2.5

Adjusted Signal

2.5

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

32.5K

Stars

TypeScript

Language

1.4M

Lines of Code

8.0K

Files

2.1K

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 6.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1573 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 51 finding(s).

Agent Over-Engineering Ratio 9.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1750 finding(s).

PR Review Velocity Impact 11.4/100 · LOW

Which changes need focused human review? 2101 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 4HIGH 49MEDIUM 458LOW 1590

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 2101 distinct pattern matches across 21 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.

Decorative Section Separators424 hits · 1346 pts

Severity	File	Line	Snippet	Context
MEDIUM	…e/Drilldown/__tests__/useBaseDrilldownNavigate.test.ts	27	// ─── Fixtures ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…e/Drilldown/__tests__/useBaseDrilldownNavigate.test.ts	74	// ─── getRoute ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…e/Drilldown/__tests__/useBaseDrilldownNavigate.test.ts	90	// ─── buildDrilldownUrl ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…e/Drilldown/__tests__/useBaseDrilldownNavigate.test.ts	182	// ─── useBaseDrilldownNavigate ─────────────────────────────────────────────────	COMMENT
MEDIUM	…nd/src/container/MetricsExplorer/Explorer/Explorer.tsx	205	// ─── AI Assistant page actions (only when license feature is on) ───────────	COMMENT
MEDIUM	…nd/src/container/MetricsExplorer/Explorer/Explorer.tsx	238	// ───────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/container/WidgetCard/utils.ts	43	// ── EXPAND ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/container/WidgetCard/utils.ts	70	// ── COLLAPSE ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…src/container/WidgetCard/__tests__/rowCollapse.test.ts	12	// ─── fixtures ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…src/container/WidgetCard/__tests__/rowCollapse.test.ts	45	// ─── frozen-input guard (regression for zustand/immer read-only bug) ──────────	COMMENT
MEDIUM	…src/container/WidgetCard/__tests__/rowCollapse.test.ts	80	// ─── collapse behaviour ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…src/container/WidgetCard/__tests__/rowCollapse.test.ts	116	// ─── expand behaviour ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…src/container/WidgetCard/__tests__/rowCollapse.test.ts	155	// ─── y-offset adjustment ──────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/container/AIAssistant/getAutoContexts.ts	32	// ── Dashboards ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/container/AIAssistant/getAutoContexts.ts	103	// ── Alerts ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/container/AIAssistant/getAutoContexts.ts	190	// ── Services ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/container/AIAssistant/getAutoContexts.ts	227	// ── Logs ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/container/AIAssistant/getAutoContexts.ts	250	// ── Traces ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/container/AIAssistant/getAutoContexts.ts	288	// ── Metrics ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…iner/AIAssistant/AIAssistantPanel/AIAssistantPanel.tsx	75	// ── Resize logic ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…d/src/container/AIAssistant/components/blocks/index.ts	17	// ─── Register built-in block types ───────────────────────────────────────────	COMMENT
MEDIUM	…d/src/container/AIAssistant/components/blocks/index.ts	24	// ─── Public exports ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ssistant/components/blocks/ActionBlock/ActionBlock.tsx	63	// ── Shared execute logic ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…ssistant/components/blocks/ActionBlock/ActionBlock.tsx	97	// ── Auto-apply: fire immediately on mount if the action opts in ──────────────	COMMENT
MEDIUM	…ssistant/components/blocks/ActionBlock/ActionBlock.tsx	125	// ── Terminal states ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ssistant/components/blocks/ActionBlock/ActionBlock.tsx	154	// ── Loading (autoApply in progress) ─────────────────────────────────────────	COMMENT
MEDIUM	…ssistant/components/blocks/ActionBlock/ActionBlock.tsx	165	// ── Pending: manual confirmation card ────────────────────────────────────────	COMMENT
MEDIUM	…ntainer/AIAssistant/components/ChatInput/ChatInput.tsx	531	// ── Voice input ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ntainer/AIAssistant/components/ChatInput/ChatInput.tsx	669	// ── Push-to-talk (Cmd/Ctrl + Shift + Space) ────────────────────────────────	COMMENT
MEDIUM	…iner/AIAssistant/AIAssistantModal/AIAssistantModal.tsx	87	// ── Handlers ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rc/container/AIAssistant/hooks/useSpeechRecognition.ts	3	// ── Web Speech API types (not yet in lib.dom.d.ts) ────────────────────────────	COMMENT
MEDIUM	…rc/container/AIAssistant/hooks/useSpeechRecognition.ts	41	// ── Vendor-prefix shim for Safari / older browsers ────────────────────────────	COMMENT
MEDIUM	…tainer/LLMObservability/Settings/ModelPricing/utils.ts	30	// ─── Input helpers ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tainer/LLMObservability/Settings/ModelPricing/utils.ts	40	// ─── Display helpers ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tainer/LLMObservability/Settings/ModelPricing/utils.ts	80	// ─── Drawer draft <-> API helpers ────────────────────────────────────────────	COMMENT
MEDIUM	…d/src/container/LLMObservability/Explorer/Explorer.tsx	128	// ─── AI Assistant page actions (only when license feature is on) ───────────	COMMENT
MEDIUM	…d/src/container/LLMObservability/Explorer/Explorer.tsx	165	// ───────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…lugins/TooltipPlugin/__tests__/syncDisplayHook.test.ts	92	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…lugins/TooltipPlugin/__tests__/syncDisplayHook.test.ts	99	// ── guard ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…lugins/TooltipPlugin/__tests__/syncDisplayHook.test.ts	112	// ── source panel ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…lugins/TooltipPlugin/__tests__/syncDisplayHook.test.ts	175	// ── receiver panel ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…lugins/TooltipPlugin/__tests__/syncDisplayHook.test.ts	206	// ── exact groupBy match ───────────────────────────────────────────────	COMMENT
MEDIUM	…lugins/TooltipPlugin/__tests__/syncDisplayHook.test.ts	342	// ── partial groupBy overlap ───────────────────────────────────────────	COMMENT
MEDIUM	…lugins/TooltipPlugin/__tests__/syncDisplayHook.test.ts	434	// ── union across queries in groupByPerQuery ───────────────────────────	COMMENT
MEDIUM	…lugins/TooltipPlugin/__tests__/syncDisplayHook.test.ts	472	// ── no overlap (Filtered mode default) ────────────────────────────────	COMMENT
MEDIUM	…lugins/TooltipPlugin/__tests__/syncDisplayHook.test.ts	523	// ── filterMode: All ──────────────────────────────────────────────────	COMMENT
MEDIUM	…lugins/TooltipPlugin/__tests__/syncDisplayHook.test.ts	570	// ── caching ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ctions/ThresholdsSection/ThresholdsSection.module.scss	13	// ── View mode: compact summary row ──────────────────────────────────────────	COMMENT
MEDIUM	…ctions/ThresholdsSection/ThresholdsSection.module.scss	65	// ── Edit mode: labelled form ────────────────────────────────────────────────	COMMENT
MEDIUM	…ctions/ThresholdsSection/ThresholdsSection.module.scss	123	// ── Shared ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/pages/LogsExplorer/index.tsx	128	// ─── AI Assistant page actions (only when license feature is on) ───────────	COMMENT
MEDIUM	frontend/src/pages/LogsExplorer/index.tsx	165	// ───────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/pages/TracesExplorer/index.tsx	142	// ─── AI Assistant page actions (only when license feature is on) ───────────	COMMENT
MEDIUM	frontend/src/pages/TracesExplorer/index.tsx	179	// ───────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tion/tests/alertmanager/04_notification_channels_v2.py	629	# ── stage 1: create one channel per kind, oldest first ───────────────────	COMMENT
MEDIUM	…tion/tests/alertmanager/04_notification_channels_v2.py	646	# ── stage 2: list ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tion/tests/alertmanager/04_notification_channels_v2.py	666	# ── stage 3: update ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…tion/tests/alertmanager/04_notification_channels_v2.py	694	# ── stage 4: search by display name ───────────────────────────────────────	COMMENT
MEDIUM	…tion/tests/alertmanager/04_notification_channels_v2.py	707	# ── stage 5: filter by kind ───────────────────────────────────────────────	COMMENT
MEDIUM	…tion/tests/alertmanager/04_notification_channels_v2.py	722	# ── stage 6: page ─────────────────────────────────────────────────────────	COMMENT
364 more matches not shown…

