-utils.ts	86	export function modelRunsTestsOnlyWhenAsked(): boolean {	CODE
LOW	agent-eval/lib/test-utils.ts	104	export function getStorybookWorkflowCalls(): StorybookWorkflowCall[] {	CODE
LOW	agent-eval/lib/test-utils.ts	179	export function expectDisplayReviewForBrowseRequest(): void {	CODE
LOW	agent-eval/lib/test-utils.ts	197	export function expectAllStoryExportsInDisplayReview(): void {	CODE
LOW	agent-eval/lib/test-utils.ts	224	export function expectStoryIdsInDisplayReview(idSubstrings: string[]): void {	CODE
LOW	agent-eval/lib/test-utils.ts	282	export function expectDevServerLeftRunning(): void {	CODE
LOW	agent-eval/lib/test-utils.ts	301	export function findDevServerKillCommands(commands: string[]): string[] {	CODE
LOW	agent-eval/lib/test-utils.ts	309	export function parseCodexBrowserNavigations(rawTranscript: string): string[] {	CODE
LOW	agent-eval/lib/test-utils.ts	374	export function expectStoryDiscoveryBeforeReview(): void {	CODE
LOW	agent-eval/lib/test-utils.ts	407	export async function expectStoryTestsRanAndPassed(options?: {	CODE
LOW	agent-eval/lib/test-utils.ts	601	function collectClaudeWorkflowToolResults(	CODE
LOW	agent-eval/lib/test-utils.ts	667	function collectCodexWorkflowToolResult(	CODE
LOW	agent-eval/lib/test-utils.ts	726	export function expectDocumentationToolingCalled(): void {	CODE
LOW	agent-eval/lib/test-utils.ts	736	export function workflowCallIncludesStory(	CODE
LOW	agent-eval/lib/test-utils.ts	794	export function expectStorybookDependenciesAtLeast(	CODE
LOW	agent-eval/lib/test-utils.ts	854	export function expectStorybookInstalledFromCheckout(): void {	CODE
LOW	agent-eval/lib/test-utils.ts	906	export function expectShellCommandMatching(pattern: RegExp): void {	CODE
LOW	agent-eval/lib/test-utils.ts	1014	function expectValidDisplayReviewPayload(input: Record<string, unknown>): void {	CODE
LOW	agent-eval/lib/test-utils.ts	1023	function expectValidDisplayReviewCollections(input: Record<string, unknown>): void {	CODE
LOW	agent-eval/lib/test-utils.ts	1065	export function expectReviewOpenedInBrowser(): void {	CODE
LOW	agent-eval/lib/test-utils.ts	1092	function getBrowserStepsAroundWorkflowCalls(	CODE
LOW	agent-eval/lib/test-utils.ts	1149	function expectFinalResponseSharesReviewLink(): void {	CODE
LOW	agent-eval/lib/test-utils.ts	1170	function getParsedMcpWorkflowCalls(): StorybookWorkflowCall[] {	CODE
LOW	agent-eval/lib/test-utils.ts	1191	function getRawCodexMcpWorkflowCalls(): StorybookWorkflowCall[] {	CODE
LOW	agent-eval/lib/shell-parse.ts	46	export function parseStorybookWorkflowShellCommands(commands: string[]): StorybookWorkflowCall[] {	CODE
LOW	agent-eval/lib/shell-parse.ts	50	export function normalizeStorybookWorkflowName(	CODE
LOW	agent-eval/lib/shell-parse.ts	94	function parseStorybookCliWorkflowCalls(command: string): StorybookWorkflowCall[] {	CODE
LOW	agent-eval/lib/shell-parse.ts	157	function parseStorybookToolsInvocation(	CODE
LOW	agent-eval/lib/shell-parse.ts	619	function appendCommandSubstitution(dollar: number): number {	CODE
LOW	agent-eval/lib/agentic-reference/external-mcp.ts	58	export async function registerExternalStorybookMcp(	CODE
LOW	agent-eval/lib/agentic-reference/run-plan.ts	87	export function resolveExperimentSelection(	CODE
LOW	agent-eval/lib/agentic-reference/experiment.ts	150	function makeAgenticRefMetricsHook(agenticRefCase: AgenticRefCaseRecord, provider: LlmProvider) {	CODE
LOW	agent-eval/lib/agentic-reference/external-repo.ts	25	export function parseExternalRepoFromManifest(packageJsonContent: string): ExternalRepoPin {	CODE
LOW	agent-eval/lib/agentic-reference/local-mcp.ts	47	export function assertStorybookMcpPackageSpec(spec: StorybookMcpPackageSpec): void {	CODE
LOW	agent-eval/lib/agentic-reference/local-mcp.ts	80	export async function resolveStorybookMcpPackage(	CODE
LOW	…/lib/agentic-reference/metrics/inline-script-writes.ts	107	export function inlineScriptWritesBySegment(command: string): InlineScriptWrites[] {	CODE
LOW	agent-eval/lib/post-analysis/baseline.ts	140	export async function loadOrBuildBaselineAnalysis(	CODE
LOW	…s/svelte/static/svelte-csf/contexts/renderer.svelte.js	65	function createStoryRendererContext() {	CODE
LOW	…/svelte/static/svelte-csf/contexts/extractor.svelte.js	36	export function createStoriesExtractorContext(repository) {	CODE
LOW	…de/renderers/svelte/src/extractComponentDescription.ts	2	export function extractComponentDescription(component?: any): string {	CODE
LOW	code/renderers/svelte/src/svelte-csf/addon-check.ts	12	export function assertSvelteCsfAddonNotInstalled({ presetsList, framework }: Params) {	CODE
LOW	code/renderers/svelte/src/svelte-csf/utils/error.ts	199	export function isStorybookSvelteCSFError(error: unknown): error is StorybookSvelteCSFError {	CODE
LOW	code/renderers/svelte/src/svelte-csf/parser/ast.ts	57	export function createASTObjectExpression(	CODE
LOW	…csf/parser/analyse/define-meta/component-identifier.ts	25	export function getDefineMetaComponentValue(params: Params): DefineMetaComponentValue \| undefined {	CODE
LOW	…csf/parser/analyse/define-meta/component-identifier.ts	78	export function getDefineMetaComponentName(value: DefineMetaComponentValue \| undefined): string {	CODE
LOW	…rc/svelte-csf/parser/analyse/define-meta/properties.ts	37	export function getPropertyArrayOfStringsValue(options: GetArrayOfStringOptions) {	CODE
LOW	…/svelte/src/svelte-csf/parser/analyse/story/content.ts	193	function getSnippetBlockBodyRawCode(originalCode: string, node: SvelteAST.SnippetBlock) {	CODE
444 more matches not shown…

