7.4

Adjusted Signal

7.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.5K

Stars

Java

Language

1.5M

Lines of Code

10.3K

Files

2.9K

Pattern Hits

2026-10-31

Scan Date

0.08

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 6.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2042 finding(s).

Hallucinated Dependency & Supply Chain Risk 25.7/100 · MEDIUM

Are imports declared and package/API names verified? 880 finding(s).

Agent Over-Engineering Ratio 5.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1577 finding(s).

PR Review Velocity Impact 29.1/100 · MEDIUM

Which changes need focused human review? 2931 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 814HIGH 4MEDIUM 3LOW 2110

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 2931 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.

Hallucination Indicators814 hits · 8825 pts

Severity	File	Line	Snippet	Context
CRITICAL	…platform/perses/model/hertzbeat-dashboard-variables.ts	65	.refine(variable => variable.spec.plugin.spec.values.includes(variable.spec.defaultValue));	CODE
CRITICAL	…ector/components/collector-runtime-report-i18n.test.ts	48	expect(locale.collectors.runtime.report.sourceStateNote.trim()).not.toBe('');	CODE
CRITICAL⚡	…oller/use-monitor-metric-workbench-controller.test.tsx	327	view.result.current.controller.actions.loadMoreRealtimeGroups();	CODE
CRITICAL⚡	…oller/use-monitor-metric-workbench-controller.test.tsx	328	view.result.current.controller.actions.loadMoreHistoryCharts();	CODE
CRITICAL⚡	…oller/use-monitor-metric-workbench-controller.test.tsx	329	view.result.current.controller.actions.setHistoryChartRange('group-1.value', '12W');	CODE
CRITICAL⚡	…oller/use-monitor-metric-workbench-controller.test.tsx	489	await act(() => view.result.current.controller.actions.toggleFavorite());	CODE
CRITICAL⚡	…oller/use-monitor-metric-workbench-controller.test.tsx	493	await act(() => view.result.current.controller.actions.toggleFavorite());	CODE
CRITICAL⚡	…oller/use-monitor-metric-workbench-controller.test.tsx	502	await act(() => view.result.current.controller.actions.toggleFavorite());	CODE
CRITICAL⚡	…oller/use-monitor-metric-workbench-controller.test.tsx	511	act(() => view.result.current.controller.actions.refresh());	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	144	act(() => view.result.current.controller.actions.openInvestigationSignal('logs'));	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	156	act(() => view.result.current.controller.actions.openInvestigationSignal('traces'));	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	178	act(() => view.result.current.controller.actions.openInvestigationSignal('logs'));	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	191	act(() => view.result.current.controller.actions.refresh());	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	213	act(() => view.result.current.controller.actions.refresh());	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	266	act(() => view.result.current.controller.actions.loadMoreRealtimeGroups());	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	280	act(() => view.result.current.controller.actions.activateHistoryChart('group-1.value'));	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	290	act(() => view.result.current.controller.actions.setHistoryChartRange('group-1.value', '12W'));	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	303	act(() => view.result.current.controller.actions.setHistoryChartMode('group-1.value', true));	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	315	act(() => view.result.current.controller.actions.loadMoreHistoryCharts());	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	352	act(() => view.result.current.controller.actions.activateHistoryChart('summary.value'));	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	366	await act(() => view.result.current.controller.actions.toggleRealtimeFavorite('summary'));	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	392	await act(() => view.result.current.controller.actions.toggleRealtimeFavorite('summary'));	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	401	view.result.current.controller.actions.refresh();	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	416	view.result.current.controller.actions.refresh();	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	523	act(() => view.result.current.controller.actions.activateHistoryChart('summary.value'));	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	535	view.result.current.controller.actions.refresh();	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	565	act(() => view.result.current.controller.actions.activateHistoryChart('summary.value'));	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	588	await act(() => view.result.current.controller.actions.toggleFavorite());	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	605	await act(() => view.result.current.controller.actions.toggleFavorite());	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	619	await expect(act(() => view.result.current.controller.actions.toggleFavorite())).resolves.toBeUndefined();	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	638	await expect(act(() => view.result.current.controller.actions.toggleFavorite())).resolves.toBeUndefined();	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	645	await act(() => view.result.current.controller.actions.toggleFavorite());	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	666	first = view.result.current.controller.actions.toggleFavorite();	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	669	await act(() => view.result.current.controller.actions.toggleFavorite());	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	683	act(() => view.result.current.controller.actions.refresh());	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	702	mutation = view.result.current.controller.actions.toggleFavorite();	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	720	await act(() => view.result.current.controller.actions.toggleFavorite());	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	737	mutation = view.result.current.controller.actions.toggleFavorite();	CODE
CRITICAL	…oller/use-monitor-metric-workbench-controller.test.tsx	768	mutation = view.result.current.controller.actions.toggleFavorite();	CODE
CRITICAL	…/monitor/controller/use-monitor-detail-access.test.tsx	58	act(() => view.result.current.controller.actions.edit());	CODE
CRITICAL	…/monitor/controller/use-monitor-detail-access.test.tsx	59	await act(() => view.result.current.controller.actions.deleteGrafanaDashboard());	CODE
CRITICAL	…/monitor/controller/use-monitor-detail-access.test.tsx	75	act(() => view.result.current.controller.actions.edit());	CODE
CRITICAL	…/monitor/controller/use-monitor-detail-access.test.tsx	76	await act(() => view.result.current.controller.actions.deleteGrafanaDashboard());	CODE
CRITICAL	…onitor/controller/use-monitor-list-controller.test.tsx	127	act(() => view.result.current.controller.actions.setSearch('abandoned alpha'));	CODE
CRITICAL⚡	…onitor/controller/use-monitor-list-controller.test.tsx	178	act(() => view.result.current.controller.actions.setSearch('draft'));	CODE
CRITICAL⚡	…onitor/controller/use-monitor-list-controller.test.tsx	179	act(() => view.result.current.controller.actions.setLabels('env:draft'));	CODE
CRITICAL⚡	…onitor/controller/use-monitor-list-controller.test.tsx	180	act(() => view.result.current.controller.actions.changeStatus('1'));	CODE
CRITICAL⚡	…onitor/controller/use-monitor-list-controller.test.tsx	183	act(() => view.result.current.controller.actions.changeApp('http'));	CODE
CRITICAL⚡	…onitor/controller/use-monitor-list-controller.test.tsx	184	act(() => view.result.current.controller.actions.changeSort('name', 'asc'));	CODE
CRITICAL⚡	…onitor/controller/use-monitor-list-controller.test.tsx	185	act(() => view.result.current.controller.actions.changePage(1, 20));	CODE
CRITICAL⚡	…onitor/controller/use-monitor-list-controller.test.tsx	192	act(() => view.result.current.controller.actions.submitSearch());	CODE
CRITICAL⚡	…onitor/controller/use-monitor-list-controller.test.tsx	196	act(() => view.result.current.controller.actions.submitFilters());	CODE
CRITICAL⚡	…onitor/controller/use-monitor-list-controller.test.tsx	198	act(() => view.result.current.controller.actions.setSearch(''));	CODE
CRITICAL⚡	…onitor/controller/use-monitor-list-controller.test.tsx	199	act(() => view.result.current.controller.actions.changeStatus('2'));	CODE
CRITICAL⚡	…onitor/controller/use-monitor-list-controller.test.tsx	203	act(() => view.result.current.controller.actions.submitFilters());	CODE
CRITICAL	…onitor/controller/use-monitor-list-controller.test.tsx	231	act(() => view.result.current.controller.actions.openCreatePicker());	CODE
CRITICAL	…onitor/controller/use-monitor-list-controller.test.tsx	235	act(() => view.result.current.controller.actions.create('mysql'));	CODE
CRITICAL	…onitor/controller/use-monitor-list-controller.test.tsx	302	act(() => view.result.current.controller.actions.changeSort('name', 'asc'));	CODE
CRITICAL	…onitor/controller/use-monitor-list-controller.test.tsx	555	await act(() => view.result.current.controller.actions.run('delete', [7]));	CODE
CRITICAL	…onitor/controller/use-monitor-list-controller.test.tsx	685	operation = view.result.current.controller.actions.run('enable', [7]);	CODE
754 more matches not shown…