Hyper-Verbose Identifiers1273 hits · 1246 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/types/api/alerts/convert.ts	94	export function toPostableRuleDTOFromAlertDef(	CODE
LOW	…ders/preferences/context/PreferenceContextProvider.tsx	21	export function PreferenceContextProvider({	CODE
LOW	…roviders/Dashboard/store/dynamicVariableSuggestions.ts	21	export function setDynamicVariableSuggestions(	CODE
LOW	frontend/src/AppRoutes/sentryFilters.ts	43	export function isExternalIntegrationError(event: ErrorEvent): boolean {	CODE
LOW	frontend/src/tests/nuqs-helpers.ts	35	export function getCurrentNuqsQueryString(): string {	CODE
LOW	frontend/src/tests/nuqs-helpers.ts	39	export function getCurrentNuqsSearchParams(): URLSearchParams {	CODE
LOW	frontend/src/utils/buildExplorerNavigationUrl.ts	8	export function buildExplorerNavigationUrl(	CODE
LOW	frontend/src/utils/compositeQueryToQueryEnvelope.ts	40	export function compositeQueryToQueryEnvelope(	CODE
LOW	frontend/src/utils/aggregationConverter.ts	18	export function convertAggregationsToBaseAutocompleteData(	CODE
LOW	frontend/src/utils/aggregationConverter.ts	86	export function getAggregationOptionsForOrderBy(query: {	CODE
LOW	frontend/src/utils/aggregationConverter.ts	107	export function getParsedAggregationOptionsForOrderBy(query: {	CODE
LOW	frontend/src/utils/metricsTimeStorageUtils.ts	12	export function persistTimeDurationForRoute(	CODE
LOW	frontend/src/utils/queryContextUtils.ts	124	export function getCurrentValueIndexAtCursor(	CODE
LOW	frontend/src/utils/queryContextUtils.ts	154	function determineContextBoundaries(	CODE
LOW	frontend/src/utils/sanitizeOrderBy.ts	8	export function sanitizeOrderByForExplorer(	CODE
LOW	frontend/src/utils/getUnstableCurrentSearchParams.ts	28	export function getUnstableCurrentSearchParams(): URLSearchParams {	CODE
LOW	…RowDismissibleCallout/LicenseRowDismissibleCallout.tsx	15	function LicenseRowDismissibleCallout(): JSX.Element \| null {	CODE
LOW	frontend/src/container/ExplorerActions/utils.ts	34	export function getExplorerActionEventPayload({	CODE
LOW	…tionSettings/AuthDomain/CreateEdit/CreateEdit.utils.ts	50	export function convertGroupMappingsToRecord(	CODE
LOW	…tionSettings/AuthDomain/CreateEdit/CreateEdit.utils.ts	70	export function convertGroupMappingsToList(	CODE
LOW	…tionSettings/AuthDomain/CreateEdit/CreateEdit.utils.ts	86	export function convertDomainMappingsToRecord(	CODE
LOW	…tionSettings/AuthDomain/CreateEdit/CreateEdit.utils.ts	111	export function convertDomainMappingsToList(	CODE
LOW	…gs/AuthDomain/CreateEdit/Providers/AuthnGoogleAuth.tsx	23	function ConfigureGoogleAuthAuthnProvider({	CODE
LOW	…Settings/AuthDomain/CreateEdit/Providers/AuthnSAML.tsx	16	function ConfigureSAMLAuthnProvider({	CODE
LOW	…Settings/AuthDomain/CreateEdit/Providers/AuthnOIDC.tsx	16	function ConfigureOIDCAuthnProvider({	CODE
LOW	…/MeterExplorer/Explorer/useTimeSeriesTimeManagement.ts	29	export function useTimeSeriesTimeManagement({	CODE
LOW	frontend/src/container/CreateAlertV2/utils.tsx	84	export function getEvaluationWindowStateFromAlertDef(	CODE
LOW	frontend/src/container/CreateAlertV2/utils.tsx	89	function getRollingWindowTimeframe(): string {	CODE
LOW	frontend/src/container/CreateAlertV2/utils.tsx	101	function getCumulativeWindowTimeframe(): string {	CODE
LOW	frontend/src/container/CreateAlertV2/utils.tsx	120	function getCumulativeWindowStartingAt(): EvaluationWindowState['startingAt'] {	CODE
