3.3

Adjusted Signal

3.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

6.3K

Stars

TypeScript

Language

2.1M

Lines of Code

12.5K

Files

6.3K

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 14.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 6163 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 160 finding(s).

Agent Over-Engineering Ratio 14.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6133 finding(s).

PR Review Velocity Impact 14.6/100 · LOW

Which changes need focused human review? 6344 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 23HIGH 9MEDIUM 43LOW 6269

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 6344 distinct pattern matches across 16 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 Identifiers6112 hits · 6348 pts

Severity	File	Line	Snippet	Context
LOW	kun/tests/history-commit-integration.test.ts	12	function blockFirstConditionalRewrite(store: InMemorySessionStore): ConditionalRewriteGate {	CODE
LOW	kun/tests/review-service.test.ts	51	function inspectingUntilFinalModel(	CODE
LOW	kun/tests/loop-test-harness.ts	195	function withValidTerminalResponse(model: ModelClient): ModelClient {	CODE
LOW	kun/tests/history-commit-coordinator.test.ts	22	async function expectStaleRewriteToConflict(store: SessionStore): Promise<void> {	CODE
LOW	kun/tests/graph-scheduler-test-harness.ts	137	export async function cleanupSchedulerHarnesses(): Promise<void> {	CODE
LOW	kun/tests/loop-transcript-harness.ts	344	function isVolatileTranscriptField(field: string): boolean {	CODE
LOW	kun/tests/loop-transcript-harness.ts	353	function createTranscriptNormalizationState(): TranscriptNormalizationState {	CODE
LOW	kun/tests/loop-transcript-harness.ts	386	function normalizeGeneratedInputIdentifier(	CODE
LOW	…ests/server-cases/graph-runtime-terminal-live.cases.ts	294	async function expectNoCancelledTransition(	CODE
LOW	…erver-cases/graph-runtime-terminal-settlement.cases.ts	294	async function expectNoCancelledTransition(	CODE
LOW	kun/tests/support/runtime-factory-fixtures.ts	83	export async function writeConfigurationExtension(root: string): Promise<void> {	CODE
LOW	kun/tests/support/runtime-factory-fixtures.ts	120	export async function writeConfigurationFixtureRunner(root: string): Promise<string> {	CODE
LOW	kun/tests/support/extension-host-fixtures.ts	244	export async function writeHandshakeMismatchRunner(	CODE
LOW	kun/tests/support/extension-host-fixtures.ts	294	async function buildBuiltinRunnerUncached(): Promise<string> {	CODE
LOW	kun/tests/support/thread-store-doctor-fixtures.ts	76	export async function expectDoctorSchemaMismatch(root: string): Promise<void> {	CODE
LOW	kun/tests/support/thread-store-doctor-fixtures.ts	126	export function createCanonicalSqliteSchema(	CODE
LOW	kun/tests/helpers/offline-agent-sdk-harness.ts	23	export function offlineAgentProfileConfig(providerIds: Array<string \| undefined>) {	CODE
LOW	kun/tests/adapter-cases/builtin-tools-4.cases.ts	130	function createBackgroundBashLocalTool(	CODE
LOW	kun/tests/adapter-cases/builtin-tools-3.cases.ts	135	function createBackgroundBashLocalTool(	CODE
LOW	kun/tests/adapter-cases/builtin-tools-2.cases.ts	135	function createBackgroundBashLocalTool(	CODE
LOW	…tests/adapter-cases/image-gen-codex-catalog.fixture.ts	11	export function isCodexModelCatalogRequest(url: string \| URL): boolean {	CODE
LOW	…tests/adapter-cases/image-gen-codex-catalog.fixture.ts	15	export function codexModelCatalogResponse(	CODE
LOW	kun/tests/adapter-cases/builtin-tools-1.cases.ts	135	function createBackgroundBashLocalTool(	CODE
LOW	kun/src/benchmark/item-index-pagination.ts	27	export async function runItemIndexPaginationBenchmark(	CODE
LOW	kun/src/benchmark/replay-benchmark-report.ts	47	export function parseReplayComparisonPolicy(input: unknown): ReplayComparisonPolicy {	CODE
LOW	kun/src/benchmark/replay-benchmark-report.ts	189	export function assertReplayReportsComparable(	CODE
LOW	kun/src/benchmark/replay-benchmark-report.ts	242	export function replayComparisonThresholdsForModel(	CODE
LOW	kun/src/benchmark/replay-benchmark-report.ts	252	export function groupReplayRunPairsByCurrentModel(	CODE
