0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

6.3K

Stars

Language

1.5M

Lines of Code

3.9K

Files

1.0K

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 3.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 927 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 29 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 168 finding(s).

PR Review Velocity Impact 3.7/100 · LOW

Which changes need focused human review? 1004 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 1HIGH 2MEDIUM 60LOW 941

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 1004 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.

Over-Commented Block743 hits · 710 pts

Severity	File	Line	Snippet	Context
LOW	cmd/agentsview/replica_vector_search.go	41	// A miss is never an error: a replica that cannot serve vectors, a	COMMENT
LOW	cmd/agentsview/parse_diff_test.go	1021	assert.False(t, notFailed,	COMMENT
LOW	cmd/agentsview/extract_scheduler.go	41	// onPassFinished is called after every pass that started, even when it	COMMENT
LOW	cmd/agentsview/session_get.go	121	}	COMMENT
LOW	cmd/agentsview/session_get.go	221	// already surfaced so an on-disk session is not double-counted	COMMENT
LOW	cmd/agentsview/session_get.go	321	// on remote stores so the user is pointed at `session list` and	COMMENT
LOW	cmd/agentsview/session_messages.go	61	flags.String("role", "",	COMMENT
LOW	cmd/agentsview/malloc_tuning_linux.go	21	}	COMMENT
LOW	cmd/agentsview/malloc_tuning_linux.go	41	// trimming until 64 MiB of free memory sits at the top of the heap.	COMMENT
LOW	cmd/agentsview/replica_watch.go	61	// The replica records a full push only once the copy starts.	COMMENT
LOW	cmd/agentsview/replica_watch.go	81	// relational sessions.	COMMENT
LOW	cmd/agentsview/replica_watch.go	161	}	COMMENT
LOW	cmd/agentsview/replica.go	41	// lock; it has no CLI flag.	COMMENT
LOW	cmd/agentsview/archive_sync_lane.go	161	loop *pushLoop	COMMENT
LOW	cmd/agentsview/archive_sync_lane.go	181	// archive and syncs before it pushes. Watcher dispatch opens then. A local	COMMENT
LOW	cmd/agentsview/polling_scope_identity_test.go	241	}	COMMENT
LOW	cmd/agentsview/classifier_wiring.go	1	// ABOUTME: applyClassifierConfig installs user-defined	COMMENT
LOW	cmd/agentsview/session_get_test.go	41	}	COMMENT
LOW	cmd/agentsview/health.go	161	}	COMMENT
LOW	cmd/agentsview/token_use.go	21	const (	COMMENT
LOW	cmd/agentsview/token_use.go	41	//	COMMENT
LOW	cmd/agentsview/daemon_runtime.go	1021	// verified is free, not after releasing it: unlocking first would leave	COMMENT
LOW	cmd/agentsview/session_list.go	321	// sessionNameWidth caps the NAME column so a long first message can't	COMMENT
LOW	cmd/agentsview/sync_worker.go	221	stats := engine.ResyncAll(ctx, onProgress)	COMMENT
LOW	cmd/agentsview/unwatched_poll.go	321	// availableUnwatchedPollScopes selects the reconciliation scopes whose	COMMENT
LOW	cmd/agentsview/unwatched_poll_test.go	901	// agent means "every provider" for deferral purposes, so blocking must be	COMMENT
LOW	cmd/agentsview/terminal_sanitize.go	1	// ABOUTME: terminal-output hardening for session CLI commands.	COMMENT
LOW	cmd/agentsview/vector_push_source.go	21	// target has vectors disabled never touches the file. Only a successful open is	COMMENT
LOW	cmd/agentsview/replica_watch_health.go	21	const replicaWatchErrorLimit = 500	COMMENT
LOW	cmd/agentsview/embed_scheduler.go	21	"go.kenn.io/agentsview/internal/sync"	COMMENT
LOW	cmd/agentsview/embed_scheduler.go	81	// embedManager is the subset of *vector.Manager the scheduler needs,	COMMENT
LOW	cmd/agentsview/embed_scheduler.go	661	RecallMutationNotify func()	COMMENT
LOW	cmd/agentsview/embed_scheduler.go	821	}	COMMENT
LOW	cmd/agentsview/embed_scheduler.go	841	// mapped by translateSearchError onto db.ErrSemanticUnavailable with the	COMMENT
LOW	cmd/agentsview/usage.go	401	}	COMMENT
LOW	cmd/agentsview/remote_source_sync.go	41	return roots	COMMENT
LOW	cmd/agentsview/worker_pass.go	21	)	COMMENT
LOW	cmd/agentsview/worker_pass.go	41	// surfaced as-is rather than re-run in process.	COMMENT
LOW	cmd/agentsview/worker_pass.go	61	var launchSyncWorker = launchSyncWorkerProcess	COMMENT
LOW	cmd/agentsview/main.go	141	// otherwise balloon the heap to several hundred megabytes; the pages	COMMENT
LOW	cmd/agentsview/main.go	441	// the worker persisted skip state into the archive, which the	COMMENT
LOW	cmd/agentsview/main.go	841	// A foreground `agentsview sync` may have already driven startup	COMMENT
LOW	cmd/agentsview/main.go	1221	// catches up incrementally so safely applicable updates	COMMENT
LOW	cmd/agentsview/main.go	2041	// back to incremental sync (existing rows untouched) and orphans	COMMENT
LOW	cmd/agentsview/main.go	2621	// configured dir that still exists while the nested root or symlink target	COMMENT
LOW	cmd/agentsview/stats_test.go	441	// Determinism comes from four levers:	COMMENT
LOW	cmd/agentsview/stats_test.go	581	// distributions.user_messages, and primary/primary_human all resolve.	COMMENT
LOW	cmd/benchgate/main.go	1	// Command benchgate compares two `go test -bench` outputs (baseline	COMMENT
LOW	cmd/benchgate/main.go	21	// count barely changes. Time (sec/op) is noisy on shared runners, so	COMMENT
LOW	cmd/benchgate/main.go	61	)	COMMENT
LOW	frontend/src/lib/stores/activity.svelte.ts	141	// Bumped whenever report.by_session is replaced by a first page instead of	COMMENT
LOW	frontend/src/lib/stores/activity.svelte.ts	661	this.automation = automation;	COMMENT
LOW	frontend/src/lib/utils/usageSavings.ts	1	export type SavingsState = "saved" \| "costlier" \| "none";	COMMENT
LOW	…d/src/lib/components/content/CallRow_CallGroup.test.ts	1	// @vitest-environment jsdom	COMMENT
LOW	…ontend/src/lib/components/shared/RefreshControl.svelte	81	);	COMMENT
LOW	internal/clickhouse/activityreport_probe.go	101	// every session has a current snapshot. Each prepared row names the snapshot	COMMENT
LOW	internal/clickhouse/activityreport_probe.go	121	deltaRows [][]any	COMMENT
LOW	internal/clickhouse/vector_push.go	21	const vectorCompleteMarker = ""	COMMENT
LOW	internal/clickhouse/usage_prices_push.go	181		COMMENT
LOW	internal/clickhouse/schema_usage_messages.go	661	for _, query := range queries {	COMMENT
683 more matches not shown…