Hyper-Verbose Identifiers1567 hits · 1624 pts

Severity	File	Line	Snippet	Context
LOW	web-app/tests/browser/production-browser-support.ts	319	export async function expectBrowserSecretAbsent(page: Page, secret: string) {	CODE
LOW	web-app/tests/browser/production-accessibility.spec.ts	65	async function expectNoHighImpactAccessibilityViolations(page: Page) {	CODE
LOW	web-app/src/core/security/sensitive-field.ts	30	export function normalizeSecurityFieldName(fieldName: string) {	CODE
LOW	web-app/src/core/auth/session-api.ts	53	export function isDefiniteSessionRefreshFailure(reason: unknown) {	CODE
LOW	web-app/src/core/auth/session-identity-context.ts	32	export function useSessionIdentityBoundary() {	CODE
LOW	…core/auth/session-persistence-characterization.test.ts	35	function fetchWithAvailableRefresh() {	CODE
LOW	web-app/src/core/auth/session-provider.test.tsx	531	function SessionAuthenticationProbe() {	CODE
LOW	web-app/src/core/auth/session-cache-boundary.ts	32	export function createCheckingSessionQueryClient(createQueryClient: () => QueryClient) {	CODE
LOW	web-app/src/core/auth/session-cache-boundary.ts	36	export function hasSessionIdentityBoundaryChanged(current: UiSession \| undefined, next: UiSession) {	CODE
LOW	web-app/src/core/auth/session-provider.tsx	77	function classifySessionReadFailure(error: unknown): SessionReadFailureKind {	CODE
LOW	web-app/src/core/auth/session-lock-model.ts	50	export function resolveSessionLockAdmission(read: SessionLockMarkerRead, session: UiSession): SessionLockAdmission {	CODE
LOW	web-app/src/core/auth/session-lock-model.ts	60	export function sessionLockFailureMessageKey(failure: SessionLockFailure) {	CODE
LOW	web-app/src/core/auth/session-convergence-channel.ts	30	export function createSessionConvergenceChannel(	CODE
LOW	…b-app/src/core/auth/session-foreground-revalidation.ts	44	export function startForegroundSessionRevalidation({	CODE
LOW	…b-app/src/core/auth/session-foreground-revalidation.ts	105	function isAuthoritativeSessionRejection(reason: unknown) {	CODE
LOW	web-app/src/core/http/api-message.ts	75	export function apiMessagePostWithErrorEnvelope(	CODE
LOW	web-app/src/core/http/http-client.ts	74	function isSessionManagementRequest(input: RequestInfo \| URL) {	CODE
LOW	web-app/src/core/http/http-client.ts	112	export function hasBrowserSessionRefreshCoordinator() {	CODE
LOW	web-app/src/core/http/http-client.ts	120	export function refreshBrowserSessionResult(options?: BrowserSessionRefreshOptions) {	CODE
LOW	web-app/src/core/http/http-client.ts	144	export function registerBrowserSessionRefreshCoordinator(coordinator: BrowserSessionRefreshCoordinator) {	CODE
LOW	web-app/src/core/i18n/i18n.ts	112	export function replaceLocaleRootMessages(locale: SupportedLocale, messages: LocaleMessages) {	CODE
LOW	web-app/src/app/authenticated-route-failure.tsx	25	export function AuthenticatedRouteFailure({ failure, retry }: { failure: SessionReadFailureKind; retry: () => void }) {	CODE
LOW⚡	web-app/src/app/administrative-route-pages.tsx	41	export function AdministrativeTokenRoutePage() {	CODE
LOW⚡	web-app/src/app/administrative-route-pages.tsx	49	export function AdministrativePluginRoutePage() {	CODE
LOW⚡	web-app/src/app/administrative-route-pages.tsx	57	export function AdministrativeDeploymentRoutePage() {	CODE
LOW⚡	web-app/src/app/administrative-route-pages.tsx	65	export function AdministrativeDeploymentMigrationRoutePage() {	CODE
LOW	web-app/src/app/legacy-route-target.ts	46	function resolveCompatibilityTarget(definition: LegacyRouteDefinition, pathname: string, search: string) {	CODE
LOW	web-app/src/app/refine/refine-resource-registry.tsx	432	function buildMonitorNavigationResources(apps: readonly MonitorApp[]) {	CODE
LOW	web-app/src/app/refine/refine-resource-registry.tsx	462	function monitorCategoryResourceName(category: string) {	CODE
LOW	web-app/src/app/refine/session-query-runtime.test.tsx	522	function renderRuntimeWithSessionProvider(clients: QueryClient[]) {	CODE
LOW	…/src/app/refine/monitor-navigation-resource-loader.tsx	28	export function MonitorNavigationResourceLoader({ onChange }: { onChange: (apps: readonly MonitorApp[]) => void }) {	CODE