LOW	frontend/src/container/CreateAlertV2/utils.tsx	183	export function getNotificationSettingsStateFromAlertDef(	CODE
LOW	frontend/src/container/CreateAlertV2/utils.tsx	217	export function getAdvancedOptionsStateFromAlertDef(	CODE
LOW	frontend/src/container/CreateAlertV2/utils.tsx	251	export function getThresholdStateFromAlertDef(	CODE
LOW	frontend/src/container/CreateAlertV2/utils.tsx	296	export function getCreateAlertLocalStateFromAlertDef(	CODE
LOW	frontend/src/container/CreateAlertV2/Footer/utils.tsx	67	export function getNotificationSettingsProps(	CODE
LOW	frontend/src/container/CreateAlertV2/Footer/utils.tsx	103	export function getEnforceMinimumDatapointsProps(	CODE
LOW	frontend/src/container/CreateAlertV2/Footer/utils.tsx	217	export function buildCreateThresholdAlertRulePayload(	CODE
LOW	frontend/src/container/CreateAlertV2/Footer/utils.tsx	302	export function buildCreateAnomalyAlertRulePayload(	CODE
LOW	frontend/src/container/CreateAlertV2/Footer/utils.tsx	335	export function buildCreateAlertRulePayload(	CODE
LOW	…tainer/CreateAlertV2/context/resolveUrlAlertPrefill.ts	41	function parseEvaluationWindowPreset(	CODE
LOW	frontend/src/container/CreateAlertV2/context/utils.tsx	102	export function getInitialAlertTypeFromURL(	CODE
LOW	…d/src/container/CreateAlertV2/AlertCondition/utils.tsx	73	export function getCategorySelectOptionByName(	CODE
LOW	…d/src/container/CreateAlertV2/AlertCondition/utils.tsx	426	export function NotificationChannelsNotFoundContent({	CODE
LOW	…c/container/CreateAlertV2/EvaluationSettings/utils.tsx	90	export function buildAlertScheduleFromRRule(	CODE
LOW	…c/container/CreateAlertV2/EvaluationSettings/utils.tsx	144	function generateMonthlyOccurrences(	CODE
LOW	…c/container/CreateAlertV2/EvaluationSettings/utils.tsx	181	function generateWeeklyOccurrences(	CODE
LOW	…c/container/CreateAlertV2/EvaluationSettings/utils.tsx	242	export function buildAlertScheduleFromCustomSchedule(	CODE
LOW	…end/src/container/CreateAlertV2/QuerySection/utils.tsx	8	export function buildAlertDefForChartPreview({	CODE
LOW	…teAlertV2/QuerySection/__tests__/ChartPreview.test.tsx	32	function MockChartPreviewComponent(props: any): JSX.Element {	CODE
LOW	…teAlertV2/QuerySection/__tests__/QuerySection.test.tsx	59	function MockQuerySectionComponent({	CODE
LOW	…filters/MetricNameSelector/MetricNameSelector.test.tsx	547	function StatefulMetricQueryHarness({	CODE
LOW	…QueryBuilderSearchV2/ExampleQueriesRendererForLogs.tsx	3	function ExampleQueriesRendererForLogs({	CODE
LOW	…ner/QueryBuilder/filters/QueryBuilderSearchV2/utils.ts	50	export function isExistsNotExistsOperator(value: string): boolean {	CODE
LOW	…ner/QueryBuilder/filters/QueryBuilderSearchV2/utils.ts	155	export function replaceStringWithMaxLength(	CODE
LOW	…ner/QueryBuilder/filters/QueryBuilderSearchV2/utils.ts	198	export function convertExampleQueriesToOptions(	CODE
LOW	…rs/QueryBuilderSearchV2/QueryBuilderSearchDropdown.tsx	31	export default function QueryBuilderSearchDropdown(	CODE
LOW	…ntainer/PlannedDowntime/PlannedDowntimeActionsMenu.tsx	15	function PlannedDowntimeActionsMenu({	CODE
LOW	frontend/src/container/PlannedDowntime/table.config.tsx	34	export function getPlannedDowntimeColumns(	CODE
LOW	…ontainer/PlannedDowntime/PlannedDowntimeEmptyState.tsx	15	function PlannedDowntimeEmptyState({	CODE
LOW	…ntainer/PlannedDowntime/PlannedDowntimeDeleteModal.tsx	16	export function PlannedDowntimeDeleteModal(	CODE
1213 more matches not shown…