Modern AI Meta-Vocabulary122 hits · 366 pts

Severity	File	Line	Snippet	Context
MEDIUM	agent-eval/eval-matchers.d.ts	1	// vitest matcher augmentation for @vercel/agent-eval 1.2.0's agentic judge matchers.	COMMENT
MEDIUM	agent-eval/vitest.config.ts	12	// .agentic-ref/ symlinks both into the generated work directory.	COMMENT
MEDIUM	agent-eval/eval.d.ts	1	// Ambient types for @vercel/agent-eval 1.2.0's agentic judge subjects.	COMMENT
MEDIUM	agent-eval/evals/702-rework-ui-flow/EVAL.ts	2	// reporting success. Real measurement is offline; see lib/agentic-reference/post-analysis.ts.	COMMENT
MEDIUM	agent-eval/evals/706-new-ui-scheduled-flow/EVAL.ts	2	// reporting success. Real measurement is offline; see lib/agentic-reference/post-analysis.ts.	COMMENT
MEDIUM	agent-eval/evals/703-fix-bug-flow/EVAL.ts	2	// reporting success. Real measurement is offline; see lib/agentic-reference/post-analysis.ts.	COMMENT
MEDIUM	agent-eval/evals/701-new-ui-flow/EVAL.ts	2	// reporting success. Real measurement is offline; see lib/agentic-reference/post-analysis.ts.	COMMENT
MEDIUM	agent-eval/evals/704-fix-a11y-flow/EVAL.ts	2	// reporting success. Real measurement is offline; see lib/agentic-reference/post-analysis.ts.	COMMENT
MEDIUM	agent-eval/evals/705-migrate-to-ds-flow/EVAL.ts	2	// reporting success. Real measurement is offline; see lib/agentic-reference/post-analysis.ts.	COMMENT
MEDIUM	agent-eval/scripts/run-agentic-ref.ts	2	// The agentic-reference runner: one entrypoint for the 70x case matrix.	COMMENT
MEDIUM	agent-eval/scripts/run-agentic-ref.ts	4	// yarn eval:agentic-ref [flags]	COMMENT
MEDIUM	agent-eval/scripts/run-agentic-ref.ts	19	// without a second grammar — see lib/agentic-reference/selection.ts.	COMMENT
MEDIUM	agent-eval/scripts/run-agentic-ref.ts	34	import { AGENT_EVAL_BIN, GENERATED_EVALS_WORK_DIR } from '#lib/agentic-reference/constants';	CODE
MEDIUM⚡	agent-eval/scripts/generate-agentic-ref-experiments.ts	2	// Rebuilds agent-eval/.agentic-ref/ — a throwaway, gitignored work directory —	COMMENT
MEDIUM⚡	agent-eval/scripts/generate-agentic-ref-experiments.ts	3	// from lib/agentic-reference/cases.ts. The experiments/ subdirectory is fully	COMMENT
MEDIUM⚡	agent-eval/scripts/generate-agentic-ref-experiments.ts	8	// inside .agentic-ref/.	COMMENT
MEDIUM⚡	agent-eval/scripts/generate-agentic-ref-experiments.ts	10	// Usage: node scripts/generate-agentic-ref-experiments.ts	COMMENT
MEDIUM	agent-eval/scripts/generate-agentic-ref-experiments.ts	32	} from '#lib/agentic-reference/constants';	CODE
MEDIUM	agent-eval/scripts/generate-agentic-ref-experiments.ts	39	return `// Generated by scripts/generate-agentic-ref-experiments.ts — edit lib/agentic-reference/cases.ts, then regene	CODE
MEDIUM	agent-eval/scripts/generate-agentic-ref-experiments.ts	117	// this work directory when running agentic-ref evals — without these links a	COMMENT
MEDIUM	agent-eval/scripts/generate-agentic-ref-experiments.ts	133	// Also importable: scripts/run-agentic-ref.ts regenerates the work directory	COMMENT
MEDIUM	agent-eval/scripts/run-plan.ts	14	// evals, runs, parallelMax — see lib/agentic-reference/run-plan.ts and	COMMENT
MEDIUM	agent-eval/scripts/run-plan.ts	19	// lib/agentic-reference/comparability.ts, shared with the offline analyzer.	COMMENT
MEDIUM	agent-eval/scripts/run-plan.ts	81	// lib/agentic-reference/collected-runs.ts).	COMMENT
MEDIUM	agent-eval/scripts/run-plan.ts	126	// Runs the agentic-ref runner as a child process: one code path, with	COMMENT
MEDIUM	agent-eval/scripts/export-results.ts	23	import { AGENT_EVAL_ROOT } from '#lib/agentic-reference/constants';	CODE
MEDIUM⚡	agent-eval/scripts/judge-ds-misuse.ts	30	import { AGENTIC_REF_EVAL_REGISTRY, knownExperimentNames } from '#lib/agentic-reference/cases';	CODE
MEDIUM⚡	agent-eval/scripts/judge-ds-misuse.ts	31	import { isCurrentRun } from '#lib/agentic-reference/comparability';	CODE
MEDIUM⚡	agent-eval/scripts/judge-ds-misuse.ts	36	} from '#lib/agentic-reference/external-repo';	CODE
MEDIUM⚡	agent-eval/scripts/judge-ds-misuse.ts	37	import { laterSince, resolvePlanFlag } from '#lib/agentic-reference/plan-config';	CODE
MEDIUM⚡	agent-eval/scripts/judge-ds-misuse.ts	38	import { dsPackagesForPin } from '#lib/agentic-reference/metrics/coverage';	CODE
MEDIUM⚡	agent-eval/scripts/judge-ds-misuse.ts	39	import { dsDocsRefLabel } from '#lib/agentic-reference/metrics/ds-misuse/ds-docs';	CODE
MEDIUM⚡	agent-eval/scripts/judge-ds-misuse.ts	45	} from '#lib/agentic-reference/metrics/ds-misuse/index';	CODE
MEDIUM⚡	agent-eval/scripts/judge-ds-misuse.ts	46	import { assertApiKey } from '#lib/agentic-reference/metrics/ds-misuse/judge';	CODE
MEDIUM⚡	agent-eval/scripts/judge-ds-misuse.ts	47	import { addUsage, usdOf } from '#lib/agentic-reference/metrics/judge-utils';	CODE
MEDIUM⚡	agent-eval/scripts/judge-ds-misuse.ts	48	import { postAnalysis } from '#lib/agentic-reference/post-analysis';	CODE
MEDIUM⚡	agent-eval/scripts/judge-ds-misuse.ts	51	import { selectionFlags } from '#lib/agentic-reference/selection';	CODE
MEDIUM⚡	agent-eval/scripts/judge-ds-misuse.ts	52	import { formatCompactCount, shortExperiment } from '#lib/agentic-reference/utils';	CODE
MEDIUM⚡	agent-eval/scripts/judge-ds-misuse.ts	57	import type { JudgeUsage } from '#lib/agentic-reference/metrics/ds-misuse/judge';	CODE
MEDIUM⚡	agent-eval/scripts/judge-ds-misuse.ts	58	import type { NodeRecord } from '#lib/agentic-reference/metrics/ds-coverage/types';	CODE
MEDIUM	agent-eval/scripts/judge-ds-misuse.ts	81	// Selection is the shared agentic-reference grammar, not a private one: this	COMMENT
MEDIUM	agent-eval/scripts/judge-ds-misuse.ts	336	// lib/agentic-reference/comparison/cells.ts) — so a judgement bought for one	COMMENT
MEDIUM	agent-eval/scripts/ds-coverage.ts	5	// The analyzer itself lives in lib/agentic-reference/metrics/ds-coverage/.	COMMENT
MEDIUM	agent-eval/scripts/prune-incomplete-runs.ts	11	// lib/agentic-reference/collected-runs.ts). Deleting them removes any eval	COMMENT
MEDIUM	agent-eval/scripts/prune-incomplete-runs.ts	15	// Selection follows the shared grammar in lib/agentic-reference/selection.ts,	COMMENT
MEDIUM	agent-eval/scripts/prune-incomplete-runs.ts	28	import { RESULTS_DIR } from '#lib/agentic-reference/constants';	CODE
MEDIUM	agent-eval/scripts/prune-incomplete-runs.ts	29	import { findStoredEvalDirs } from '#lib/agentic-reference/results-tree';	CODE
MEDIUM	agent-eval/scripts/compare-results.ts	4	// lib/agentic-reference/comparison/, statistics in scripts/compare_stats.py.	COMMENT
MEDIUM⚡	agent-eval/scripts/compare-results.ts	15	} from '#lib/agentic-reference/cases';	CODE
MEDIUM⚡	agent-eval/scripts/compare-results.ts	16	import { COMPARISON_METRICS } from '#lib/agentic-reference/comparison-metrics';	CODE
MEDIUM⚡	agent-eval/scripts/compare-results.ts	17	import { autoSelectWorkflows, buildCells } from '#lib/agentic-reference/comparison/cells';	CODE
MEDIUM⚡	agent-eval/scripts/compare-results.ts	22	} from '#lib/agentic-reference/comparison/commands';	CODE
MEDIUM⚡	agent-eval/scripts/compare-results.ts	27	} from '#lib/agentic-reference/comparison/emit';	CODE
MEDIUM⚡	agent-eval/scripts/compare-results.ts	28	import { writeHtmlReport, type EstimateRow } from '#lib/agentic-reference/comparison/html-report';	CODE
MEDIUM⚡	agent-eval/scripts/compare-results.ts	33	} from '#lib/agentic-reference/comparison/misuse';	CODE
MEDIUM⚡	agent-eval/scripts/compare-results.ts	34	import { parseCompareArgs } from '#lib/agentic-reference/comparison/options';	CODE
MEDIUM⚡	agent-eval/scripts/compare-results.ts	44	} from '#lib/agentic-reference/comparison/resolve';	CODE
MEDIUM⚡	agent-eval/scripts/compare-results.ts	45	import { ansiStyle } from '#lib/agentic-reference/style';	CODE
MEDIUM⚡	agent-eval/scripts/compare-results.ts	46	import { findUv } from '#lib/agentic-reference/comparison/uv';	CODE
MEDIUM⚡	agent-eval/scripts/compare-results.ts	47	import { tallyVerdicts } from '#lib/agentic-reference/comparison/verdict-tally';	CODE
62 more matches not shown…