Decorative Section Separators46 hits · 138 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	105	// ── Dashboard / Analytics ───────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	435	// ── Activity dashboard ───────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	535	// ── Data workspace ───────────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	655	// ── Recall corpus browser ───────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	786	// ── Session browser ─────────────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	919	// ── Message viewer ──────────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	1274	// ── Command palette & search ────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	1344	// ── Modals ──────────────────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	1402	// ── Recall and Quality ──────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	1535	// ── Themes ──────────────────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	1592	// ── Settings page ────────────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	1823	// ── About dialog ─────────────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	1845	// ── In-session search ────────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	1881	// ── Token usage ──────────────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	1944	// ── Sub-agent tree ───────────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	1981	// ── Focused transcript mode ─────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	2053	// ── Machine labels (pg sync) ────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	2078	// ── Search grouping and sort ────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	2125	// ── Model info in session header ────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	2146	// ── Import conversations ────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	2219	// ── Session Vital Signs ─────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	2281	// ── Trends ──────────────────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	2303	// ── Session intelligence ────────────────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	2426	// ── Dashboard session health section ────────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	2444	// ── Usage dashboard (token usage & cost) ────────────────	COMMENT
MEDIUM	docs/screenshots/tests/screenshots.spec.ts	2558	// ── Recent Edits ────────────────────────────────────────	COMMENT
MEDIUM⚡	scripts/build_wheels_test.py	135	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/build_wheels_test.py	137	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/build_wheels_test.py	248	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/build_wheels_test.py	250	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build_wheels_test.py	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build_wheels_test.py	23	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build_wheels_test.py	71	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build_wheels_test.py	73	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build_wheels.py	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build_wheels.py	23	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build_wheels.py	56	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build_wheels.py	58	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build_wheels.py	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build_wheels.py	80	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build_wheels.py	121	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build_wheels.py	123	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/build_wheels.py	272	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/build_wheels.py	274	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build_wheels.py	329	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/build_wheels.py	331	# ---------------------------------------------------------------------------	COMMENT