LOW	kun/src/benchmark/replay-benchmark-report.ts	285	export function replaySuiteDefinitionHash(suite: ReplaySuite, tasks: ReplayTask[]): string {	CODE
LOW	kun/src/benchmark/replay-benchmark-report.ts	302	export function canonicalizeReplayDefinition(value: unknown): unknown {	CODE
LOW	kun/src/benchmark/replay-benchmark-report.ts	338	export function formatReplayReportMarkdown(report: ReplayReport): string {	CODE
LOW	kun/src/benchmark/replay-benchmark-quality.ts	133	export function replayExpectationFailures(	CODE
LOW	kun/src/benchmark/replay-benchmark-quality.ts	482	export function formatSignedOptionalPercent(value: number \| null): string {	CODE
LOW	kun/src/benchmark/manager-lease-renewal.ts	38	export async function runManagerLeaseRenewalBenchmark(	CODE
LOW	kun/src/instructions/instruction-import.ts	552	async function assertSafeWorkspaceTarget(target: string, workspace: string): Promise<void> {	CODE
LOW	kun/src/instructions/instruction-runtime.ts	237	async function assertSafeWorkspaceInstructionPath(path: string, workspaceRoot: string): Promise<void> {	CODE
LOW	kun/src/memory/memory-distillation-evaluation.ts	13	export function evaluateMemoryDistillation(	CODE
LOW	kun/src/memory/memory-distillation-evaluation.ts	51	export function formatMemoryDistillationEvaluation(	CODE
LOW	…n/src/memory/memory-feedback-tiebreaker-calibration.ts	32	export function deriveMemoryFeedbackTiebreakerBoundaries(gaps: readonly number[]): Array<{	CODE
LOW	…n/src/memory/memory-feedback-tiebreaker-calibration.ts	48	export function buildMemoryFeedbackTiebreakerCandidates(	CODE
LOW	…n/src/memory/memory-feedback-tiebreaker-calibration.ts	80	export function compareMemoryFeedbackTiebreakerItems(	CODE
LOW	…n/src/memory/semantic-memory-evaluation-v2-workflow.ts	239	function assertCandidateMatchesConfiguration(	CODE
LOW	kun/src/memory/memory-feedback-store.ts	462	export function sanitizeMemoryFeedbackReason(value: string): string {	CODE
LOW	kun/src/memory/memory-store.ts	515	export function effectiveMemoryConfidence(record: MemoryRecord, _nowMs?: number, _halfLifeMs?: number): number {	CODE
LOW	kun/src/memory/memory-store.ts	526	function assertDirectiveConstraints(record: MemoryRecord): void {	CODE
LOW	kun/src/memory/memory-distillation-coordinator.ts	466	export function sanitizeMemoryDistillationDiagnostic(error: unknown): string {	CODE
LOW	kun/src/memory/memory-feedback-tiebreaker-plan.ts	12	export function createMemoryFeedbackTiebreakerDecisionPlan(input: {	CODE
LOW	kun/src/memory/memory-feedback-tiebreaker-gates.ts	8	export function evaluateMemoryFeedbackTiebreakerGates(	CODE
LOW	kun/src/memory/memory-context-format.ts	6	export function formatMemoryReferenceBlock(	CODE
LOW	kun/src/memory/memory-feedback-evaluation-workflow.ts	52	export function runMemoryFeedbackEvaluationWorkflow(input: {	CODE
LOW	kun/src/memory/memory-feedback-evaluation-workflow.ts	159	function pairedBootstrapLowerBounds(	CODE
LOW	kun/src/memory/memory-feedback-fixtures.ts	51	export async function loadMemoryFeedbackFixtures(	CODE
LOW	kun/src/memory/memory-feedback-fixtures.ts	70	function validateFixtureReferences(fixture: z.infer<typeof FixtureFile>): void {	CODE
LOW	kun/src/memory/memory-feedback-tiebreaker-metrics.ts	47	export function scoreMemoryFeedbackTiebreakerCases(input: {	CODE
LOW	kun/src/memory/memory-feedback-tiebreaker-evaluator.ts	31	export function evaluateMemoryFeedbackTiebreakerCase(input: {	CODE
LOW	kun/src/memory/memory-feedback-evaluation.ts	85	export function evaluateMemoryFeedbackCandidate(	CODE
LOW	kun/src/memory/semantic-memory-evaluation-decision.ts	30	export function semanticMemoryLockedCandidateMetadata(	CODE
LOW	kun/src/memory/semantic-memory-evaluation-decision.ts	48	export function assertSemanticMemoryCandidateMatchesLock(	CODE
LOW	kun/src/memory/semantic-memory-evaluation-decision.ts	61	export function evaluateSemanticMemoryDecision(input: {	CODE
LOW	kun/src/memory/memory-longitudinal-evaluation.ts	30	export async function runMemoryLongitudinalReplay(runtime: MemoryReplayRuntime, paths: MemoryReplayPaths,	CODE
6052 more matches not shown…