LOW	web-app/src/app/refine/session-query-runtime.tsx	96	function useSessionClientGeneration(createQueryClient: () => QueryClient) {	CODE
LOW	web-app/src/app/refine/session-query-runtime.tsx	143	async function refreshIdentityGeneration(generation: number) {	CODE
LOW	web-app/src/app/refine/session-query-runtime.tsx	196	function classifyUncertainSessionRefreshFailure(reason: unknown) {	CODE
LOW	…/refine/resources/alert-silence-data-provider-input.ts	33	export function readAlertSilenceListQuery(params: GetListParams): AlertSilenceQuery {	CODE
LOW	web-app/src/test/locale-catalog-shape.ts	18	export function compareLocaleCatalogShape(reference: unknown, candidate: unknown) {	CODE
LOW	web-app/src/test/test-dom-style-compatibility.ts	18	export function installTestDomStyleCompatibility(target: Window) {	CODE
LOW	…src/layout/shell/use-shell-header-action-controller.ts	35	export function useShellHeaderActionController(location?: { pathname: string; search: string }) {	CODE
LOW	web-app/src/layout/shell/shell-status-spine.tsx	232	function observedCollectorReportTime(collectors: RuntimeCollectorsStatus) {	CODE
LOW	web-app/src/layout/shell/shell-header.tsx	111	function revealFocusedHeaderAction({ currentTarget, target }: FocusEvent<HTMLDivElement>) {	CODE
LOW	…pp/src/layout/shell/shell-alert-notifications.test.tsx	213	function ShellAlertNotificationsHarness({ state, t: translate, onOpenAlerts }: ShellAlertNotificationsHarnessProps) {	CODE
LOW	…b-app/src/platform/perses/metrics/metric-evaluation.ts	23	export function evaluateMetricComposition(plan: MetricPlan, sources: MetricSourceResult[]): MetricFormulaResult[] {	CODE
LOW	…app/src/platform/perses/metrics/metric-sample-model.ts	41	export function buildMetricSampleSnapshot(series: MetricSeries[], limit = METRIC_SAMPLE_LIMIT) {	CODE
LOW	…ses/datasource/hertzbeat-trace-structure-validation.ts	24	export function requireObservedTraceStructure(detail: Detail, selectedSpanId: string \| null) {	CODE
LOW	…/src/platform/perses/runtime/hertzbeat-perses-theme.ts	25	export function createHertzBeatPersesTheme(runtimeTheme: RuntimeTheme, contentSurface = false): Theme {	CODE
LOW	…/src/platform/perses/runtime/hertzbeat-perses-theme.ts	174	function persesDataSurfaceComponents(visual: HertzBeatVisualTokens): NonNullable<ThemeOptions['components']> {	CODE
LOW	…tform/perses/runtime/hertzbeat-trace-table-adapter.tsx	28	export function HertzBeatTraceTableAdapter(props: TraceTableHost & { data: TraceTableData }) {	CODE
LOW	…atform/perses/runtime/hertzbeat-logs-table-adapter.tsx	114	export function HertzBeatLogsTableAdapter(props: LogAdapterProps & HeaderReorderProps & { children: ReactNode }) {	CODE
LOW	…latform/perses/runtime/hertzbeat-perses-primitives.tsx	50	export function HertzBeatMetricTimeSeriesResult(	CODE
LOW	…latform/perses/runtime/hertzbeat-perses-primitives.tsx	93	export function HertzBeatTraceTableResult(	CODE
LOW	…latform/perses/runtime/hertzbeat-perses-primitives.tsx	113	export function HertzBeatTracingGanttChartResult(	CODE
LOW	…orm/perses/runtime/hertzbeat-tracing-gantt-adapter.tsx	45	export function HertzBeatTracingGanttAdapter(props: Props) {	CODE
LOW	…atform/perses/runtime/hertzbeat-perses-charts-theme.ts	21	export function createHertzBeatChartsTheme(	CODE
LOW	…tform/perses/runtime/log-analysis/log-chart-adapter.ts	22	export function createLogTrendPersesResult(	CODE
LOW	…perses/runtime/log-analysis/log-comparison-windows.tsx	23	export function ExploreLogComparisonWindows({	CODE
LOW	…perses/runtime/log-analysis/log-comparison-windows.tsx	56	export function ExploreLogComparisonFacetWindow({	CODE
LOW	…runtime/log-analysis/log-comparison-bucket-details.tsx	26	export function LogComparisonBucketDetails({	CODE
LOW	…/runtime/log-analysis/log-additional-measure-cells.tsx	84	export function AdditionalComparisonCells({	CODE
LOW	…ses/runtime/log-analysis/log-comparison-timeseries.tsx	84	export function ExploreLogComparisonTimeseries({	CODE
LOW	…m/perses/runtime/log-analysis/log-timeshift-display.ts	19	export function formatComparisonTimestamp(value: number, timeZone?: string) {	CODE
1507 more matches not shown…