Hyper-Verbose Identifiers120 hits · 122 pts

Severity	File	Line	Snippet	Context
LOW	frontend/vite.config.ts	37	function requestOriginMatchesLoopbackDevServer(	CODE
LOW	frontend/src/App.svelte	342	function clearYokeForClearedSessionDates(	CODE
LOW	frontend/src/App.svelte	420	function clearRootDetailDateRestoreSuppressed(): void {	CODE
LOW	frontend/src/App.svelte	425	function clearRootFilterProvenance(): void {	CODE
LOW	frontend/src/vitest-setup.ts	9	export function installFallbackResizeObserver(): void {	CODE
LOW	frontend/src/vitest-setup.ts	29	export function installFallbackPointerCapture(): void {	CODE
LOW	frontend/src/vitest-setup.ts	44	export function installFallbackMatchMedia(): void {	CODE
LOW	frontend/src/lib/stores/ui.svelte.ts	164	function currentDesktopWebviewWindow(): DesktopTauriWebviewWindow \| undefined {	CODE
LOW	frontend/src/lib/stores/sessions.test.ts	101	function rejectGeneratedRequestOnAbort(	CODE
LOW	frontend/src/lib/stores/sessions.test.ts	170	function expectSidebarIndexCalledWith(expected: Partial<SidebarIndexParams>) {	CODE
LOW	frontend/src/lib/stores/sessions.test.ts	176	function expectPaginatedSidebarIndexCalledWith(expected: Partial<SidebarIndexParams>) {	CODE
LOW	frontend/src/lib/stores/perf.svelte.ts	95	export function installPerfFetchInstrumentation(): void {	CODE
LOW	frontend/src/lib/stores/usage.svelte.ts	1717	export function mergeUsageAndSessionUrlParams(	CODE
LOW	frontend/src/lib/stores/yokedDates.svelte.ts	281	export function panelDateToSessionFilterParams(state: PanelDateState): Record<string, string> {	CODE
LOW	frontend/src/lib/stores/yokedDates.svelte.ts	304	function activityCustomRangeWithinLimit(from: string, to: string): boolean {	CODE
LOW	frontend/src/lib/stores/usageTokenTypes.ts	21	export function selectedTokenTypesFromParams(params: Record<string, string>): UsageTokenType[] {	CODE
LOW	frontend/src/lib/stores/sessionRouteParams.ts	93	function hasFixedSessionDateParams(params: Record<string, string>): boolean {	CODE
LOW	frontend/src/lib/stores/sessionRouteParams.ts	101	export function hasSessionRouteDateIntent(route: string, params: Record<string, string>): boolean {	CODE
LOW	frontend/src/lib/stores/sessionRouteParams.ts	124	function fixedSessionDateParamsEqual(	CODE
LOW	frontend/src/lib/stores/sessionRouteParams.ts	135	function fixedSessionDateParamsMatchRollingWindow(	CODE
LOW	frontend/src/lib/stores/sessionRouteParams.ts	148	function shouldPreserveSessionWindowDays(	CODE
LOW	frontend/src/lib/stores/sessionRouteParams.ts	164	export function sessionRouteParamsForFilters(	CODE
LOW	frontend/src/lib/stores/sessionRouteParams.ts	177	function currentSessionRouteParams(currentParams: Record<string, string>): Record<string, string> {	CODE
LOW	frontend/src/lib/stores/sessionRouteParams.ts	188	export function sessionRouteParamsForDetailExit(	CODE
LOW	frontend/src/lib/utils/transcript-mode.ts	19	export function filterDisplayItemsByTranscriptMode(	CODE
LOW	frontend/src/lib/utils/transcript-mode.ts	107	export function shouldAutoSwitchTranscriptModeToNormal(	CODE
LOW	frontend/src/lib/utils/messages.ts	73	function stripLeadingReminderBlocks(content: string): {	CODE
LOW	frontend/src/lib/utils/messages.ts	97	function stripLeadingReminderEnvelopes(content: string): string {	CODE
LOW	frontend/src/lib/utils/refresh.ts	236	export function queryDurationWidthSamples(): string[] {	CODE
LOW	frontend/src/lib/utils/refresh.ts	279	export function refreshStatusWidthSamples(statuses: readonly string[] = []): string[] {	CODE
LOW	frontend/src/lib/utils/markdown.ts	734	function unknownXmlParagraphBoundary() {	CODE