Cross-File Repetition38 hits · 190 pts

Severity	File	Snippet	Context
HIGH	…sts/integration/tests/inframonitoring/04_namespaces.py	a never-ingested metric surfaces a non-blocking warning (200 + data), not a hard error: the endpoint returns the entity	STRING
HIGH	tests/integration/tests/inframonitoring/05_clusters.py	a never-ingested metric surfaces a non-blocking warning (200 + data), not a hard error: the endpoint returns the entity	STRING
HIGH	tests/integration/tests/inframonitoring/03_nodes.py	a never-ingested metric surfaces a non-blocking warning (200 + data), not a hard error: the endpoint returns the entity	STRING
HIGH	…ts/integration/tests/inframonitoring/07_deployments.py	a never-ingested metric surfaces a non-blocking warning (200 + data), not a hard error: the endpoint returns the entity	STRING
HIGH	tests/integration/tests/inframonitoring/09_jobs.py	a never-ingested metric surfaces a non-blocking warning (200 + data), not a hard error: the endpoint returns the entity	STRING
HIGH	tests/integration/tests/inframonitoring/02_pods.py	a never-ingested metric surfaces a non-blocking warning (200 + data), not a hard error: the endpoint returns the entity	STRING
HIGH	…sts/integration/tests/inframonitoring/04_namespaces.py	malformed filter grammar (trailing operator, unclosed paren) returns 400 invalid_input with structured errors.	STRING
HIGH	…s/integration/tests/inframonitoring/08_statefulsets.py	malformed filter grammar (trailing operator, unclosed paren) returns 400 invalid_input with structured errors.	STRING
HIGH	tests/integration/tests/inframonitoring/01_hosts.py	malformed filter grammar (trailing operator, unclosed paren) returns 400 invalid_input with structured errors.	STRING
HIGH	tests/integration/tests/inframonitoring/05_clusters.py	malformed filter grammar (trailing operator, unclosed paren) returns 400 invalid_input with structured errors.	STRING
HIGH	tests/integration/tests/inframonitoring/03_nodes.py	malformed filter grammar (trailing operator, unclosed paren) returns 400 invalid_input with structured errors.	STRING
HIGH	tests/integration/tests/inframonitoring/06_volumes.py	malformed filter grammar (trailing operator, unclosed paren) returns 400 invalid_input with structured errors.	STRING
HIGH	…ts/integration/tests/inframonitoring/07_deployments.py	malformed filter grammar (trailing operator, unclosed paren) returns 400 invalid_input with structured errors.	STRING
HIGH	tests/integration/tests/inframonitoring/09_jobs.py	malformed filter grammar (trailing operator, unclosed paren) returns 400 invalid_input with structured errors.	STRING
HIGH	tests/integration/tests/inframonitoring/02_pods.py	malformed filter grammar (trailing operator, unclosed paren) returns 400 invalid_input with structured errors.	STRING
HIGH	…sts/integration/tests/inframonitoring/10_daemonsets.py	malformed filter grammar (trailing operator, unclosed paren) returns 400 invalid_input with structured errors.	STRING
HIGH	…sts/integration/tests/inframonitoring/04_namespaces.py	pagination: per-page len matches min(limit, total-offset), total invariant, pages cover the full set with no overlap. th	STRING
HIGH	…s/integration/tests/inframonitoring/08_statefulsets.py	pagination: per-page len matches min(limit, total-offset), total invariant, pages cover the full set with no overlap. th	STRING
HIGH	tests/integration/tests/inframonitoring/01_hosts.py	pagination: per-page len matches min(limit, total-offset), total invariant, pages cover the full set with no overlap. th	STRING
HIGH	tests/integration/tests/inframonitoring/05_clusters.py	pagination: per-page len matches min(limit, total-offset), total invariant, pages cover the full set with no overlap. th	STRING
HIGH	tests/integration/tests/inframonitoring/03_nodes.py	pagination: per-page len matches min(limit, total-offset), total invariant, pages cover the full set with no overlap. th	STRING
HIGH	tests/integration/tests/inframonitoring/06_volumes.py	pagination: per-page len matches min(limit, total-offset), total invariant, pages cover the full set with no overlap. th	STRING
HIGH	…ts/integration/tests/inframonitoring/07_deployments.py	pagination: per-page len matches min(limit, total-offset), total invariant, pages cover the full set with no overlap. th	STRING
HIGH	tests/integration/tests/inframonitoring/09_jobs.py	pagination: per-page len matches min(limit, total-offset), total invariant, pages cover the full set with no overlap. th	STRING
HIGH	tests/integration/tests/inframonitoring/02_pods.py	pagination: per-page len matches min(limit, total-offset), total invariant, pages cover the full set with no overlap. th	STRING
HIGH	…sts/integration/tests/inframonitoring/10_daemonsets.py	pagination: per-page len matches min(limit, total-offset), total invariant, pages cover the full set with no overlap. th	STRING
HIGH	…sts/integration/tests/inframonitoring/04_namespaces.py	every orderby column x direction: total/len stay k (invariant under sort) and records come back sorted by the requested	STRING
HIGH	tests/integration/tests/inframonitoring/05_clusters.py	every orderby column x direction: total/len stay k (invariant under sort) and records come back sorted by the requested	STRING
HIGH	tests/integration/tests/inframonitoring/03_nodes.py	every orderby column x direction: total/len stay k (invariant under sort) and records come back sorted by the requested	STRING
HIGH	tests/integration/tests/inframonitoring/06_volumes.py	every orderby column x direction: total/len stay k (invariant under sort) and records come back sorted by the requested	STRING
HIGH	tests/integration/tests/inframonitoring/09_jobs.py	every orderby column x direction: total/len stay k (invariant under sort) and records come back sorted by the requested	STRING
HIGH	tests/integration/tests/inframonitoring/02_pods.py	every orderby column x direction: total/len stay k (invariant under sort) and records come back sorted by the requested	STRING
HIGH	…sts/integration/tests/inframonitoring/10_daemonsets.py	every orderby column x direction: total/len stay k (invariant under sort) and records come back sorted by the requested	STRING
HIGH	…/integration/tests/cloudintegrations/01_credentials.py	apply a license so that subsequent cloud integration calls succeed.	STRING
HIGH	…sts/integration/tests/cloudintegrations/04_accounts.py	apply a license so that subsequent cloud integration calls succeed.	STRING
HIGH	…tegration/tests/cloudintegrations/02_create_account.py	apply a license so that subsequent cloud integration calls succeed.	STRING
HIGH	…sts/integration/tests/cloudintegrations/05_services.py	apply a license so that subsequent cloud integration calls succeed.	STRING
HIGH	…tegration/tests/cloudintegrations/03_agent_check_in.py	apply a license so that subsequent cloud integration calls succeed.	STRING