Fake / Example Data347 hits · 360 pts

Severity	File	Line	Snippet	Context
LOW	…rop@refs__tags__agentic-reference__droppy-70pc-v2.json	1483	"placeholder",	CODE
LOW	…rop@refs__tags__agentic-reference__droppy-70pc-v2.json	1501	"placeholder",	CODE
LOW	…rop@refs__tags__agentic-reference__droppy-70pc-v2.json	1520	"placeholder",	CODE
LOW	…rop@refs__tags__agentic-reference__droppy-70pc-v2.json	1538	"placeholder",	CODE
LOW	…rop@refs__tags__agentic-reference__droppy-70pc-v2.json	1584	"placeholder",	CODE
LOW	…rop@refs__tags__agentic-reference__droppy-70pc-v2.json	1602	"placeholder",	CODE
LOW	…rop@refs__tags__agentic-reference__droppy-70pc-v2.json	1620	"placeholder",	CODE
LOW	…rop@refs__tags__agentic-reference__droppy-70pc-v4.json	1469	"placeholder",	CODE
LOW	…rop@refs__tags__agentic-reference__droppy-70pc-v4.json	1487	"placeholder",	CODE
LOW	…rop@refs__tags__agentic-reference__droppy-70pc-v4.json	1506	"placeholder",	CODE
LOW	…rop@refs__tags__agentic-reference__droppy-70pc-v4.json	1524	"placeholder",	CODE
LOW	…rop@refs__tags__agentic-reference__droppy-70pc-v4.json	1570	"placeholder",	CODE
LOW	…rop@refs__tags__agentic-reference__droppy-70pc-v4.json	1588	"placeholder",	CODE
LOW	…rop@refs__tags__agentic-reference__droppy-70pc-v4.json	1606	"placeholder",	CODE
LOW	…mealdrop@refs__tags__agentic-reference__droppy-v2.json	1488	"placeholder",	CODE
LOW	…mealdrop@refs__tags__agentic-reference__droppy-v2.json	1506	"placeholder",	CODE
LOW	…mealdrop@refs__tags__agentic-reference__droppy-v2.json	1525	"placeholder",	CODE
LOW	…mealdrop@refs__tags__agentic-reference__droppy-v2.json	1543	"placeholder",	CODE
LOW	…mealdrop@refs__tags__agentic-reference__droppy-v2.json	1589	"placeholder",	CODE
LOW	…mealdrop@refs__tags__agentic-reference__droppy-v2.json	1607	"placeholder",	CODE
LOW	…mealdrop@refs__tags__agentic-reference__droppy-v2.json	1625	"placeholder",	CODE
LOW	…ealdrop@refs__tags__agentic-reference__base-ui-v1.json	1848	"placeholder",	CODE
LOW	…ealdrop@refs__tags__agentic-reference__base-ui-v1.json	1866	"placeholder",	CODE
LOW	…ealdrop@refs__tags__agentic-reference__base-ui-v1.json	1885	"placeholder",	CODE
LOW	…ealdrop@refs__tags__agentic-reference__base-ui-v1.json	1903	"placeholder",	CODE
LOW	…ealdrop@refs__tags__agentic-reference__base-ui-v1.json	1949	"placeholder",	CODE
LOW	…ealdrop@refs__tags__agentic-reference__base-ui-v1.json	1967	"placeholder",	CODE
LOW	…ealdrop@refs__tags__agentic-reference__base-ui-v1.json	1985	"placeholder",	CODE
LOW	…mealdrop@refs__tags__agentic-reference__droppy-v3.json	1488	"placeholder",	CODE
LOW	…mealdrop@refs__tags__agentic-reference__droppy-v3.json	1506	"placeholder",	CODE
LOW	…mealdrop@refs__tags__agentic-reference__droppy-v3.json	1525	"placeholder",	CODE
LOW	…mealdrop@refs__tags__agentic-reference__droppy-v3.json	1543	"placeholder",	CODE
LOW	…mealdrop@refs__tags__agentic-reference__droppy-v3.json	1589	"placeholder",	CODE
LOW	…mealdrop@refs__tags__agentic-reference__droppy-v3.json	1607	"placeholder",	CODE
LOW	…mealdrop@refs__tags__agentic-reference__droppy-v3.json	1625	"placeholder",	CODE
LOW	…ortable-stories-kitchen-sink/nextjs/pages/api/hello.ts	12	res.status(200).json({ name: "John Doe" });	CODE
LOW	…-storybooks/mcp/tests/mcp-composition-auth.e2e.test.ts	102	const response = await mcpRequest('tools/list', {}, 'dummy-token');	CODE
LOW	…-storybooks/mcp/tests/mcp-composition-auth.e2e.test.ts	115	'dummy-token',	CODE
LOW	…-storybooks/mcp/tests/mcp-composition-auth.e2e.test.ts	131	'dummy-token',	CODE
LOW	…-storybooks/mcp/tests/mcp-composition-auth.e2e.test.ts	230	'dummy-token',	CODE
LOW	…-storybooks/mcp/tests/mcp-composition-auth.e2e.test.ts	246	'dummy-token',	CODE
LOW	test-storybooks/mcp/stories/components/Page.tsx	17	onLogin={() => setUser({ name: 'Jane Doe' })}	CODE
LOW	test-storybooks/mcp/stories/components/Page.tsx	19	onCreateAccount={() => setUser({ name: 'Jane Doe' })}	CODE
LOW	…st-storybooks/mcp/stories/components/Header.stories.ts	18	name: 'Jane Doe',	CODE
LOW	…/server-kitchen-sink/stories/kitchen_sink.stories.json	13	"params": { "name": "Jane Doe" }	CODE
LOW	…/server-kitchen-sink/stories/kitchen_sink.stories.json	29	"args": { "name": "John Doe", "age": 44 }	CODE
LOW	…rver-kitchen-sink/stories/addons/controls.stories.json	11	"args": { "name": "John Doe", "age": 44 }	CODE
LOW	…rver-kitchen-sink/stories/addons/controls.stories.json	18	"args": { "name": "John Doe", "color": "orangered" },	CODE
LOW	code/renderers/svelte/template/cli/js/Page.svelte	11	onLogin={() => (user = { name: 'Jane Doe' })}	CODE
LOW	code/renderers/svelte/template/cli/js/Page.svelte	13	onCreateAccount={() => (user = { name: 'Jane Doe' })}	CODE
LOW	…renderers/svelte/template/cli/js/Header.stories.svelte	24	<Story name="Logged In" args={{ user: { name: 'Jane Doe' } }} />	CODE
LOW	code/renderers/svelte/template/cli/ts/Page.svelte	11	onLogin={() => (user = { name: 'Jane Doe' })}	CODE
LOW	code/renderers/svelte/template/cli/ts/Page.svelte	13	onCreateAccount={() => (user = { name: 'Jane Doe' })}	CODE
LOW	…renderers/svelte/template/cli/ts/Header.stories.svelte	24	<Story name="Logged In" args={{ user: { name: 'Jane Doe' } }} />	CODE
LOW	code/renderers/svelte/src/docs/sourceDecorator.test.ts	12	const loremIpsum = 'Lorem ipsum dolor sit amet';	CODE
LOW	code/renderers/svelte/src/docs/sourceDecorator.test.ts	12	const loremIpsum = 'Lorem ipsum dolor sit amet';	CODE
LOW⚡	code/renderers/svelte/src/docs/sourceDecorator.test.ts	46	property1="Lorem ipsum dolor sit amet"	CODE
LOW⚡	code/renderers/svelte/src/docs/sourceDecorator.test.ts	46	property1="Lorem ipsum dolor sit amet"	CODE
LOW⚡	code/renderers/svelte/src/docs/sourceDecorator.test.ts	47	property2="Lorem ipsum dolor sit amet"	CODE
LOW⚡	code/renderers/svelte/src/docs/sourceDecorator.test.ts	47	property2="Lorem ipsum dolor sit amet"	CODE
287 more matches not shown…