LOW	frontend/src/lib/utils/markdown.ts	884	function isLegacyProtectedAutolink(raw: string): boolean {	CODE
LOW	frontend/src/lib/utils/markdown.ts	893	function shouldEscapeCustomXmlLiteral(raw: string \| undefined): boolean {	CODE
LOW	frontend/src/lib/utils/arrow-target.ts	39	export function navigateRegisteredSessionList(delta: number): boolean {	CODE
LOW	frontend/src/lib/utils/tool-summary.ts	249	export function summarizeToolInputPreview(preview: string): string {	CODE
LOW	frontend/src/lib/utils/chartPalette.ts	78	export function orderedChartSeriesStyleMap(	CODE
LOW	frontend/src/lib/utils/chartPalette.ts	93	export function orderedChartSeriesColorMap(	CODE
LOW	frontend/src/lib/utils/health.ts	31	export function setupVisibilityHealthCheck(opts: VisibilityHealthCheckOptions = {}): () => void {	CODE
LOW	frontend/src/lib/utils/toolDisplay.ts	43	export function displayFormattedToolResult(content: string): string {	CODE
LOW	frontend/src/lib/utils/resume.ts	132	export function formatResumeResponseCommand(	CODE
LOW	frontend/src/lib/search/session-scope.ts	42	export function keepsAnswerBeforeTrailingTools(	CODE
LOW	…tend/src/lib/components/component-source-guard.test.ts	27	function oneOffControlStyleOffenders(source: string): string[] {	CODE
LOW	…tend/src/lib/components/component-source-guard.test.ts	43	function accentFillForegroundOffenders(source: string): string[] {	CODE
LOW	frontend/src/lib/components/quality/QualityPage.svelte	286	function handleAutomatedScopeChange(value: string) {	CODE
LOW	frontend/src/lib/components/quality/qualityPatterns.ts	123	export function buildRuleBasedRecommendations(	CODE
LOW	…ntend/src/lib/components/activity/ActivityPage.test.ts	28	function stubActivityPageCollaborators() {	CODE
LOW	…nd/src/lib/components/layout/ThreeColumnLayout.test.ts	87	function getClampedSidebarWidthForLayout(desiredWidth: number, layoutWidth: number) {	CODE
LOW	frontend/src/lib/components/layout/AppHeader.svelte	150	async function handleCopyMarkdownExportLink() {	CODE
LOW	frontend/src/lib/components/layout/sidebar-width.ts	68	export function clampSidebarWidthForLayout(desiredWidth: number, layoutWidth: number): number {	CODE
LOW	frontend/src/lib/components/layout/sidebar-width.ts	77	export function clampVitalsWidthForLayout(desiredWidth: number, layoutWidth: number): number {	CODE
LOW	…d/src/lib/components/friction/frictionReviewSummary.ts	21	export function pickFrictionReviewInsight(	CODE
LOW	frontend/src/lib/components/content/MessageList.svelte	559	function clickedEmptyMemberOrdinal(	CODE
LOW	frontend/src/lib/components/usage/UsagePage.test.ts	21	function usageSummaryWithUnsupported(kind?: string): UsageSummaryResponse {	CODE
LOW	…tend/src/lib/components/usage/AttributionPanel.test.ts	70	function summaryWithDuplicateProjectLabels(): UsageSummaryResponse {	CODE
LOW	frontend/src/lib/components/usage/UsagePage.svelte	217	function usageSupportedSessionParams(	CODE
LOW	frontend/src/lib/components/shared/rangeSelection.ts	89	function selectionFromCalendarRange(from: string, to: string): CalendarSelection \| null {	CODE
LOW	…tend/src/lib/components/analytics/AnalyticsPage.svelte	112	function parseSessionAnalyticsWindowDays(	CODE
LOW	…tend/src/lib/components/analytics/AnalyticsPage.svelte	135	function sessionAnalyticsDateUrlSignature(	CODE
LOW	…tend/src/lib/components/analytics/AnalyticsPage.svelte	168	function sessionDateFiltersAreClear(): boolean {	CODE
LOW	…tend/src/lib/components/analytics/AnalyticsPage.svelte	185	function syncSessionFiltersForDateState(	CODE
60 more matches not shown…