Hallucination Indicators23 hits · 230 pts

Severity	File	Line	Snippet	Context
CRITICAL	…tests/server-cases/extension-public-workbench.cases.ts	370	const workspaceContext = fixture.manager.activate.mock.calls.at(-1)?.[2]?.workspaceContext	CODE
CRITICAL	kun/src/graph/graph-supervisor-review-service.ts	72	`Acceptance criteria:\n${input.node.node.completion.acceptanceCriteria.map((item) => `- ${item}`).join('\n')}`	CODE
CRITICAL	kun/src/server/routes/extension-public-providers.ts	374	const declaration = selected.selected.manifest.contributes.modelProviders.find(	CODE
CRITICAL	kun/src/server/routes/extension-public-workbench.ts	216	if (!selected.selected.manifest.contributes.settings.some(({ id }) => id === localId)) {	CODE
CRITICAL	kun/src/server/routes/extension-public-workbench.ts	246	if (!selected.selected.manifest.contributes.settings.some(({ id }) => id === parsed.localId)) {	CODE
CRITICAL	kun/src/cli/gui-settings-bridge-catalog.ts	201	defaultModel: parsed.data.agents.kun.model.trim(),	CODE
CRITICAL	kun/src/cli/gui-settings-bridge-catalog.ts	202	defaultProviderId: parsed.data.agents.kun.providerId.trim(),	CODE
CRITICAL	kun/src/workbench-bridge/harnesses.test.ts	119	expect(h.detector.status.mock.calls.every(([id]) => id === 'kun')).toBe(true)	CODE
CRITICAL	kun/src/workbench-bridge/harnesses.test.ts	157	expect(new Set(h.detector.status.mock.calls.map(([id]) => id))).toEqual(new Set(['codex', 'opencode']))	CODE
CRITICAL	kun/src/rooms/room-peer-runner.ts	192	const member = updates.topic.value.roomSnapshot.members.find((entry) => entry.id === updates.member.value.memberId)!	CODE
CRITICAL	src/renderer/src/write/tiptap/math-edit.ts	173	this.editor.schema.nodes.blockMath.create({ latex: '' }),	CODE
CRITICAL	src/renderer/src/write/tiptap/math-edit.ts	174	this.editor.schema.nodes.paragraph.create()	CODE
CRITICAL	…erer/src/design/motion/canvas-motion-mutations.test.ts	235	const xTrack = result.motion.timelines.frame.tracks.find((track) => track.property === 'x')	CODE
CRITICAL	…erer/src/design/motion/canvas-motion-mutations.test.ts	257	const track = result.motion.timelines.frame.tracks.find((candidate) => candidate.id === trackId)	CODE
CRITICAL	…rc/store/chat-store-maintenance-design-history.test.ts	317	expect(harness.provider.deleteThread.mock.calls.map(([id]) => id).sort()).toEqual([	CODE
CRITICAL	src/main/runtime-sse-ipc.test.ts	542	const batch = mockEvent.sender.send.mock.calls.find((call: any) => call[0] === 'runtime:sse-event')?.[1]	CODE
CRITICAL	src/main/runtime-sse-ipc.test.ts	598	const batch = mockEvent.sender.send.mock.calls.find((call: any) => call[0] === 'runtime:sse-event')?.[1]	CODE
CRITICAL	src/main/startup-failure-window.test.ts	95	const value = electron.window.loadURL.mock.calls.at(-1)?.[0]	CODE
CRITICAL	src/main/mobile-link/relay-resume.test.ts	145	expect(f.relay.enable.mock.calls.map((call) => call[0])).toEqual([true, true, false])	CODE
CRITICAL	src/main/mobile-link/recovery.test.ts	43	expect(f.deps.reconnect.mock.calls.map(([code]) => code)).toEqual(['NETWORK_CHANGED', 'HOST_RESUMED'])	CODE
CRITICAL	…n/ipc/register-extension-ipc-handlers.accounts.test.ts	301	const binding = state.protectedActions.performAfterProtectedDecision.mock.calls.at(-1)?.[0]	CODE
CRITICAL	src/main/ipc/app-ipc-handler-utils.ts	190	...(settings.write.paperMode.search.semanticScholarApiKey.trim()	CODE
CRITICAL	src/main/ipc/app-ipc-handler-utils.ts	193	...(settings.write.paperMode.search.coreApiKey.trim()	CODE