Over-Commented Block428 hits · 428 pts

Severity	File	Line	Snippet	Context
LOW	.asf.yaml	1	#	COMMENT
LOW	.licenserc.yaml	1	#	COMMENT
LOW	hertzbeat-plugin/src/main/resources/define/define.yml	1	# Licensed to the Apache Software Foundation (ASF) under one or more	COMMENT
LOW	web-app/pnpm-workspace.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one or more	COMMENT
LOW	home/docs/advanced/extend-telnet.md	41	# Monitoring application type(consistent with the file name) eg: linux windows tomcat mysql aws...	COMMENT
LOW	home/docs/advanced/extend-telnet.md	61	# type-字段类型,样式(大部分映射input标签type属性)	COMMENT
LOW	home/docs/advanced/extend-telnet.md	81	# 是否是必输项 true-必填 false-可选	COMMENT
LOW	home/docs/advanced/extend-telnet.md	101	# 是否是必输项 true-必填 false-可选	COMMENT
LOW	home/docs/advanced/extend-telnet.md	181	# the protocol used for monitoring, eg: sql, ssh, http, telnet, wmi, snmp, sdk	COMMENT
LOW	home/blog/2024-11-24-custom-development.md	441	#	COMMENT
LOW	home/static/.asf.yaml	1	#	COMMENT
LOW	…versioned_docs/version-1.9.0/advanced/extend-telnet.md	41	# Monitoring application type(consistent with the file name) eg: linux windows tomcat mysql aws...	COMMENT
LOW	…versioned_docs/version-1.9.0/advanced/extend-telnet.md	61	# type-字段类型,样式(大部分映射input标签type属性)	COMMENT
LOW	…versioned_docs/version-1.9.0/advanced/extend-telnet.md	81	# 是否是必输项 true-必填 false-可选	COMMENT
LOW	…versioned_docs/version-1.9.0/advanced/extend-telnet.md	101	# 是否是必输项 true-必填 false-可选	COMMENT
LOW	…versioned_docs/version-1.9.0/advanced/extend-telnet.md	181	# the protocol used for monitoring, eg: sql, ssh, http, telnet, wmi, snmp, sdk	COMMENT
LOW	…versioned_docs/version-1.6.x/advanced/extend-telnet.md	41	# Monitoring application type(consistent with the file name) eg: linux windows tomcat mysql aws...	COMMENT
LOW	…versioned_docs/version-1.6.x/advanced/extend-telnet.md	61	# type-字段类型,样式(大部分映射input标签type属性)	COMMENT
LOW	…versioned_docs/version-1.6.x/advanced/extend-telnet.md	81	# 是否是必输项 true-必填 false-可选	COMMENT
LOW	…versioned_docs/version-1.6.x/advanced/extend-telnet.md	101	# 是否是必输项 true-必填 false-可选	COMMENT
LOW	…versioned_docs/version-1.6.x/advanced/extend-telnet.md	181	# the protocol used for monitoring, eg: sql, ssh, http, telnet, wmi, snmp, sdk	COMMENT
LOW	…versioned_docs/version-1.7.x/advanced/extend-telnet.md	41	# Monitoring application type(consistent with the file name) eg: linux windows tomcat mysql aws...	COMMENT
LOW	…versioned_docs/version-1.7.x/advanced/extend-telnet.md	61	# type-字段类型,样式(大部分映射input标签type属性)	COMMENT
LOW	…versioned_docs/version-1.7.x/advanced/extend-telnet.md	81	# 是否是必输项 true-必填 false-可选	COMMENT
LOW	…versioned_docs/version-1.7.x/advanced/extend-telnet.md	101	# 是否是必输项 true-必填 false-可选	COMMENT
LOW	…versioned_docs/version-1.7.x/advanced/extend-telnet.md	181	# the protocol used for monitoring, eg: sql, ssh, http, telnet, wmi, snmp, sdk	COMMENT
LOW	…versioned_docs/version-1.8.0/advanced/extend-telnet.md	41	# Monitoring application type(consistent with the file name) eg: linux windows tomcat mysql aws...	COMMENT
LOW	…versioned_docs/version-1.8.0/advanced/extend-telnet.md	61	# type-字段类型,样式(大部分映射input标签type属性)	COMMENT
LOW	…versioned_docs/version-1.8.0/advanced/extend-telnet.md	81	# 是否是必输项 true-必填 false-可选	COMMENT
LOW	…versioned_docs/version-1.8.0/advanced/extend-telnet.md	101	# 是否是必输项 true-必填 false-可选	COMMENT