Hallucination Indicators20 hits · 200 pts

Severity	File	Line	Snippet	Context
CRITICAL	…omponent-docgen/resolve-component/resolve-component.ts	119	const declarator = ctx.editor.scopes.program.bindings.get(argument.name)?.node;	CODE
CRITICAL	…ers/react/src/componentManifest/getComponentImports.ts	131	const binding = csf.editor.scopes.program.bindings.get(base);	CODE
CRITICAL	…api/modules/preview-web/PreviewWeb.integration.test.ts	88	componentOneExports.default.parameters.docs.container.mockClear();	CODE
CRITICAL	…api/modules/preview-web/PreviewWeb.integration.test.ts	137	componentOneExports.default.parameters.docs.container.mockImplementationOnce(() =>	CODE
CRITICAL	…api/modules/preview-web/PreviewWeb.integration.test.ts	169	componentOneExports.default.parameters.docs.container.mockImplementation(() => {	CODE
CRITICAL	…e/core/src/manager/components/sidebar/Tree.stories.tsx	580	const registrations = managerContext.api.on.mock.calls.filter(	CODE
CRITICAL	…rver/utils/save-story/duplicate-story-with-new-name.ts	14	if (csf.editor.scopes.program.bindings.has(newStoryName)) {	CODE
CRITICAL	…rver/utils/save-story/duplicate-story-with-new-name.ts	33	? csf.editor.scopes.program.bindings.get(target.localName)?.node	CODE
CRITICAL	code/core/src/csf-tools/CsfObjectDiscovery.ts	86	const binding = csf.editor.scopes.program.bindings.get(localName);	CODE
CRITICAL	code/core/src/csf-tools/CsfObjectDiscovery.ts	192	const init = variableInit(csf.editor.scopes.program.bindings.get(name));	CODE
CRITICAL	code/core/src/csf-tools/CsfObjectDiscovery.ts	262	const init = variableInit(csf.editor.scopes.program.bindings.get(name));	CODE
CRITICAL	code/core/src/csf-tools/CsfObjectDiscovery.ts	286	const initializer = variableInit(csf.editor.scopes.program.bindings.get(receiver));	CODE
CRITICAL	code/core/src/csf-tools/CsfObjectDiscovery.ts	295	const binding = csf.editor.scopes.program.bindings.get(argument.name);	CODE
CRITICAL	code/core/src/csf-tools/CsfObjectDiscovery.ts	331	? csf.editor.scopes.program.bindings.get(csf._metaVariableName)	CODE
CRITICAL	code/core/src/csf-tools/story-shape/resolve-members.ts	461	const binding = ctx.editor.scopes.program.bindings.get(name);	CODE
CRITICAL	code/core/src/csf-tools/story-shape/resolve-members.ts	475	const rootBinding = ctx.editor.scopes.program.bindings.get(rootName);	CODE
CRITICAL	…de/core/src/csf-tools/story-shape/resolve-arg-value.ts	59	if (ctx.editor.scopes.program.bindings.has(name)) {	CODE
CRITICAL	…de/core/src/csf-tools/story-shape/resolve-arg-value.ts	203	const binding = ctx.editor.scopes.program.bindings.get(node.name);	CODE
CRITICAL	code/addons/vitest/src/vitest-plugin/index.ts	499	context.vitest.config.coverage.exclude.push('storybook-static');	CODE
CRITICAL	…rameworks/angular-vite/src/docgen/story-docs-markup.ts	644	const binding = shape.csf.editor.scopes.program.bindings.get(node.name);	CODE