Fake / Example Data70 hits · 72 pts

Severity	File	Line	Snippet	Context
LOW	…rc/harness/additional-native-agent-credentials.test.ts	47	{ type: 'api', key: 'mimocode-oauth-dummy-key' }, { type: 'api_key', key: 'wrong-dialect' }, { model: 'model' }])	CODE
LOW	kun/src/harness/additional-native-agent-credentials.ts	180	token(value.key) && value.key !== 'mimocode-oauth-dummy-key'	CODE
LOW	kun/src/prompt/design-authoring-rules.ts	88	'- Content realism: use plausible domain-specific labels, data, names, prices, dates, and empty-state copy; no lorem i	CODE
LOW	kun/src/knowledge/knowledge-office-extractor.test.ts	73	await writeFile(path, 'placeholder')	CODE
LOW	kun/src/gmail/google-client.test.ts	108	await expect(client.list('subject:nothing', 5, 'fake-token')).resolves.toEqual({ messages: [], hasMore: false })	CODE
LOW	…services/extension-credential-store-inspection.test.ts	66	await store.set('cred_token', { accessToken: 'fake-token' })	CODE
LOW	…vices/model-connection-registry-snapshot-cache.test.ts	31	let snapshot = await registry.connect({ ...connection, id: 'first', expectedRevision: 0, credential: 'fake-key' })	CODE
LOW	…vices/model-connection-registry-snapshot-cache.test.ts	32	snapshot = await registry.connect({ ...connection, id: 'second', expectedRevision: snapshot.revision, credential: 'fak	CODE
LOW	…vices/model-connection-registry-snapshot-cache.test.ts	54	await registry.connect({ ...connection, id: 'third', expectedRevision: revision, credential: 'fake-key' })	CODE
LOW	…ervices/model-connection-registry-health-batch.test.ts	34	credential: 'fake-key', customHeaders: { 'X-Test': 'fake-header' } })	CODE
LOW	…ervices/model-connection-registry-health-batch.test.ts	57	const connected = await registry.connect({ ...connection, id: 'key', expectedRevision: 0, credential: 'fake-key' })	CODE
LOW	…/services/paper-search/paper-search-connectors.test.ts	58	authors: ['Jane Doe', 'Consortium X'],	CODE
LOW	…sions/kun-video-editor/tests/generation-engine.test.ts	87	expect(result).not.toHaveProperty('placeholder')	CODE
LOW	…sions/kun-video-editor/tests/generation-engine.test.ts	113	expect(created.record).toMatchObject({ state: 'placeholder', attempt: 1, placeholder: { state: 'pending' } })	CODE
LOW	…sions/kun-video-editor/tests/generation-engine.test.ts	114	expect(persistence.snapshot?.records[0]?.state).toBe('placeholder')	CODE
LOW	…sions/kun-video-editor/tests/generation-engine.test.ts	220	expect(retried).toMatchObject({ state: 'placeholder', attempt: 2, placeholder: { state: 'pending' } })	CODE
LOW	…sions/kun-video-editor/tests/generation-panel.test.tsx	226	state: 'placeholder',	CODE
LOW	…ensions/kun-video-editor/tests/generation-host.test.ts	47	expect(JSON.stringify(persisted)).toContain('"state":"placeholder"')	CODE
LOW	…ensions/kun-video-editor/tests/generation-host.test.ts	211	record.state = 'placeholder'	CODE
LOW	…ensions/kun-video-editor/tests/generation-host.test.ts	221	record.state = 'placeholder'	CODE
LOW	…nsions/kun-video-editor/src/host/generation-service.ts	370	if (!['placeholder', 'queued', 'running', 'cancelling'].includes(record.state)) {	CODE
LOW	…nsions/kun-video-editor/src/host/generation-service.ts	401	if (!['placeholder', 'queued', 'running', 'cancelling'].includes(record.state)) continue	CODE
LOW	…nsions/kun-video-editor/src/host/generation-service.ts	427	if (record.state !== 'placeholder') {	CODE
LOW⚡	…nsions/kun-video-editor/src/host/generation-service.ts	444	if (current.state !== 'placeholder') throw new Error('Only a placeholder may resume a prepared generation job.	CODE
LOW⚡	…nsions/kun-video-editor/src/host/generation-service.ts	454	if (current.state === 'placeholder' \|\| (current.state === 'queued' && snapshot.state === 'running')) {	CODE
LOW⚡	…nsions/kun-video-editor/src/host/generation-service.ts	463	if (current.state === 'placeholder') {	CODE
LOW	…ons/kun-video-editor/src/webview/model-intelligence.ts	337	state: 'placeholder' \| 'queued' \| 'running' \| 'cancelling' \| 'ready' \| 'failed' \| 'cancelled' \| 'interrupted'	CODE
LOW	…ons/kun-video-editor/src/webview/controller-effects.ts	319	.filter(({ state: recordState }) => ['placeholder', 'queued', 'running', 'cancelling'].includes(recordState))	CODE
LOW	…eo-editor/src/webview/controller-generation-support.ts	252	!['placeholder', 'queued', 'running', 'cancelling', 'ready', 'failed', 'cancelled', 'interrupted'].includes(String(v	CODE
LOW	…eo-editor/src/webview/controller-generation-support.ts	342	kind: placeholder.kind as GenerationRecordProjection['placeholder']['kind'],	CODE