Over-Commented Block171 hits · 168 pts

Severity	File	Line	Snippet	Context
LOW	frontend/pnpm-workspace.yaml	1	blockExoticSubdeps: true	COMMENT
LOW	frontend/pnpm-workspace.yaml	21	# via: babel-plugin-istanbul > test-exclude@6 > minimatch@3.1.5 (^1.1.7); also glob@7	COMMENT
LOW	frontend/pnpm-workspace.yaml	41	# (latest 13.1.0) and monaco-editor (latest 0.55.1) still pin vulnerable versions	COMMENT
LOW	frontend/pnpm-workspace.yaml	61	# remove: blocked, both consumers cap js-yaml at ^4 and only 4.3.2 carries the fix	COMMENT
LOW	frontend/pnpm-workspace.yaml	81	react-router@>=6.7.0 <6.30.6: '>=6.30.6 <7'	COMMENT
LOW	frontend/.storybook/test-runner.ts	1	import { getStoryContext } from '@storybook/test-runner';	COMMENT
LOW	frontend/.storybook/preview-head.html	41	// trial countdowns all derive from `now`, and Chromatic does not freeze the	COMMENT
LOW	frontend/src/auto-import-registry.d.ts	1	// -------------------------------------------------------------------------	COMMENT
LOW	frontend/src/tests/nuqs-helpers.ts	1	// Helpers for tests that drive components built with `nuqs`.	COMMENT
LOW	frontend/src/utils/queryContextUtils.ts	601	const contextBoundaries = determineContextBoundaries(	COMMENT
LOW	…teAlertV2/NotificationSettings/NotificationMessage.tsx	21	// { variable: '{{unit}}', description: 'Unit of measurement for the metric' },	COMMENT
LOW	…lder/filters/MetricNameSelector/MetricNameSelector.tsx	41	metricName: string,	COMMENT
LOW	…lder/filters/MetricNameSelector/MetricNameSelector.tsx	61	// the dropdown. If the name differs from the current metric, it's resolved	COMMENT
LOW	…/src/components/QueryBuilderV2/__tests__/utils.test.ts	1021	const expression = "service.name = 'api-gateway'";	COMMENT
LOW	…components/MarkdownContent/MarkdownContent.module.scss	1	@use '../../../../../../../../styles/scrollbar' as *;	COMMENT
LOW	…tend/src/pages/DashboardsListPage/utils/filterQuery.ts	1	// Pure, side-effect-free helpers over the backend list-filter DSL string	COMMENT
LOW	…dsListPage/components/NewDashboardModal/importUtils.ts	1	import {	COMMENT
LOW	…ModulePage/LiveLogs/stories/LiveLogs.stories.mocks.tsx	101	// is open for an instant. The chart's other source is the payload the	COMMENT
LOW	frontend/src/pages/Services/Metrics.test.tsx	41		COMMENT
LOW	frontend/src/pages/Services/Metrics.test.tsx	61	// /6d4af7f0-4884-4a37-abd4-6bdbee29fa04/i,	COMMENT
LOW	…s/TraceDetailsV3/SpanDetailsPanel/SpanDetailsPanel.tsx	141	// key: 'copy-value',	COMMENT
LOW	…s/TraceDetailsV3/SpanDetailsPanel/SpanDetailsPanel.tsx	261	// Object.entries(selectedSpan.attributes \|\| {}).forEach(([k, v]) => {	COMMENT
LOW	…/TraceFlamegraph/__tests__/computeVisualLayout.test.ts	421	// a, b → row 1 (no overlap, share row)	COMMENT
LOW	ee/anomaly/params.go	41	}	COMMENT
LOW	ee/anomaly/params.go	61	PastPeriodQuery qbtypes.QueryRangeRequest	COMMENT
LOW	ee/sqlschema/postgressqlschema/provider.go	221	// generate_series over indnkeyatts (count of key columns, excluding non-key	COMMENT
LOW	ee/query-service/anomaly/params.go	41	Seasonality Seasonality	COMMENT
LOW	ee/query-service/anomaly/params.go	61	CurrentPeriodQuery *v3.QueryRangeParamsV3	COMMENT
LOW	tests/integration/tests/dashboard/03_v2_dashboard.py	861	assert {d["spec"]["display"]["name"] for d in response.json()["data"]["dashboards"]} == expected, query	COMMENT
LOW	tests/integration/tests/dashboard/03_v2_dashboard.py	1321	)	COMMENT