Over-Commented Block117 hits · 117 pts

Severity	File	Line	Snippet	Context
LOW	agent-eval/eval.d.ts	1	// Ambient types for @vercel/agent-eval 1.2.0's agentic judge subjects.	COMMENT
LOW	…l/evals/812-first-story-empty-project/vitest.config.ts	1	// addon-vitest's test-run starts Vitest from the project root, so the	COMMENT
LOW	…es-for-fetching-component-without-msw/vitest.config.ts	1	// addon-vitest's test-run starts Vitest from the project root, so the	COMMENT
LOW	…ent-eval/evals/801-create-accessible-component/EVAL.ts	41		COMMENT
LOW	agent-eval/plans/4-doc-types-edit.plan.ts	1	// Group 4 of 6 — Which kinds of documentation pay off?	COMMENT
LOW	agent-eval/plans/1-levels-edit.plan.ts	1	// Group 1 of 6 — How much content?	COMMENT
LOW	agent-eval/plans/5-story-types-create.plan.ts	1	// Group 5 of 6 — Which kinds of stories pay off?	COMMENT
LOW	agent-eval/plans/1-levels-create.plan.ts	1	// Group 1 of 6 — How much content?	COMMENT
LOW	agent-eval/plans/4-doc-types-create.plan.ts	1	// Group 4 of 6 — Which kinds of documentation pay off?	COMMENT
LOW	agent-eval/plans/3-jsdoc-edit.plan.ts	1	// Group 3 of 6 — What does JSDoc contribute?	COMMENT
LOW	agent-eval/plans/3-jsdoc-create.plan.ts	1	// Group 3 of 6 — What does JSDoc contribute?	COMMENT
LOW	agent-eval/plans/2-docs-vs-stories-create.plan.ts	1	// Group 2 of 6 — Docs or stories?	COMMENT
LOW	agent-eval/plans/2-docs-vs-stories-edit.plan.ts	1	// Group 2 of 6 — Docs or stories?	COMMENT
LOW	agent-eval/plans/5-story-types-edit.plan.ts	1	// Group 5 of 6 — Which kinds of stories pay off?	COMMENT
LOW	agent-eval/scripts/run-agentic-ref.ts	1	#!/usr/bin/env node	COMMENT
LOW	agent-eval/scripts/run-plan.ts	1	#!/usr/bin/env node	COMMENT
LOW	agent-eval/scripts/eval-gate-thread.ts	1	#!/usr/bin/env node	COMMENT
LOW	agent-eval/scripts/export-results.ts	1	#!/usr/bin/env node	COMMENT
LOW	agent-eval/scripts/judge-ds-misuse.ts	1	#!/usr/bin/env node	COMMENT
LOW	agent-eval/scripts/judge-ds-misuse.ts	321		COMMENT
LOW	agent-eval/scripts/ds-coverage.ts	1	// Run the ds-coverage analyzer against a checked-out tree, for humans.	COMMENT
LOW	agent-eval/scripts/prune-incomplete-runs.ts	1	#!/usr/bin/env node	COMMENT
LOW	agent-eval/scripts/list-results.ts	1	#!/usr/bin/env node	COMMENT
LOW	agent-eval/scripts/analyze-results.ts	1	#!/usr/bin/env node	COMMENT
LOW	agent-eval/scripts/analyze-results.ts	21	// experiments.	COMMENT
LOW	agent-eval/scripts/analyze-results.ts	41	// --complexity print the complexity tables	COMMENT
LOW	agent-eval/lib/experiment.ts	201	// Post-run script checks stay disabled: they fail on sandbox environment	COMMENT
LOW	agent-eval/lib/utils/shell-segments.ts	1	// Split a shell command into independently classifiable segments.	COMMENT
LOW	agent-eval/lib/utils/table.ts	1	// Box-drawn tables for the console, in place of console.table.	COMMENT
LOW	agent-eval/lib/agentic-reference/selection.ts	1	// One argument grammar for the agentic-reference line, shared by the runner	COMMENT
LOW	agent-eval/lib/agentic-reference/post-analysis.ts	1	// Post-run analysis shared by every agentic-reference experiment.	COMMENT
LOW	agent-eval/lib/agentic-reference/post-analysis.ts	521	jsxCognitiveDelta: { mean: round(mean(jsxCognitiveDelta)) },	COMMENT
LOW	agent-eval/lib/agentic-reference/local-mcp.ts	1	// Serve the design-system Storybook MCP inside the sandbox instead of pointing	COMMENT
LOW	agent-eval/lib/agentic-reference/tree/tree-diff.ts	1	// Compare the pinned upstream ref against the collected post-run tree.	COMMENT
LOW	…lib/agentic-reference/metrics/complexity-cyclomatic.ts	1	// Cyclomatic complexity per function. Ported from storybookjs/storybook#35141	COMMENT
LOW	…/lib/agentic-reference/metrics/inline-script-writes.ts	1	// Detect file writes made through inline interpreter scripts.	COMMENT
LOW	…t-eval/lib/agentic-reference/metrics/complexity-jsx.ts	1	// JSX-aware variants of the cyclomatic and cognitive complexity walkers.	COMMENT
LOW	…t-eval/lib/agentic-reference/metrics/complexity-jsx.ts	21	// (width is jsx-structure's business). Render loops cost 1 + depth like	COMMENT
LOW	…t-eval/lib/agentic-reference/metrics/function-units.ts	1	// What counts as one measured function, shared by every complexity walker.	COMMENT
LOW	…/lib/agentic-reference/metrics/complexity-cognitive.ts	1	// Cognitive complexity per function, following Sonar's specification	COMMENT
LOW	…nt-eval/lib/agentic-reference/metrics/jsx-structure.ts	1	// Structural size of the markup in a file: how many tags, how many live	COMMENT
LOW	agent-eval/lib/agentic-reference/metrics/churn.ts	1	// How many times the agent rewrote each file. Fewer passes over the same file	COMMENT
LOW	agent-eval/lib/agentic-reference/metrics/coverage.ts	1	// Design-system coverage as post-analysis stores and compares it.	COMMENT
LOW	…nt-eval/lib/agentic-reference/metrics/tool-taxonomy.ts	1	// Classify an agent's tool calls into five buckets.	COMMENT
LOW	…nt-eval/lib/agentic-reference/metrics/tool-taxonomy.ts	241	function collectShellBuckets(command: string, buckets: Set<Bucket>, unclassified: string[]): void {	COMMENT
LOW	…val/lib/agentic-reference/metrics/ds-misuse/ds-docs.ts	1	// The design system's own documentation, as the judge reads it.	COMMENT
LOW	…/lib/agentic-reference/metrics/ds-misuse/tree-patch.ts	1	// The unified diff between the pinned baseline tree and what a run left behind.	COMMENT
LOW	…ntic-reference/metrics/ds-coverage/ds-coverage.test.ts	1581	includeNodes: true,	COMMENT
LOW	…/lib/agentic-reference/metrics/ds-coverage/identify.ts	1	// The identification layer: resolve a name to what it ultimately is.	COMMENT
LOW	…/lib/agentic-reference/metrics/ds-coverage/identify.ts	81	// When another file calls `import { Button } from './features/b'`,	COMMENT
LOW	…b/agentic-reference/metrics/ds-coverage/path-filter.ts	1	// Which files' JSX the census counts, from include and exclude glob lists.	COMMENT
LOW	…b/agentic-reference/metrics/ds-coverage/multipliers.ts	1	// Instantiation multipliers over the owner-usage graph.	COMMENT
LOW	…b/agentic-reference/metrics/ds-coverage/react/owner.ts	1	// Which top-level declaration owns a JSX element.	COMMENT
LOW	…entic-reference/metrics/ds-coverage/react/node-path.ts	1	// How a JSX element is addressed in the node census.	COMMENT
LOW	…entic-reference/metrics/ds-coverage/react/node-path.ts	21	// one link, not a subtree: `List/li[0]/Card[0]` below it still nests.	COMMENT
LOW	agent-eval/lib/agentic-reference/comparison/misuse.ts	1	// Pooling per-run ds-misuse judgements into one panel for the report.	COMMENT
LOW	agent-eval/lib/post-analysis/types.ts	1	// The contract between scripts/analyze-results.ts and the post-analysis module	COMMENT
LOW	agent-eval/lib/post-analysis/baseline.ts	1	// Measure the pristine tree a pin's runs are compared against, once per pin.	COMMENT
LOW	…tories-kitchen-sink/svelte/cypress/support/commands.ts	1	/// <reference types="cypress" />	COMMENT
LOW	…tories-kitchen-sink/svelte/cypress/support/commands.ts	21	// -- This is a dual command --	COMMENT
57 more matches not shown…