LOW	…versioned_docs/version-1.8.0/advanced/extend-telnet.md	181	# the protocol used for monitoring, eg: sql, ssh, http, telnet, wmi, snmp, sdk	COMMENT
LOW	…gin-content-docs/version-1.9.0/advanced/extend-snmp.md	41	# The monitoring type eg: linux windows tomcat mysql aws...	COMMENT
LOW	…gin-content-docs/version-1.9.0/advanced/extend-snmp.md	61	# type-字段类型,样式(大部分映射input标签type属性)	COMMENT
LOW	…gin-content-docs/version-1.9.0/advanced/extend-snmp.md	81	# required-是否是必输项 true-必填 false-可选	COMMENT
LOW	…gin-content-docs/version-1.9.0/advanced/extend-snmp.md	121	# required-true or false	COMMENT
LOW	…gin-content-docs/version-1.9.0/advanced/extend-snmp.md	141	# required-true or false	COMMENT
LOW	…ugin-content-docs/version-1.9.0/advanced/extend-jmx.md	41	# The monitoring type eg: linux windows tomcat mysql aws...	COMMENT
LOW	…ugin-content-docs/version-1.9.0/advanced/extend-jmx.md	61	# type-字段类型,样式(大部分映射input标签type属性)	COMMENT
LOW	…ugin-content-docs/version-1.9.0/advanced/extend-jmx.md	81	# required-是否是必输项 true-必填 false-可选	COMMENT
LOW	…ugin-content-docs/version-1.9.0/advanced/extend-jmx.md	101	# 是否隐藏字段 true or false	COMMENT
LOW	…ugin-content-docs/version-1.9.0/advanced/extend-jmx.md	121	# required-是否是必输项 true-必填 false-可选	COMMENT
LOW	…ugin-content-docs/version-1.9.0/advanced/extend-jmx.md	141	# 是否隐藏字段 true or false	COMMENT
LOW	…in-content-docs/version-1.9.0/advanced/extend-point.md	61	# name-参数字段显示名称	COMMENT
LOW	…in-content-docs/version-1.9.0/advanced/extend-point.md	81	type: number	COMMENT
LOW	…in-content-docs/version-1.9.0/advanced/extend-point.md	101	type: text	COMMENT
LOW	…in-content-docs/version-1.9.0/advanced/extend-point.md	121	type: boolean	COMMENT
LOW	…in-content-docs/version-1.9.0/advanced/extend-point.md	141	hide: true	COMMENT
LOW	…content-docs/version-1.9.0/advanced/extend-tutorial.md	101	type: host	COMMENT
LOW	…n-content-docs/version-1.9.0/advanced/extend-telnet.md	41	# Monitoring application type(consistent with the file name) eg: linux windows tomcat mysql aws...	COMMENT
LOW	…n-content-docs/version-1.9.0/advanced/extend-telnet.md	61	# type-字段类型,样式(大部分映射input标签type属性)	COMMENT
LOW	…n-content-docs/version-1.9.0/advanced/extend-telnet.md	81	# 是否是必输项 true-必填 false-可选	COMMENT
LOW	…n-content-docs/version-1.9.0/advanced/extend-telnet.md	101	# 是否是必输项 true-必填 false-可选	COMMENT
LOW	…n-content-docs/version-1.9.0/advanced/extend-telnet.md	181	# the protocol used for monitoring, eg: sql, ssh, http, telnet, wmi, snmp, sdk	COMMENT
LOW	…gin-content-docs/version-1.6.x/advanced/extend-snmp.md	41	# The monitoring type eg: linux windows tomcat mysql aws...	COMMENT
LOW	…gin-content-docs/version-1.6.x/advanced/extend-snmp.md	61	# type-字段类型,样式(大部分映射input标签type属性)	COMMENT
LOW	…gin-content-docs/version-1.6.x/advanced/extend-snmp.md	81	# required-是否是必输项 true-必填 false-可选	COMMENT
LOW	…gin-content-docs/version-1.6.x/advanced/extend-snmp.md	121	# required-true or false	COMMENT
LOW	…gin-content-docs/version-1.6.x/advanced/extend-snmp.md	141	# required-true or false	COMMENT
LOW	…ugin-content-docs/version-1.6.x/advanced/extend-jmx.md	41	# The monitoring type eg: linux windows tomcat mysql aws...	COMMENT
LOW	…ugin-content-docs/version-1.6.x/advanced/extend-jmx.md	61	# type-字段类型,样式(大部分映射input标签type属性)	COMMENT
368 more matches not shown…