LOW	…eo-editor/src/webview/controller-generation-support.ts	343	state: placeholder.state as GenerationRecordProjection['placeholder']['state']	CODE
LOW	…ions/kun-video-editor/src/webview/generation-panel.tsx	39	state: 'placeholder' \| 'queued' \| 'running' \| 'cancelling' \| 'ready' \| 'failed' \| 'cancelled' \| 'interrupted'	CODE
LOW	…ions/kun-video-editor/src/webview/generation-panel.tsx	387	{['placeholder', 'queued', 'running'].includes(record.state) && (	CODE
LOW	…ions/kun-video-editor/src/engine/generation-runtime.ts	60	export const ACTIVE_STATES = new Set<GenerationRecordState>(['placeholder', 'queued', 'running', 'cancelling'])	CODE
LOW	…ions/kun-video-editor/src/engine/generation-runtime.ts	293	state: 'placeholder',	CODE
LOW	…ions/kun-video-editor/src/engine/generation-runtime.ts	338	record.state = 'placeholder'	CODE
LOW	…ions/kun-video-editor/src/engine/generation-runtime.ts	355	if (!['placeholder', 'queued', 'running'].includes(record.state)) {	CODE
LOW	…ions/kun-video-editor/src/engine/generation-runtime.ts	370	if (record.state !== 'placeholder') throw validationError('Generation record is not awaiting job preparation')	CODE
LOW	…ions/kun-video-editor/src/engine/generation-runtime.ts	502	if (record.state !== 'placeholder') throw validationError('Generation record is not awaiting execution')	CODE
LOW	…s/kun-video-editor/src/engine/generation-validation.ts	402	'schemaVersion', 'id', 'generation', 'owner', 'request', 'requestDigest', 'quote', 'authorization', 'placeholder', '	CODE
LOW	…s/kun-video-editor/src/engine/generation-validation.ts	432	const state = oneOf(record.state, ['placeholder', 'queued', 'running', 'cancelling', 'ready', 'failed', 'cancelled', '	CODE
LOW	…nsions/kun-video-editor/src/engine/generation-model.ts	207	\| 'placeholder'	CODE
LOW	src/renderer/src/paper/pdf-citation-resolve.test.ts	55	{ n: 2, title: 'B', authors: ['John Doe'], year: '2020' }	CODE
LOW	…/src/design/html-quality/runtime-script-dom-helpers.ts	1	export const DESIGN_RUNTIME_QUALITY_AUDIT_DOM_HELPERS = "')) return ''\n if (hash.startsWith('!')) hash = hash.slic	CODE
LOW	…src/design/html-quality/runtime-script-layout-rules.ts	1	export const DESIGN_RUNTIME_QUALITY_AUDIT_LAYOUT_RULES = " el.getAttribute('data-filter') \|\| '',\n el.getAttri	CODE
LOW	…rc/design/html-quality/runtime-script-content-rules.ts	1	export const DESIGN_RUNTIME_QUALITY_AUDIT_CONTENT_RULES = " const closeBlocks = conversionCloseElements()\n	CODE
LOW	…renderer/src/design/html-quality/records-and-charts.ts	255	attributeValue(tag, 'placeholder') ?? ''	CODE
LOW	…rer/src/design/html-quality/runtime-script-preamble.ts	1	export const DESIGN_RUNTIME_QUALITY_AUDIT_SCRIPT_PREAMBLE = "(() => {\n const findings = []\n const push = (code,	CODE
LOW	src/renderer/src/design/html-quality/patterns.ts	4	/\b(lorem ipsum\|placeholder\|todo\|tbd\|sample data\|example (card\|title\|user\|company\|product)\|card title\|feature [0-9]+\|i	CODE
LOW	…/src/design/html-quality/controls-forms-and-dialogs.ts	318	...attributeValues(inner, 'placeholder'),	CODE
LOW	…/src/design/html-quality/controls-forms-and-dialogs.ts	358	attributeValue(tag, 'placeholder') ?? '',	CODE
LOW	…src/design/canvas/design-system-template/foundation.ts	283	const label = componentShape('text', 'placeholder', {	CODE
LOW	…src/design/canvas/design-system-template/foundation.ts	302	slots: [{ path: 'placeholder', kind: 'text', label: 'Placeholder' }]	CODE
LOW	src/renderer/src/locales/ja/common/commands-sdd.json	97	"placeholder": "エージェントに聞いてみると…（Shift+Enter で改行）",	CODE
LOW	src/renderer/src/locales/ru/common/commands-sdd.json	97	"placeholder": "Спросите агента… (Shift+Enter — новая строка)",	CODE
LOW	src/renderer/src/locales/zh/common/agent-dispatch.json	80	"placeholder": "例如：\n- 前端界面和样式：Claude Code · opus\n- 代码审查、安全检查：Codex · gpt-6.1-codex\n- 批量小改动、跑测试：Kun · deepseek-fla	CODE
LOW	src/renderer/src/locales/zh/common/commands-sdd.json	98	"placeholder": "向智能体提问…（Shift+Enter 换行）",	CODE
LOW	src/renderer/src/locales/hi/common/commands-sdd.json	97	"placeholder": "एजेंट से पूछें... (Shift+Enter से नई लाइन)",	CODE
LOW	src/renderer/src/locales/ko/common/commands-sdd.json	97	"placeholder": "상담원에게 물어보세요... (Shift+Enter로 줄바꿈)",	CODE
LOW	src/renderer/src/locales/en/common/agent-dispatch.json	80	"placeholder": "For example:\n- UI and styling: Claude Code · opus\n- Code review and security checks: Codex · gpt-6	CODE
10 more matches not shown…