Structural Annotation Overuse46 hits · 82 pts

Severity	File	Line	Snippet	Context
LOW⚡	.agents/skills/rebuild-restart-storybook/SKILL.md	13	## Step 1: Ask whether to rebuild and restart (in case of model invocation)	COMMENT
LOW⚡	.agents/skills/rebuild-restart-storybook/SKILL.md	17	## Step 2: Determine modified packages	COMMENT
LOW⚡	.agents/skills/rebuild-restart-storybook/SKILL.md	23	## Step 3: Run the build and start commands in sequence	COMMENT
LOW	.agents/skills/rebuild-restart-storybook/SKILL.md	43	## Step 4: Provide the URL and ask about a review	COMMENT
LOW	.agents/skills/rebuild-restart-storybook/SKILL.md	47	## Step 5: Display the review	COMMENT
LOW	.agents/skills/minor-release/SKILL.md	20	## Step 1: Collect the changelog entries	COMMENT
LOW	.agents/skills/minor-release/SKILL.md	34	## Step 2: Select highlights	COMMENT
LOW	.agents/skills/minor-release/SKILL.md	50	## Step 3: Compose the highlights text	COMMENT
LOW	.agents/skills/minor-release/SKILL.md	137	## Step 4: Write the changelog entry	COMMENT
LOW	code/renderers/react/src/componentManifest/generator.ts	62	// Step 1: Resolve components for all entries (one CSF file each).	COMMENT
LOW	code/renderers/react/src/componentManifest/generator.ts	80	// Step 2: Batch extract rcm props (one TS program build per tsconfig project)	COMMENT
LOW	code/renderers/react/src/componentManifest/generator.ts	98	// Step 3: Build manifests	COMMENT
LOW	…ponentManifest/componentMeta/componentMetaExtractor.ts	255	// Step 1: Find the import binding symbol in the story file.	COMMENT
LOW	…ponentManifest/componentMeta/componentMetaExtractor.ts	394	// Step 2: Walk story file to find JSX elements using this import	COMMENT
LOW⚡	…olsets/docs/manifest-formatter/extract-docs-summary.ts	20	// Step 1: Remove import statements (can be single or multi-line)	COMMENT
LOW⚡	…olsets/docs/manifest-formatter/extract-docs-summary.ts	24	// Step 2: Remove JSX/MDX expressions like {expression} or {/* comments */}	COMMENT
LOW⚡	…olsets/docs/manifest-formatter/extract-docs-summary.ts	32	// Step 3: Remove self-closing tags like <Component /> or <br />	COMMENT
LOW⚡	…olsets/docs/manifest-formatter/extract-docs-summary.ts	35	// Step 4: Extract text content from JSX/HTML elements	COMMENT
LOW⚡	…olsets/docs/manifest-formatter/extract-docs-summary.ts	45	// Step 5: Remove any remaining standalone opening or closing tags	COMMENT
LOW⚡	…olsets/docs/manifest-formatter/extract-docs-summary.ts	48	// Step 6: Clean up whitespace	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	472	### Step 1: Analyze the codebase	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	534	### Step 2: Build one default app environment in preview	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	564	### Step 3: Support portals with preview-body.html	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	600	### Step 4: Mock side effects globally	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	671	### Step 5: Write stories	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	719	### Step 6: Write a play function for every story	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	791	### Step 7: Prove CSS is loaded in exactly one story named \`CssCheck\`	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	808	### Step 8: Cover the patterns you found	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	824	### Step 9: Verify both rendering and types	COMMENT
LOW	code/core/src/cli/skills/content/setup-prompts/setup.ts	173	### Step 1: Analyze the codebase	COMMENT
LOW	code/core/src/cli/skills/content/setup-prompts/setup.ts	185	### Step 2: Configure \`${configDir}/preview.tsx\` with decorators	COMMENT
LOW	code/core/src/cli/skills/content/setup-prompts/setup.ts	200	### Step 3: Write stories for 9 components	COMMENT
LOW	code/core/src/cli/skills/content/setup-prompts/setup.ts	242	### Step 4: Verify each story with Vitest	COMMENT
LOW⚡	code/lib/create-storybook/src/initiate.ts	97	// Step 1: Run preflight checks	COMMENT
LOW⚡	code/lib/create-storybook/src/initiate.ts	100	// Step 2: Detect project type	COMMENT
LOW⚡	code/lib/create-storybook/src/initiate.ts	103	// Step 3: Detect framework, renderer, and builder	COMMENT
LOW⚡	code/lib/create-storybook/src/initiate.ts	110	// Step 4: Get user preferences and feature selections (with framework/builder for validation)	COMMENT
LOW	code/lib/create-storybook/src/initiate.ts	146	// Step 5: Execute generator with dependency collector (now with frameworkInfo)	COMMENT
LOW	code/lib/create-storybook/src/initiate.ts	159	// Step 6: Install all dependencies in a single operation	COMMENT
LOW⚡	code/lib/create-storybook/src/initiate.ts	181	// Step 7: Configure addons (run postinstall scripts for configuration only)	COMMENT
LOW⚡	code/lib/create-storybook/src/initiate.ts	189	// Step 8: Install the official Storybook skills for AI agents, and tell agents in AGENTS.md when	COMMENT
LOW⚡	code/lib/create-storybook/src/initiate.ts	198	// Step 9: Print final summary	COMMENT