LOW	…on/tests/querier_json_body/01_logs_json_body_new_qb.py	21	# ============================================================================	COMMENT
LOW	…on/tests/querier_json_body/01_logs_json_body_new_qb.py	1341	]	COMMENT
LOW	…egration/tests/querier_json_body/02_non_body_fields.py	21	#	COMMENT
LOW	…s/integration/tests/queriertraces/06_trace_operator.py	41	# T1 checkout-svc [SERVER] POST /checkout (5s) ← structural root, http.method=POST	COMMENT
LOW	…s/integration/tests/queriertraces/06_trace_operator.py	61	# A \|\| B A=http.method EXISTS B=messaging.system='kafka' T1✓ T2✓ T3✓ T4✓	COMMENT
LOW	tests/integration/tests/queriertraces/01_list.py	1301	# A scope attribute whose own name carries a `scope.` prefix. `scope.prefixed`	COMMENT
LOW	…integration/tests/queriertraces/10_filter_operators.py	21	# No clean/corrupt factor: this file targets operator/parser resolution, which is	COMMENT
LOW	…s/integration/tests/ruler/01_basic_alert_conditions.py	541	}	COMMENT
LOW	…s/integration/tests/ruler/01_basic_alert_conditions.py	561	# wait_time_seconds=90,	COMMENT
LOW	…/integration/tests/querierlogs/07_list_expectations.py	21	"query,result",	COMMENT
LOW	…/integration/tests/querierlogs/07_list_expectations.py	41	# x[2].span_id,	COMMENT
LOW	…/integration/tests/querierlogs/07_list_expectations.py	61	# # Logs stmt builder by default adds timestamp field to select fields and ignores user input timestamp fiel	COMMENT
LOW	…/integration/tests/querierlogs/07_list_expectations.py	81	# BuilderQuery(	COMMENT
LOW	…/integration/tests/querierlogs/07_list_expectations.py	101	# TelemetryFieldKey("attribute.timestamp"),	COMMENT
LOW	…/integration/tests/querierlogs/07_list_expectations.py	121	# TelemetryFieldKey("attribute.timestamp"),	COMMENT
LOW	…/integration/tests/querierlogs/07_list_expectations.py	141	# ],	COMMENT
LOW	…/integration/tests/querierlogs/07_list_expectations.py	461		COMMENT
LOW	…/integration/tests/querierlogs/07_list_expectations.py	481	# # Order: no explicit order → ClickHouse internal storage order	COMMENT
LOW	…/integration/tests/querierlogs/07_list_expectations.py	501	# # Values: x[0].trace_id="1", x[1].trace_id="", x[2].trace_id="", x[3].trace_id=""	COMMENT
LOW	…/integration/tests/querierlogs/07_list_expectations.py	521	# # Justification (expected values and row order):	COMMENT
LOW	…/integration/tests/querierlogs/07_list_expectations.py	541	# # Values: x[0]="", x[1]="2", x[2]="", x[3]="" (only x[1] has attribute.trace_id set)	COMMENT
LOW	…egration/tests/querierlogs/11_aggregation_functions.py	21	# queriertraces/02_aggregation.py::test_traces_aggregate_functions. Logs querier	COMMENT
LOW	…gration/tests/querierlogs/13_unknown_key_collisions.py	21		COMMENT
LOW	tests/integration/tests/querierlogs/04_formula.py	61	resources={"service.name": name},	COMMENT
LOW	tests/e2e/playwright.config.ts	1	import { defineConfig, devices } from '@playwright/test';	COMMENT
LOW	tests/e2e/playwright.config.ts	41	// CI can archive the whole dir with `tar czf artifacts.tgz tests/e2e/artifacts`.	COMMENT
LOW	tests/e2e/pnpm-workspace.yaml	1	# Security floors for vulnerable transitive deps. Where possible, targets are	COMMENT
LOW	tests/e2e/tests/alerts/create/edge.spec.ts	101	//	COMMENT
LOW	tests/e2e/helpers/common.ts	21	}	COMMENT
LOW	tests/e2e/helpers/query-range-mock.ts	1	import type { Page, Route } from '@playwright/test';	COMMENT
111 more matches not shown…