Verbosity Indicators21 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	internal/rawclient/e2e_test.go	42	// Step 1: enroll a device through the real DeviceAuthService.	COMMENT
LOW	internal/rawclient/e2e_test.go	73	// Step 2: build a two-object generation from fixture bytes with real	COMMENT
LOW	internal/rawclient/e2e_test.go	111	// Step 3: negotiate missing objects, then upload both through the	COMMENT
LOW	internal/rawclient/e2e_test.go	136	// Step 4: commit the first generation with an empty expected parent	COMMENT
LOW	internal/rawclient/e2e_test.go	167	// Step 5: a second generation chained onto the first receipt advances	COMMENT
LOW	internal/rawclient/e2e_test.go	181	// Step 6: a stale parent receipt is rejected as a typed head conflict	COMMENT
LOW	internal/rawclient/e2e_test.go	195	// Step 7: the checkpoint reflects only the last acknowledged head —	COMMENT
LOW	internal/postgres/sync_test.go	1148	// Step 1: push with project filter = ["alpha"].	COMMENT
LOW	internal/postgres/sync_test.go	1178	// Step 2: push unfiltered — beta and gamma should arrive.	COMMENT
LOW	internal/postgres/sync_test.go	1196	// Step 3: second filtered push is a no-op (fingerprints	COMMENT
LOW	internal/postgres/raw_client_e2e_pgtest_test.go	162	// Step 1: negotiate missing objects, then upload both through the	COMMENT
LOW	internal/postgres/raw_client_e2e_pgtest_test.go	207	// Step 2: commit the first generation with an empty expected parent	COMMENT
LOW	internal/postgres/raw_client_e2e_pgtest_test.go	285	// Step 3: simulate an interrupted upload. The laptop dies after two	COMMENT
LOW	internal/postgres/raw_client_e2e_pgtest_test.go	373	// Step 4: a stale parent receipt is rejected as a typed head conflict	COMMENT
LOW	internal/postgres/collision_pgtest_test.go	55	// Step 1: Insert a session owned by machine-a directly into PG.	COMMENT
LOW	internal/postgres/collision_pgtest_test.go	66	// Step 2: Attempt to push the same session from machine-b.	COMMENT
LOW⚡	internal/postgres/collision_pgtest_test.go	91	// Step 3: Verify the machine column is still "machine-a".	COMMENT
LOW⚡	internal/postgres/collision_pgtest_test.go	100	// Step 4: Verify no messages were written for this session.	COMMENT
LOW	internal/sync/cline_reconciliation_test.go	48	// Step 1: Initial sync (parent + teammate)	COMMENT
LOW	internal/sync/cline_reconciliation_test.go	59	// Step 2: Delete teammate file and resync.	COMMENT
LOW	internal/sync/cline_reconciliation_test.go	72	// Step 3: Restore teammate file and resync -> session revives.	COMMENT