Modern AI Meta-Vocabulary22 hits · 61 pts

Severity	File	Line	Snippet	Context
MEDIUM	DESIGN.zh-CN.md	461	### 9.4 Write-mode completion & RAG	COMMENT
MEDIUM	DESIGN.md	461	### 9.4 Write-mode completion & RAG	COMMENT
MEDIUM	docs/WRITE_INLINE_EDIT_RAG.zh-CN.md	1	# 用 BM25 + 关键词 RAG 做 Work 文本编辑：一次探索和落地	COMMENT
MEDIUM	docs/WRITE_INLINE_EDIT_RAG.zh-CN.md	33	## RAG 在编辑里解决什么问题	COMMENT
MEDIUM	docs/WRITE_RETRIEVAL_RAG.zh-CN.md	1	# Work 跨文本 BM25 + 关键词检索 RAG 技术说明	COMMENT
MEDIUM	docs/WRITE_INLINE_COMPLETION_MODES.en.md	196	## Relationship with RAG	COMMENT
MEDIUM	docs/WRITE_INLINE_COMPLETION_MODES.zh-CN.md	192	## 与 RAG 的关系	COMMENT
MEDIUM	docs/WRITE_INLINE_EDIT_RECENT_EDITS.zh-CN.md	137	## 与 RAG 的关系	COMMENT
MEDIUM	docs/WRITE_INLINE_EDIT_RAG.en.md	1	# Use BM25 + keyword RAG for Work text editing: an exploration and implementation	COMMENT
MEDIUM	docs/WRITE_INLINE_EDIT_RAG.en.md	36	## What problems does RAG solve in editing?	COMMENT
MEDIUM	docs/WRITE_INLINE_EDIT_RECENT_EDITS.en.md	140	## Relationship with RAG	COMMENT
MEDIUM	docs/WRITE_RETRIEVAL_RAG.en.md	1	# Work cross-text BM25 + keyword search RAG technical description	COMMENT
MEDIUM	…pec/changes/remediate-project-health-hotspots/tasks.md	1	## 1. Baseline and ownership guardrails	COMMENT
MEDIUM	openspec/changes/modularize-kun-agent-loop/tasks.md	1	## 1. Baseline and regression guardrails	COMMENT
MEDIUM	openspec/changes/build-kun-extension-platform/tasks.md	66	## 8. Public SDKs, scaffolding, and examples	COMMENT
MEDIUM	…xtension-platform/specs/extension-host-runtime/spec.md	58	### Requirement: Activation is lazy, serialized, and event driven	COMMENT
MEDIUM	src/renderer/src/plan/prepare-plan-build.test.ts	14	plan, content: '# Latest\nbody', orchestration: 'direct', graphEnabled: true,	CODE
MEDIUM	src/renderer/src/plan/prepare-plan-build.test.ts	29	plan, content: '# Graph', orchestration: 'graph', graphEnabled: true,	CODE
MEDIUM	src/renderer/src/plan/prepare-plan-build.test.ts	41	plan, content: '# Changed', orchestration: 'direct', graphEnabled: true,	CODE
MEDIUM	src/renderer/src/plan/prepare-plan-build.test.ts	50	const result = await preparePlanBuild({ plan, content: '# Plan', orchestration: 'direct',	CODE
MEDIUM	src/main/ipc/app-ipc-schemas.schedule-tasks.test.ts	39	// #1342: the read path fills sourcePlanId/sourceThreadId/orchestration (and	COMMENT
MEDIUM	…rvices/write-inline-completion-service.context.test.ts	198	'# RAG notes',	CODE