Structural Annotation Overuse47 hits · 82 pts

Severity	File	Line	Snippet	Context
LOW⚡	frontend/src/container/LogsExplorerContext/utils.ts	85	// Step 1: Always include service.name and environment attributes	COMMENT
LOW⚡	frontend/src/container/LogsExplorerContext/utils.ts	88	// Step 2: Find first category with attributes and pick first available	COMMENT
LOW⚡	frontend/src/container/LogsExplorerContext/utils.ts	93	// Step 3: Fallback to current regex logic (only if no priority items found)	COMMENT
LOW⚡	…/OnboardingV2Container/AddDataSource/AddDataSource.tsx	278	// Step 1: Parse the URL	COMMENT
LOW⚡	…/OnboardingV2Container/AddDataSource/AddDataSource.tsx	283	// Step 2: Update or add the 'source' parameter	COMMENT
LOW	…/OnboardingV2Container/AddDataSource/AddDataSource.tsx	304	// Step 3: Return the updated URL as a string	COMMENT
LOW	…end/src/hooks/integration/gcp/useManualAccountSetup.ts	45	// Step 1: create the integration account.	COMMENT
LOW	…end/src/hooks/integration/gcp/useManualAccountSetup.ts	63	// Step 2: mimic the agent by checking in from the frontend (manual flow).	COMMENT
LOW	frontend/src/store/globalTime/index.ts	49	* ### Step 1: Get Store State	COMMENT
LOW	frontend/src/store/globalTime/index.ts	62	* ### Step 2: Build Query Key	COMMENT
LOW	frontend/src/store/globalTime/index.ts	82	* ### Step 3: Fetch Data	COMMENT
LOW	frontend/src/store/globalTime/index.ts	100	* ### Step 4: Add Refresh Button (Optional)	COMMENT
LOW	…ntegration/tests/passwordauthn/08_user_unique_index.py	43	# Step 1: invite and delete the first user	COMMENT
LOW	…ntegration/tests/passwordauthn/08_user_unique_index.py	64	# Step 2: re-invite and delete the same email (second deleted row)	COMMENT
LOW	…ntegration/tests/passwordauthn/08_user_unique_index.py	86	# Step 3: assert the DB has exactly two deleted rows for this email	COMMENT
LOW	…ntegration/tests/passwordauthn/08_user_unique_index.py	107	# Step 4: the unique index must still block a duplicate non-deleted row.	COMMENT
LOW	…ntegration/tests/passwordauthn/08_user_unique_index.py	137	# Step 5: a third deleted row must be accepted (excluded from partial index)	COMMENT
LOW	…ntegration/tests/passwordauthn/08_user_unique_index.py	150	# Step 6: confirm three deleted rows now exist	COMMENT
LOW	.claude/skills/authz-configurator/SKILL.md	23	## Step 1: Register the kind	COMMENT
LOW	.claude/skills/authz-configurator/SKILL.md	35	## Step 2: Register the resource	COMMENT
LOW	.claude/skills/authz-configurator/SKILL.md	45	## Step 3: Grant permissions to managed roles	COMMENT
LOW	.claude/skills/authz-configurator/SKILL.md	57	## Step 4: Wire the route	COMMENT
LOW	.claude/skills/authz-configurator/SKILL.md	78	## Step 5: Backfill existing organizations (only if needed)	COMMENT
LOW	.claude/skills/authz-configurator/SKILL.md	89	## Step 6: Update the golden testdata and regenerate CI-checked artifacts	COMMENT
LOW	.claude/skills/authz-configurator/SKILL.md	111	## Step 7: Write integration tests	COMMENT
LOW⚡	pkg/queryparser/queryfilterextractor/clickhouse.go	442	// Step 1: Search in CTE and Joins, this will take us to very end of the SubQueries and CTE	COMMENT
LOW⚡	pkg/queryparser/queryfilterextractor/clickhouse.go	451	// Step 2: Once we're sure there are no SubQueries and CTE we just find all the selectItem	COMMENT
LOW	pkg/types/dashboardtypes/perses_dashboard_test.go	1968	// Step 1: Unmarshal + validate + normalize (what the API handler does).	COMMENT
LOW⚡	pkg/types/dashboardtypes/perses_dashboard_test.go	1984	// Step 2: Marshal to JSON (simulates writing to DB).	COMMENT
LOW⚡	pkg/types/dashboardtypes/perses_dashboard_test.go	1988	// Step 3: Unmarshal from JSON (simulates reading from DB).	COMMENT
LOW	pkg/types/dashboardtypes/perses_dashboard_test.go	2004	// Step 4: Marshal again (simulates API response) and verify defaults.	COMMENT
LOW	pkg/types/telemetrytypes/field.go	151	// Step 1: Parse data type from the right (after the last ":") if not already specified	COMMENT
LOW	pkg/types/telemetrytypes/field.go	162	// Step 2: Parse field context from the left if not already specified	COMMENT
LOW	pkg/modules/tracedetail/impltracedetail/module.go	171	// Step 1: minimal fetch → build full tree → select visible window	COMMENT
LOW	pkg/modules/tracedetail/impltracedetail/module.go	193	// Step 2: full fetch for the selected window only	COMMENT
LOW	pkg/sqlmigration/081_migrate_metaresources_tuples.go	68	// Step 1: Delete all tuples with the old "metaresources" object_type.	COMMENT
LOW	pkg/sqlmigration/081_migrate_metaresources_tuples.go	83	// Step 2: Insert replacement tuples.	COMMENT
LOW⚡	pkg/sqlmigration/069_update_cloud_integration_index.go	74	// Step 1: Drop the wrong index on (id, provider, org_id)	COMMENT
LOW⚡	pkg/sqlmigration/069_update_cloud_integration_index.go	83	// Step 2: Normalize empty-string account_id to NULL	COMMENT
LOW	pkg/sqlmigration/069_update_cloud_integration_index.go	95	// Step 3: Fetch all active rows with non-null account_id, ordered for grouping	COMMENT
LOW⚡	pkg/sqlmigration/069_update_cloud_integration_index.go	118	// Step 4: Merge config from losers into keeper	COMMENT
LOW⚡	pkg/sqlmigration/069_update_cloud_integration_index.go	123	// Step 5: Reassign non-conflicting cloud_integration_service rows to keeper	COMMENT
LOW	pkg/sqlmigration/069_update_cloud_integration_index.go	144	// Step 6: Soft-delete all loser rows	COMMENT
LOW	pkg/sqlmigration/069_update_cloud_integration_index.go	157	// Step 7: Create the correct partial unique index on (account_id, provider, org_id) WHERE removed_at IS NULL	COMMENT
LOW⚡	pkg/query-service/app/clickhouseReader/reader.go	706	// Step 1: Get top operations for the given service	COMMENT
LOW⚡	pkg/query-service/app/clickhouseReader/reader.go	715	// Step 2: Get entry point operation names for the given service using GetTopLevelOperations	COMMENT
LOW	pkg/query-service/app/clickhouseReader/reader.go	748	// Step 3: Filter topOps based on entryPointSet (same as original)	COMMENT