Structural Annotation Overuse21 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	internal/rawclient/e2e_test.go	42	// Step 1: enroll a device through the real DeviceAuthService.	COMMENT
LOW	internal/rawclient/e2e_test.go	73	// Step 2: build a two-object generation from fixture bytes with real	COMMENT
LOW	internal/rawclient/e2e_test.go	111	// Step 3: negotiate missing objects, then upload both through the	COMMENT
LOW	internal/rawclient/e2e_test.go	136	// Step 4: commit the first generation with an empty expected parent	COMMENT
LOW	internal/rawclient/e2e_test.go	167	// Step 5: a second generation chained onto the first receipt advances	COMMENT
LOW	internal/rawclient/e2e_test.go	181	// Step 6: a stale parent receipt is rejected as a typed head conflict	COMMENT
LOW	internal/rawclient/e2e_test.go	195	// Step 7: the checkpoint reflects only the last acknowledged head —	COMMENT
LOW	internal/postgres/sync_test.go	1148	// Step 1: push with project filter = ["alpha"].	COMMENT
LOW	internal/postgres/sync_test.go	1178	// Step 2: push unfiltered — beta and gamma should arrive.	COMMENT
LOW	internal/postgres/sync_test.go	1196	// Step 3: second filtered push is a no-op (fingerprints	COMMENT
LOW	internal/postgres/raw_client_e2e_pgtest_test.go	162	// Step 1: negotiate missing objects, then upload both through the	COMMENT
LOW	internal/postgres/raw_client_e2e_pgtest_test.go	207	// Step 2: commit the first generation with an empty expected parent	COMMENT
LOW	internal/postgres/raw_client_e2e_pgtest_test.go	285	// Step 3: simulate an interrupted upload. The laptop dies after two	COMMENT
LOW	internal/postgres/raw_client_e2e_pgtest_test.go	373	// Step 4: a stale parent receipt is rejected as a typed head conflict	COMMENT
LOW	internal/postgres/collision_pgtest_test.go	55	// Step 1: Insert a session owned by machine-a directly into PG.	COMMENT
LOW	internal/postgres/collision_pgtest_test.go	66	// Step 2: Attempt to push the same session from machine-b.	COMMENT
LOW⚡	internal/postgres/collision_pgtest_test.go	91	// Step 3: Verify the machine column is still "machine-a".	COMMENT
LOW⚡	internal/postgres/collision_pgtest_test.go	100	// Step 4: Verify no messages were written for this session.	COMMENT
LOW	internal/sync/cline_reconciliation_test.go	48	// Step 1: Initial sync (parent + teammate)	COMMENT
LOW	internal/sync/cline_reconciliation_test.go	59	// Step 2: Delete teammate file and resync.	COMMENT
LOW	internal/sync/cline_reconciliation_test.go	72	// Step 3: Restore teammate file and resync -> session revives.	COMMENT

AI Slop Vocabulary7 hits · 20 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmd/agentsview/session_get_test.go	476	// Copilot / Gemini bare UUID. Definitely not a	COMMENT
MEDIUM	frontend/package-lock.json	7148	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	internal/parser/kimi.go	39	// more robust proxy at an identical price. Switch to k2.7 once the	COMMENT
MEDIUM	internal/db/analytics.go	176	// to leverage the started_at index. Empty From/To inputs	COMMENT
MEDIUM	internal/duckdb/store_test.go	3799	// Word-bounded: "seamless" does not count for "seam", and	COMMENT
MEDIUM	internal/sync/engine_integration_test.go	15325	// assertion is robust to filesystem mtime granularity.	COMMENT
MEDIUM	internal/vector/mirror.go	332	// and that guard together make Refresh's accounting robust regardless	COMMENT