Unused Imports62 hits · 57 pts

Severity	File	Line	Context
LOW	resources/ppt-toolchain/scripts/export_pptx.py	14	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	30	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	59	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	59	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	59	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	59	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	59	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	59	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	74	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	74	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	74	CODE
LOW	resources/ppt-toolchain/scripts/export_pptx.py	74	CODE
LOW	…sources/ppt-toolchain/scripts/ppt_export_validation.py	3	CODE
LOW	…ources/ppt-toolchain/scripts/ppt_export_environment.py	14	CODE
LOW	…ources/ppt-toolchain/scripts/ppt_export_environment.py	16	CODE
LOW	…ources/ppt-toolchain/scripts/ppt_export_environment.py	17	CODE
LOW	…ources/ppt-toolchain/scripts/ppt_export_environment.py	18	CODE
LOW	…ources/ppt-toolchain/scripts/ppt_export_environment.py	19	CODE
LOW	…ources/ppt-toolchain/scripts/ppt_export_environment.py	27	CODE
LOW	…ources/ppt-toolchain/scripts/ppt_export_environment.py	30	CODE
LOW	…ources/ppt-toolchain/scripts/ppt_export_environment.py	31	CODE
LOW	…ources/ppt-toolchain/scripts/ppt_export_environment.py	32	CODE
LOW	…ources/ppt-toolchain/scripts/ppt_export_environment.py	33	CODE
LOW	…ources/ppt-toolchain/scripts/ppt_export_environment.py	35	CODE
LOW	…ources/ppt-toolchain/scripts/ppt_export_environment.py	35	CODE
LOW	…ources/ppt-toolchain/scripts/ppt_export_environment.py	36	CODE
LOW	resources/ppt-toolchain/scripts/export_images.py	9	CODE
LOW	resources/ppt-toolchain/scripts/ppt_export_project.py	3	CODE
LOW	benchmarks/agent-evals/src/kun_bench/harbor_agent.py	1	CODE
LOW	benchmarks/agent-evals/src/kun_bench/config.py	1	CODE
LOW	benchmarks/agent-evals/src/kun_bench/host.py	1	CODE
LOW	benchmarks/agent-evals/src/kun_bench/__init__.py	3	CODE
LOW	benchmarks/agent-evals/src/kun_bench/trajectory.py	1	CODE
LOW	benchmarks/agent-evals/src/kun_bench/git_patch.py	1	CODE
LOW	benchmarks/agent-evals/src/kun_bench/builder.py	1	CODE
LOW	benchmarks/agent-evals/src/kun_bench/suites.py	1	CODE
LOW	…nchmarks/agent-evals/src/kun_bench/swebench_runtime.py	1	CODE
LOW	benchmarks/agent-evals/src/kun_bench/cli.py	1	CODE
LOW	…chmarks/agent-evals/src/kun_bench/framework_support.py	1	CODE
LOW	benchmarks/agent-evals/src/kun_bench/environment.py	1	CODE
LOW	…chmarks/agent-evals/src/kun_bench/framework_results.py	1	CODE
LOW	benchmarks/agent-evals/src/kun_bench/pier_agent.py	1	CODE
LOW	benchmarks/agent-evals/src/kun_bench/artifacts.py	1	CODE
2 more matches not shown…

Decorative Section Separators16 hits · 48 pts

Severity	File	Line	Snippet	Context
MEDIUM	kun/src/quality/rules.ts	142	// ── slop: the unmistakable AI tells ───────────────────────────────────────	COMMENT
MEDIUM	kun/src/quality/rules.ts	329	// ── quality: general craft ─────────────────────────────────────────────────	COMMENT
MEDIUM	kun/src/quality/rules.ts	513	// ── drift: divergence from declared design context ─────────────────────────	COMMENT
MEDIUM	scripts/release.sh	4	# =============================================================================	COMMENT
MEDIUM	scripts/release.sh	15	# =============================================================================	COMMENT
MEDIUM	…mponents/design/canvas/properties-panel/primitives.tsx	33	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…mponents/design/canvas/properties-panel/primitives.tsx	35	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…mponents/design/canvas/properties-panel/primitives.tsx	269	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…mponents/design/canvas/properties-panel/primitives.tsx	271	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…mponents/design/canvas/properties-panel/primitives.tsx	389	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…mponents/design/canvas/properties-panel/primitives.tsx	391	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/sdd/pm-skill-frameworks.ts	40	// ── Discover ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/sdd/pm-skill-frameworks.ts	108	// ── Structure ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/sdd/pm-skill-frameworks.ts	186	// ── Risk ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/sdd/pm-skill-frameworks.ts	253	// ── Plan (injected into buildSddDraftToPlanPrompt; no button) ───────────────	COMMENT
MEDIUM	src/renderer/src/sdd/pm-skill-frameworks.ts	267	// ── Verify (injected into buildSddVerifyPrompt; no button) ──────────────────	COMMENT