Fake / Example Data49 hits · 49 pts

Severity	File	Line	Snippet	Context
LOW	…sage-server/components/message-server-editors.test.tsx	94	expect(password).toHaveAttribute('placeholder', 'messageServer.secret.retainHint');	CODE
LOW	…sage-server/components/message-server-editors.test.tsx	107	'placeholder',	CODE
LOW	…sage-server/components/message-server-editors.test.tsx	122	'placeholder',	CODE
LOW	…rc/features/settings/plugin/api/plugin-param-schema.ts	49	if (define.type === 'password' && ('defaultValue' in define \|\| 'placeholder' in define)) {	CODE
LOW	…ngs/collector/components/collector-deploy-i18n.test.ts	30	'placeholder',	CODE
LOW	…atures/monitor/components/monitor-param-field.test.tsx	66	expect(screen.getByLabelText('Path')).toHaveAttribute('placeholder', '/health');	CODE
LOW	…atures/monitor/components/monitor-param-field.test.tsx	81	expect(screen.getByLabelText('Script')).toHaveAttribute('placeholder', 'command');	CODE
LOW	…es/monitor/components/monitor-editor-guidance.test.tsx	44	expect(screen.getByLabelText('Target Host')).toHaveAttribute('placeholder', 'monitor.editor.hostPlaceholder');	CODE
LOW	…es/monitor/components/monitor-editor-guidance.test.tsx	45	expect(screen.getByLabelText('monitor.name')).toHaveAttribute('placeholder', 'monitor.editor.namePlaceholder');	CODE
LOW	…onitor/components/monitor-editor-mysql-parity.test.tsx	82	expect(screen.getByLabelText('SSH Host')).toHaveAttribute('placeholder', 'When Enable SSH Tunnel');	CODE
LOW	…/src/features/monitor/pages/monitor-list-page.test.tsx	88	expect(labelInput).toHaveAttribute('placeholder', 'Labels, for example env:prod');	CODE
LOW	…components/alert-rule-metric-condition-editor.test.tsx	112	'placeholder',	CODE
LOW	…components/alert-rule-metric-condition-editor.test.tsx	116	'placeholder',	CODE
LOW	…components/alert-rule-metric-condition-editor.test.tsx	150	expect(textarea).toHaveAttribute('placeholder', 'alertRules.metricCondition.expressionPlaceholder');	CODE
LOW	…c/features/alert/components/alert-rule-fields.test.tsx	81	'placeholder',	CODE
LOW	…c/features/alert/components/alert-rule-fields.test.tsx	93	expect(screen.getByLabelText('alertRules.period')).toHaveAttribute('placeholder', 'alertRules.periodPlaceholder');	CODE
LOW	…c/features/alert/components/alert-rule-fields.test.tsx	98	'placeholder',	CODE
LOW	…c/features/alert/components/alert-rule-fields.test.tsx	201	expect(screen.getByLabelText('alertRules.window')).toHaveAttribute('placeholder', 'alertRules.windowPlaceholder');	CODE
LOW	…res/setup/components/setup-configuration-form.test.tsx	86	expect(screen.getByLabelText('JDBC URL')).toHaveAttribute('placeholder', 'jdbc:mysql://host:3306/hertzbeat');	CODE
LOW	…e/components/explore-log-calculated-v2-editor.test.tsx	445	'placeholder',	CODE
LOW	web-app/src/assets/i18n/ja-jp.json	2229	"placeholder": "一意の Collector 名を入力",	CODE
LOW	web-app/src/assets/i18n/ja-jp.json	3235	"placeholder": "優先度を選択してください"	CODE
LOW	web-app/src/assets/i18n/ja-jp.json	3239	"placeholder": "アラートモードを選択してください",	CODE
LOW	web-app/src/assets/i18n/ja-jp.json	4424	"placeholder": "質問を入力…"	CODE
LOW	web-app/src/assets/i18n/zh-cn.json	2229	"placeholder": "输入唯一的采集器名称",	CODE
LOW	web-app/src/assets/i18n/zh-cn.json	3235	"placeholder": "选择级别"	CODE
LOW	web-app/src/assets/i18n/zh-cn.json	3239	"placeholder": "请选择告警模式",	CODE
LOW	web-app/src/assets/i18n/zh-cn.json	4439	"placeholder": "输入问题…"	CODE
LOW	web-app/src/assets/i18n/pt-br.json	2229	"placeholder": "Digite um nome exclusivo para o Collector",	CODE
LOW	web-app/src/assets/i18n/pt-br.json	3235	"placeholder": "Selecione Prioridades"	CODE
LOW	web-app/src/assets/i18n/pt-br.json	3239	"placeholder": "Por favor selecione o modo de alerta",	CODE
LOW	web-app/src/assets/i18n/pt-br.json	4424	"placeholder": "Pergunte…"	CODE
LOW	web-app/src/assets/i18n/zh-tw.json	2229	"placeholder": "輸入唯一的採集器名稱",	CODE
LOW	web-app/src/assets/i18n/zh-tw.json	3235	"placeholder": "選擇級別"	CODE
LOW	web-app/src/assets/i18n/zh-tw.json	3239	"placeholder": "請選擇告警模式",	CODE
LOW	web-app/src/assets/i18n/zh-tw.json	4424	"placeholder": "輸入問題…"	CODE
LOW	web-app/src/assets/i18n/en-us.json	2229	"placeholder": "Enter a unique Collector name",	CODE
LOW	web-app/src/assets/i18n/en-us.json	3235	"placeholder": "Select Priorities"	CODE
LOW	web-app/src/assets/i18n/en-us.json	3239	"placeholder": "Please select alert mode",	CODE
LOW	web-app/src/assets/i18n/en-us.json	4439	"placeholder": "Ask anything…"	CODE
LOW	…nfig/ManagedMigrationConfigurationTransactionTest.java	612	java.util.Optional.of("mailer"), "alerts@example.org");	CODE
LOW	…er/setup/config/MigrationActivationClassifierTest.java	116	Optional.of("mailer"), "alerts@example.org");	CODE
LOW	…up/config/ManagedMetadataTargetStageOwnershipTest.java	175	"smtp.example", 587, MailSecurity.STARTTLS, Optional.of("mailer"), "alerts@example.org");	CODE
LOW	…nager/setup/config/ManagedMetadataTargetStageTest.java	421	"smtp.example", 587, MailSecurity.STARTTLS, Optional.of("mailer"), "alerts@example.org");	CODE
LOW	…nager/setup/config/ManagedMigrationActivationTest.java	441	Optional.of("mailer"), "alerts@example.org");	CODE
LOW	…ger/setup/config/MigrationCandidateDurabilityTest.java	233	"smtp.example", 587, MailSecurity.STARTTLS, Optional.of("mailer"), "alerts@example.org");	CODE
LOW	…/ai/gateway/runtime/AgentWebsiteBatchProposalTest.java	46	var secret = AgentWebsiteBatchProposal.inspect(Map.of("domains", List.of("apache.org", "https://secret:password@	CODE
LOW	…ool/monitor/AgentDefinitionCapabilityBoundaryTest.java	39	java.util.Map.of(field, "placeholder"),	CODE
LOW	…way/tool/interaction/AgentInteractionInputService.java	213	item.put("placeholder", field.placeholder());	CODE