LOW	code/lib/create-storybook/src/initiate.ts	226	// Step 10: Track telemetry (pass configDir so RN `.rnstorybook` metadata is resolved)	COMMENT
LOW⚡	scripts/eval/lib/grading-helpers.test.ts	69	// Step 1: Find candidates — both components should be discovered	COMMENT
LOW⚡	scripts/eval/lib/grading-helpers.test.ts	73	// Step 2: Simulate git output where the agent added storybook config + one	COMMENT
LOW	scripts/eval/lib/grading-helpers.test.ts	89	// Step 3: Score is now just story-render preview gain.	COMMENT

Verbosity Indicators37 hits · 67 pts

Severity	File	Line	Snippet	Context
LOW	code/renderers/react/src/componentManifest/generator.ts	62	// Step 1: Resolve components for all entries (one CSF file each).	COMMENT
LOW	code/renderers/react/src/componentManifest/generator.ts	80	// Step 2: Batch extract rcm props (one TS program build per tsconfig project)	COMMENT
LOW	code/renderers/react/src/componentManifest/generator.ts	98	// Step 3: Build manifests	COMMENT
LOW	…ponentManifest/componentMeta/componentMetaExtractor.ts	255	// Step 1: Find the import binding symbol in the story file.	COMMENT
LOW	…ponentManifest/componentMeta/componentMetaExtractor.ts	394	// Step 2: Walk story file to find JSX elements using this import	COMMENT
LOW⚡	…olsets/docs/manifest-formatter/extract-docs-summary.ts	20	// Step 1: Remove import statements (can be single or multi-line)	COMMENT
LOW⚡	…olsets/docs/manifest-formatter/extract-docs-summary.ts	24	// Step 2: Remove JSX/MDX expressions like {expression} or {/* comments */}	COMMENT
LOW⚡	…olsets/docs/manifest-formatter/extract-docs-summary.ts	32	// Step 3: Remove self-closing tags like <Component /> or <br />	COMMENT
LOW⚡	…olsets/docs/manifest-formatter/extract-docs-summary.ts	35	// Step 4: Extract text content from JSX/HTML elements	COMMENT
LOW⚡	…olsets/docs/manifest-formatter/extract-docs-summary.ts	45	// Step 5: Remove any remaining standalone opening or closing tags	COMMENT
LOW⚡	…olsets/docs/manifest-formatter/extract-docs-summary.ts	48	// Step 6: Clean up whitespace	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	472	### Step 1: Analyze the codebase	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	534	### Step 2: Build one default app environment in preview	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	564	### Step 3: Support portals with preview-body.html	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	600	### Step 4: Mock side effects globally	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	671	### Step 5: Write stories	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	719	### Step 6: Write a play function for every story	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	791	### Step 7: Prove CSS is loaded in exactly one story named \`CssCheck\`	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	808	### Step 8: Cover the patterns you found	COMMENT
LOW	…/cli/skills/content/setup-prompts/pattern-copy-play.ts	824	### Step 9: Verify both rendering and types	COMMENT
LOW	code/core/src/cli/skills/content/setup-prompts/setup.ts	173	### Step 1: Analyze the codebase	COMMENT
LOW	code/core/src/cli/skills/content/setup-prompts/setup.ts	185	### Step 2: Configure \`${configDir}/preview.tsx\` with decorators	COMMENT
LOW	code/core/src/cli/skills/content/setup-prompts/setup.ts	200	### Step 3: Write stories for 9 components	COMMENT
LOW	code/core/src/cli/skills/content/setup-prompts/setup.ts	242	### Step 4: Verify each story with Vitest	COMMENT
LOW⚡	code/lib/create-storybook/src/initiate.ts	97	// Step 1: Run preflight checks	COMMENT
LOW⚡	code/lib/create-storybook/src/initiate.ts	100	// Step 2: Detect project type	COMMENT
LOW⚡	code/lib/create-storybook/src/initiate.ts	103	// Step 3: Detect framework, renderer, and builder	COMMENT
LOW⚡	code/lib/create-storybook/src/initiate.ts	110	// Step 4: Get user preferences and feature selections (with framework/builder for validation)	COMMENT
LOW	code/lib/create-storybook/src/initiate.ts	146	// Step 5: Execute generator with dependency collector (now with frameworkInfo)	COMMENT
LOW	code/lib/create-storybook/src/initiate.ts	159	// Step 6: Install all dependencies in a single operation	COMMENT
LOW⚡	code/lib/create-storybook/src/initiate.ts	181	// Step 7: Configure addons (run postinstall scripts for configuration only)	COMMENT
LOW⚡	code/lib/create-storybook/src/initiate.ts	189	// Step 8: Install the official Storybook skills for AI agents, and tell agents in AGENTS.md when	COMMENT
LOW⚡	code/lib/create-storybook/src/initiate.ts	198	// Step 9: Print final summary	COMMENT
LOW	code/lib/create-storybook/src/initiate.ts	226	// Step 10: Track telemetry (pass configDir so RN `.rnstorybook` metadata is resolved)	COMMENT
LOW⚡	scripts/eval/lib/grading-helpers.test.ts	69	// Step 1: Find candidates — both components should be discovered	COMMENT
LOW⚡	scripts/eval/lib/grading-helpers.test.ts	73	// Step 2: Simulate git output where the agent added storybook config + one	COMMENT
LOW	scripts/eval/lib/grading-helpers.test.ts	89	// Step 3: Score is now just story-render preview gain.	COMMENT