Fake / Example Data19 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/lib/utils/content-parser.test.ts	96	'````markdown\nSome context paragraph.\n\n```qmd\nauthor: "Jane Doe"\n```\n\nMore context here.\n````';	CODE
LOW	frontend/src/lib/utils/content-parser.test.ts	102	'Some context paragraph.\n\n```qmd\nauthor: "Jane Doe"\n```\n\nMore context here.\n',	CODE
LOW	frontend/src/lib/components/sidebar/SessionList.test.ts	383	makeSession({ id: "pending", project: "placeholder", is_index_only: true }),	CODE
LOW	…c/lib/components/friction/FrictionMarkdownPanel.svelte	71	<p class="placeholder">{m.friction_markdown_loading()}</p>	CODE
LOW	…tend/src/lib/components/content/SessionFindBar.test.ts	49	expect(input?.getAttribute("placeholder")).toBe("在会话中查找...");	CODE
LOW	…end/src/lib/components/modals/GoToSessionModal.test.ts	96	expect(input().getAttribute("placeholder")).toBe("Paste a session ID or UUID");	CODE
LOW	internal/importer/importer_test.go	1512	full := strings.Repeat("lorem ipsum ", 50) + "zephyrquill closing words"	CODE
LOW	internal/server/insights_test.go	237	te.srv.SetGithubToken("fake-token")	CODE
LOW	internal/server/insights_test.go	248	require.Equal(t, "token fake-token", req.Header.Get("Authorization"))	CODE
LOW	internal/server/insights_test.go	325	te.srv.SetGithubToken("fake-token")	CODE
LOW	internal/server/server_test.go	4189	te.srv.SetGithubToken("fake-token")	CODE
LOW	internal/parser/openclaw_sqlite_test.go	428	writeSourceFile(t, dbPath, "placeholder")	CODE
LOW	internal/parser/openclaw_sqlite_test.go	555	writeSourceFile(t, partialDB, "placeholder")	CODE
LOW	internal/parser/openclaw_sqlite_test.go	556	writeSourceFile(t, healthyDB, "placeholder")	CODE
LOW	internal/db/git/pr_test.go	56	"fake-token",	CODE
LOW	internal/db/git/pr_test.go	95	"fake-token",	CODE
LOW	internal/db/git/pr_test.go	111	"fake-token",	CODE
LOW	internal/db/git/pr_test.go	130	"fake-token",	CODE
LOW	internal/remotesync/resolve.go	628	if symlinkEscapesRoot(targetRoot, filepath.Join(sessionsDir, "placeholder")) {	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	cmd/agentsview/replica_embed.go	104	if scheduler != nil && e.source.cfg.Vector.Embed.RunAfterSyncEnabled() {	CODE

Synthetic Comment Markers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	internal/insight/canned_friction_template_test.go	120	assert.True(t, strings.HasPrefix(md, "# AI-generated recommendation\n\n"))	CODE
HIGH	internal/insight/canned.go	542	b.WriteString("# AI-generated recommendation\n\n")	CODE

Modern AI Meta-Vocabulary3 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/changelog.md	3257	([Antigravity](https://antigravity.google), Google's agentic IDE). The IDE	CODE
MEDIUM	docs/internal/jilog-adaptation.md	174	## Review orchestration	COMMENT
MEDIUM⚡	scripts/build_wheels.py	273	# Top-level build orchestration	COMMENT

Unused Imports9 hits · 8 pts

Severity	File	Line	Context
LOW	docs/screenshots/test_capture.py	1	CODE
LOW	docs/screenshots/test_capture.py	6	CODE
LOW	docs/scripts/check_built_site.py	2	CODE
LOW	docs/scripts/check_markdown_sources.py	2	CODE
LOW	docs/scripts/check_vercel_redirects.py	2	CODE
LOW	scripts/build_wheels_test.py	1	CODE
LOW	scripts/build_wheels_test.py	4	CODE
LOW	scripts/build_wheels.py	1	CODE
LOW	scripts/qwenpaw-fixtures/gen.py	43	CODE

Deep Nesting7 hits · 7 pts

Severity	File	Line	Context
LOW	docs/screenshots/container.py	8	CODE
LOW	docs/screenshots/corpus.py	129	CODE
LOW	docs/screenshots/corpus.py	220	CODE
LOW	docs/scripts/check_built_site.py	453	CODE
LOW	docs/scripts/check_vercel_redirects.py	135	CODE
LOW	docs/scripts/check_vercel_redirects.py	171	CODE
LOW	scripts/build_wheels.py	99	CODE

Slop Phrases2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/signals/outcome.go	31	"i'm unable to",	CODE
MEDIUM	internal/signals/outcome_test.go	123	LastAssistantText: "I'm unable to complete this task.",	CODE

Excessive Try-Catch Wrapping2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/screenshots/corpus.py	247	print(f"Error: {message}", file=sys.stderr)	CODE
MEDIUM	scripts/build_wheels.py	379	print("Error: no wheels were built", file=sys.stderr)	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.test.yml	2	# Usage:	COMMENT

kenn-io/agentsview

Open-Source Code Quality, Security and Technical Debt Review