Cross-Language Confusion (JS/TS)3 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH⚡	src/main/terminal/terminal-shell-integration.ts	52	elif [[ "$char" == ";" ]]; then out+="\\\\x3b"	CODE
HIGH⚡	src/main/terminal/terminal-shell-integration.ts	53	elif [[ "$char" == $'\\n' ]]; then out+="\\\\x0a"	CODE
HIGH⚡	src/main/terminal/terminal-shell-integration.ts	54	elif [[ "$char" == $'\\e' \|\| "$char" == $'\\a' ]]; then :	CODE

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	resources/ppt-toolchain/scripts/export_pptx.py	332	except OSError:	CODE
HIGH	…ources/ppt-toolchain/scripts/ppt_export_environment.py	119	except OSError:	CODE
HIGH	…ources/ppt-toolchain/scripts/ppt_export_environment.py	295	except ValueError:	CODE
HIGH	resources/ppt-toolchain/scripts/export_images.py	363	except OSError:	CODE

Over-Commented Block14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	kun/src/server/routes/threads.ts	121	userInputGate?: UserInputGate,	COMMENT
LOW	kun/src/loop/context-compactor.ts	101	// e.g. the first turn after a restart) systematically under-counts and	COMMENT
LOW	scripts/release-mac.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/release-win.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/release.sh	1	#!/usr/bin/env bash	COMMENT
LOW	src/renderer/src/design/design-board-layout.test.ts	101	})	COMMENT
LOW	src/renderer/src/components/mcp/mcp-config-form.ts	1	// Structured model + (de)serialization for the MCP server config edited in	COMMENT
LOW	src/renderer/src/store/chat-store-schedulers.ts	1	import type { ChatState, ChatStoreGet, ChatStoreSet } from './chat-store-types'	COMMENT
LOW	src/main/workflow-runtime-helpers.ts	221	// WorkflowRuntime	COMMENT
LOW	src/main/workflow-runtime.nodes.io-loop-custom.test.ts	1	// Per-node-type unit-test catalog for the workflow runtime.	COMMENT
LOW	src/main/workflow-runtime.nodes.test.ts	1	// Per-node-type unit-test catalog for the workflow runtime.	COMMENT
LOW	src/main/feishu-inbound-coordinator.ts	341	// Emoji type selection: Feishu / Lark's `im.v1.messageReaction.create`	COMMENT
LOW	src/main/feishu-inbound-coordinator.ts	361	}	COMMENT
LOW	src/main/workflow-runtime.nodes.control-data.test.ts	1	// Per-node-type unit-test catalog for the workflow runtime.	COMMENT

AI Slop Vocabulary5 hits · 13 pts

Severity	File	Line	Snippet	Context
MEDIUM	package-lock.json	23349	"resolved": "https://registry.npmmirror.com/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	kun/src/cache/cache-regression.ts	79	// Median is robust to a single cold-start zero or one anomalous spike, so a	COMMENT
MEDIUM	kun/src/delegation/workspace-agents.ts	30	* credential-mode: native-login # optional harness credential path	COMMENT
MEDIUM	kun/src/delegation/workspace-agents.ts	33	* model: claude-sonnet-5 # optional harness model pin	COMMENT
MEDIUM	…kun-avatar/sources/generation-records-v2-material.json	71	"prompt": "Make only a careful local material correction to this existing transparent FOUR-column TWO-row sheet of	CODE

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	resources/ppt-toolchain/scripts/export_images.py	60	if (!target) return null;	CODE
HIGH	resources/ppt-toolchain/scripts/export_images.py	69	return active ? active.textContent.trim() : null;	CODE

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…unsdd/plan/sdd-d92369a0-df1f-4519-9913-affab396e710.md	22	### Step 1: 修改容器布局方向	COMMENT
LOW	…unsdd/plan/sdd-d92369a0-df1f-4519-9913-affab396e710.md	33	### Step 2: 让两个按钮等宽	COMMENT
LOW	…unsdd/plan/sdd-d92369a0-df1f-4519-9913-affab396e710.md	46	### Step 3: 添加单元测试	COMMENT

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	resources/ppt-toolchain/scripts/export_pptx.py	244	CODE
LOW	…sources/ppt-toolchain/scripts/ppt_export_validation.py	81	CODE
LOW	resources/ppt-toolchain/scripts/ppt_export_project.py	262	CODE
LOW	benchmarks/agent-evals/src/kun_bench/trajectory.py	45	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/release-mac.sh	6	# Usage:	COMMENT
LOW	scripts/release-win.sh	7	# Usage:	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	benchmarks/agent-evals/src/kun_bench/__init__.py	5	__all__ = ["HARNESS_VERSION"]	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/renderer/src/data-migration/renderer-state-rpc.ts	49	async function handleRequest(request: DataMigrationRendererRequest): Promise<unknown> {	CODE

KunAgent/Kun

Open-Source Code Quality, Security and Technical Debt Review