Verbosity Indicators17 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW⚡	…rehouse/store/history/tsdb/doris/DorisDataStorage.java	215	// Step 1: First connect without database to create it if needed	STRING
LOW⚡	…rehouse/store/history/tsdb/doris/DorisDataStorage.java	224	// Step 2: Build URL with database	STRING
LOW⚡	…rehouse/store/history/tsdb/doris/DorisDataStorage.java	227	// Step 3: Create connection pool with database	STRING
LOW⚡	…rehouse/store/history/tsdb/doris/DorisDataStorage.java	232	// Step 4: Create table	STRING
LOW⚡	…hertzbeat/alert/service/impl/TencentSmsClientImpl.java	203	// Step 1: Construct the canonical request string	COMMENT
LOW⚡	…hertzbeat/alert/service/impl/TencentSmsClientImpl.java	213	// Step 2: Construct the string to sign	COMMENT
LOW⚡	…hertzbeat/alert/service/impl/TencentSmsClientImpl.java	219	// Step 3: Calculate the signature	COMMENT
LOW⚡	…hertzbeat/alert/service/impl/TencentSmsClientImpl.java	226	// Step 4: Construct the Authorization header	COMMENT
LOW⚡	…hertzbeat/alert/service/impl/AlibabaSmsClientImpl.java	180	// Step 1: Build canonical request	COMMENT
LOW⚡	…hertzbeat/alert/service/impl/AlibabaSmsClientImpl.java	183	// Step 2: Build string to sign	COMMENT
LOW⚡	…hertzbeat/alert/service/impl/AlibabaSmsClientImpl.java	186	// Step 3: Calculate signature	COMMENT
LOW⚡	…hertzbeat/alert/service/impl/AlibabaSmsClientImpl.java	189	// Step 4: Build authorization header	COMMENT
LOW⚡	…c/main/resources/skills/mysql_slow_query_diagnosis.yml	39	# Step 1: Get slow query statistics	COMMENT
LOW⚡	…c/main/resources/skills/mysql_slow_query_diagnosis.yml	47	# Step 2: Get current process list	COMMENT
LOW⚡	…c/main/resources/skills/mysql_slow_query_diagnosis.yml	54	# Step 3: Get lock wait information	COMMENT
LOW⚡	…c/main/resources/skills/mysql_slow_query_diagnosis.yml	61	# Step 4: Get global status for slow query metrics	COMMENT
LOW⚡	…c/main/resources/skills/mysql_slow_query_diagnosis.yml	69	# Step 5: LLM analyze and generate diagnosis report	COMMENT

Structural Annotation Overuse17 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW⚡	…rehouse/store/history/tsdb/doris/DorisDataStorage.java	215	// Step 1: First connect without database to create it if needed	STRING
LOW⚡	…rehouse/store/history/tsdb/doris/DorisDataStorage.java	224	// Step 2: Build URL with database	STRING
LOW⚡	…rehouse/store/history/tsdb/doris/DorisDataStorage.java	227	// Step 3: Create connection pool with database	STRING
LOW⚡	…rehouse/store/history/tsdb/doris/DorisDataStorage.java	232	// Step 4: Create table	STRING
LOW⚡	…hertzbeat/alert/service/impl/TencentSmsClientImpl.java	203	// Step 1: Construct the canonical request string	COMMENT
LOW⚡	…hertzbeat/alert/service/impl/TencentSmsClientImpl.java	213	// Step 2: Construct the string to sign	COMMENT
LOW⚡	…hertzbeat/alert/service/impl/TencentSmsClientImpl.java	219	// Step 3: Calculate the signature	COMMENT
LOW⚡	…hertzbeat/alert/service/impl/TencentSmsClientImpl.java	226	// Step 4: Construct the Authorization header	COMMENT
LOW⚡	…hertzbeat/alert/service/impl/AlibabaSmsClientImpl.java	180	// Step 1: Build canonical request	COMMENT
LOW⚡	…hertzbeat/alert/service/impl/AlibabaSmsClientImpl.java	183	// Step 2: Build string to sign	COMMENT
LOW⚡	…hertzbeat/alert/service/impl/AlibabaSmsClientImpl.java	186	// Step 3: Calculate signature	COMMENT
LOW⚡	…hertzbeat/alert/service/impl/AlibabaSmsClientImpl.java	189	// Step 4: Build authorization header	COMMENT
LOW⚡	…c/main/resources/skills/mysql_slow_query_diagnosis.yml	39	# Step 1: Get slow query statistics	COMMENT
LOW⚡	…c/main/resources/skills/mysql_slow_query_diagnosis.yml	47	# Step 2: Get current process list	COMMENT
LOW⚡	…c/main/resources/skills/mysql_slow_query_diagnosis.yml	54	# Step 3: Get lock wait information	COMMENT
LOW⚡	…c/main/resources/skills/mysql_slow_query_diagnosis.yml	61	# Step 4: Get global status for slow query metrics	COMMENT
LOW⚡	…c/main/resources/skills/mysql_slow_query_diagnosis.yml	69	# Step 5: LLM analyze and generate diagnosis report	COMMENT