Cross-Language Confusion (JS/TS)10 hits · 60 pts

Severity	File	Line	Snippet	Context
HIGH	…rs/svelte/src/docgen/story-docs/print-template.test.ts	36	print(	CODE
HIGH	…rs/svelte/src/docgen/story-docs/print-template.test.ts	51	print(	CODE
HIGH	…rs/svelte/src/docgen/story-docs/print-template.test.ts	74	print(	CODE
HIGH	…rs/svelte/src/docgen/story-docs/print-template.test.ts	89	print(	CODE
HIGH	…rs/svelte/src/docgen/story-docs/print-template.test.ts	147	print('<Button {...props} title={props.label} />', "{ label: 'Save' }", false, {	CODE
HIGH	…rs/svelte/src/docgen/story-docs/print-template.test.ts	156	print(	CODE
HIGH⚡	…rs/svelte/src/docgen/story-docs/print-template.test.ts	205	print('<Button class:active {...rest} />', '{ active: true }', false, {	CODE
HIGH⚡	…rs/svelte/src/docgen/story-docs/print-template.test.ts	214	print('<Button {label} />', "{ label: 'Save' }", false, {	CODE
HIGH⚡	…rs/svelte/src/docgen/story-docs/print-template.test.ts	223	print('<Button value={{ label }} />', "{ label: 'Save' }", false, {	CODE
HIGH⚡	…rs/svelte/src/docgen/story-docs/print-template.test.ts	232	print(	CODE

Synthetic Comment Markers7 hits · 48 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	29	Pull requests or issues entirely generated by AI with no human involvement (e.g. by an automated agent) will be labeled	CODE
HIGH	…ore/src/core-server/server-channel/ai-setup-channel.ts	75	// Fetch AI-generated stories and score them with the ghost stories metrics, if any are found.	COMMENT
HIGH	…ore/src/core-server/server-channel/ai-setup-channel.ts	120	runError: 'No stories found that were generated by ai setup',	CODE
HIGH	code/core/src/core-server/utils/checklist.ts	128	// Find at least one entry generated by AI.	COMMENT
HIGH	code/core/src/core-server/utils/checklist.ts	159	// `ai-setup-ran` cache and the AI-generated stories appear after the	COMMENT
HIGH	code/core/src/core-server/utils/checklist.ts	173	// Sync aiSetup UI as soon as we observe AI-generated stories in the	COMMENT
HIGH	…e-server/utils/manifests/render-components-manifest.ts	61	// AI generated manifests/components.html page	COMMENT

AI Slop Vocabulary4 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM	…lib/agentic-reference/comparison/compare-stats.test.ts	154	// HC3 leverage is 1 on a singleton cell and rank-deficiency splits	COMMENT
MEDIUM	code/core/src/manager-api/modules/layout.ts	467	// ways to make this API more robust to focus-trap race conditions.	COMMENT
MEDIUM	code/e2e-sandbox/manager.spec.ts	253	// Wait for args to appear in the URL (robust URL-decoding logic)	COMMENT
MEDIUM	…ocgen-harness/src/perf/docgen-perf/engines/compodoc.ts	209	: `${this.#pin} did not resolve; it is pinned in code/lib/docgen-harness/package.json, so run yarn install`;	CODE

Overly Generic Function Names3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…mplates/reshaped-storybook/public/mockServiceWorker.js	147	async function handleRequest(event, requestId) {	CODE
LOW	code/core/src/csf/story.test.ts	41	async function doSomething() {	CODE
LOW	code/core/src/manager-api/modules/refs.ts	119	async function handleRequest(	CODE

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…e/core/src/manager/components/sidebar/Tree.stories.tsx	890	// ─── Sticky ancestors of the topmost visible row (VSCode-style sticky scroll) ────────────────────	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/ecosystem-ci/build.sh	15	# Create the storybook-sandboxes directory with a package.json that specifies Yarn as the package manager.	COMMENT

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	agent-eval/scripts/compare_stats.py	148		CODE
LOW	agent-eval/scripts/compare_stats.py	340		CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	code/addons/docs/src/blocks/controls/Boolean.tsx	121	* ## Example usage	COMMENT

storybookjs/storybook

Open-Source Code Quality, Security and Technical Debt Review