Unused Imports15 hits · 14 pts

Severity	File	Line	Context
LOW	script/ci/test_verify_otel_runtime_sbom_platform.py	20	CODE
LOW	script/ci/test_verify_server_release_package.py	20	CODE
LOW	script/ci/test_current_mcp_docs_boundary.py	20	CODE
LOW	script/ci/test_verify_hybrid_collector_jvm_package.py	20	CODE
LOW	script/ci/verify-otel-runtime-sbom-platform.py	20	CODE
LOW	…ipt/ci/test_verify_hybrid_collector_release_content.py	20	CODE
LOW	script/ci/verify-server-release-package.py	20	CODE
LOW	script/ci/verify-hybrid-collector-jvm-runtime-assets.py	20	CODE
LOW	…t_prepare_hybrid_collector_native_container_context.py	20	CODE
LOW	script/ci/find_maven_release_command.py	20	CODE
LOW	script/ci/test_hybrid_collector_systemd_install.py	20	CODE
LOW	script/ci/test_official_otel_demo_metrics_poll.py	20	CODE
LOW	script/ci/test_observability_module_boundary.py	20	CODE
LOW	script/dev/seed-verify-alert-notice.py	18	CODE
LOW	script/dev/status-public-demo.py	18	CODE

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	script/ci/test_verify_server_release_package.py	315	n=$(cat "$PROOF_COUNT" 2>/dev/null \|\| echo 0); n=$((n + 1)); echo "$n" > "$PROOF_COUNT"	CODE
HIGH	…ipt/ci/test_verify_hybrid_collector_release_content.py	870	count=$(cat "$PROOF_COUNT" 2>/dev/null \|\| echo 0)	CODE

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	script/ci/test_verify_server_release_package.py	262	except ProcessLookupError:	CODE
HIGH	…ipt/ci/test_verify_hybrid_collector_release_content.py	993	except ProcessLookupError:	CODE

Excessive Try-Catch Wrapping6 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	script/ci/auth_contract_test.py	86	except Exception as error:	CODE
MEDIUM	script/ci/auth_contract_test.py	54	def decode_json(body, context):	CODE
LOW	script/ci/docs/check_file_name.py	28	except Exception as e:	CODE
MEDIUM	script/ci/docs/check_file_name.py	29	print(f"Error reading configuration file: {e}")	CODE
MEDIUM	script/ci/docs/check_file_name.py	23	def read_config(file_path):	CODE
LOW	…ector/runtime/otel/OtelPhpZeroCodeIntegrationTest.java	592	except Exception:	CODE

AI Slop Vocabulary4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…at-manager/src/main/resources/define/app-hertzbeat.yml	161	# http url, we don't need to enter a parameter here, just set the fixed value to /api/summary	COMMENT
LOW	…rtzbeat-manager/src/main/resources/define/app-emqx.yml	161	# http url, we don't need to enter a parameter here, just set the fixed value to /api/summary	COMMENT
LOW	…rtzbeat-manager/src/main/resources/define/app-emqx.yml	306	# http url, we don't need to enter a parameter here, just set the fixed value to /api/summary	COMMENT
LOW	…rtzbeat-manager/src/main/resources/define/app-emqx.yml	520	# http url, we don't need to enter a parameter here, just set the fixed value to /api/summary	COMMENT

Deep Nesting7 hits · 6 pts

Severity	File	Line	Context
LOW	script/ci/test_verify_server_release_package.py	296	CODE
LOW	script/ci/verify-hybrid-collector-release-content.py	329	CODE
LOW	script/ci/verify-hybrid-collector-release-content.py	681	CODE
LOW	script/ci/verify-hybrid-collector-release-content.py	767	CODE
LOW	…ipt/ci/test_verify_hybrid_collector_release_content.py	654	CODE
LOW	…ipt/ci/test_verify_hybrid_collector_release_content.py	672	CODE
LOW	script/ci/docs/check_file_name.py	33	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	mcp-servers/mcp-bash-server/config.toml	26	# Set env to "development" or "production", production uses oauth2.0.	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	script/dev/smoke-entity-alert-feedback.py	163	def update_group_alert_status(base_url: str, token: str, group_id: int, status: str) -> None:	CODE

AI Structural Patterns1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	…ipt/ci/test_verify_hybrid_collector_release_content.py	169		CODE

apache/hertzbeat

Open-Source Code Quality, Security and Technical Debt Review