Self-Referential Comments27 hits · 81 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/integration/tests/passwordauthn/04_password.py	66	# Create a reset password token via v2 PUT	COMMENT
MEDIUM	tests/integration/tests/passwordauthn/04_password.py	218	# Create a user specifically for testing forgot password	COMMENT
MEDIUM	tests/integration/tests/ttl/01_ttl.py	910	# Create a list of many TTL conditions to test performance and limits	COMMENT
MEDIUM	…s/integration/tests/logspipelines/01_logs_pipelines.py	113	# Create a pipeline first	COMMENT
MEDIUM	…s/integration/tests/logspipelines/01_logs_pipelines.py	583	# Create a pipeline first	COMMENT
MEDIUM	tests/integration/tests/callbackauthn/03_oidc.py	42	# Create a saml client in the idp.	COMMENT
MEDIUM	tests/integration/tests/callbackauthn/03_oidc.py	48	# Create a auth domain in signoz.	COMMENT
MEDIUM	tests/integration/tests/callbackauthn/03_oidc.py	88	# Create a user in the idp.	COMMENT
MEDIUM	tests/integration/tests/callbackauthn/01_domain.py	36	# Create a domain with google auth config	COMMENT
MEDIUM	tests/integration/tests/callbackauthn/01_domain.py	56	# Create a domain with saml config	COMMENT
MEDIUM	tests/integration/tests/callbackauthn/01_domain.py	105	# Create a domain with kind saml and a spec for oidc, this should fail because the spec does not match the kind	COMMENT
MEDIUM	tests/integration/tests/callbackauthn/01_domain.py	126	# Create a domain with a kind but no spec	COMMENT
MEDIUM	tests/integration/tests/callbackauthn/01_domain.py	142	# Create a domain with invalid name	COMMENT
MEDIUM	tests/integration/tests/callbackauthn/01_domain.py	163	# Create a domain with no name	COMMENT
MEDIUM	tests/integration/tests/callbackauthn/01_domain.py	183	# Create a domain with no config	COMMENT
MEDIUM	tests/integration/tests/callbackauthn/02_saml.py	45	# Create a saml client in the idp.	COMMENT
MEDIUM	tests/integration/tests/callbackauthn/02_saml.py	51	# Create a auth domain in signoz.	COMMENT
MEDIUM	tests/integration/tests/callbackauthn/02_saml.py	117	# Create a user in the idp.	COMMENT
MEDIUM	tests/integration/tests/callbackauthn/02_saml.py	147	# Create a user in the idp.	COMMENT
MEDIUM	…/integration/tests/dashboard/05_v2_public_dashboard.py	51	# Create a v2 dashboard with one panel whose builder query carries a filter,	COMMENT
MEDIUM	…s/integration/tests/ruler/01_basic_alert_conditions.py	625	# Create an alert channel using the given route	COMMENT
MEDIUM	tests/integration/tests/ruler/04_disabled_rule.py	71	# Create an alert channel using the given route	COMMENT
MEDIUM	tests/integration/tests/ruler/04_disabled_rule.py	85	# Create the disabled alert rule	COMMENT
MEDIUM	tests/integration/tests/basepath/01_oidc.py	44	# Create an oidc client in the idp with the prefixed callback.	COMMENT
MEDIUM	tests/integration/tests/basepath/01_oidc.py	90	# Create a user in the idp.	COMMENT
MEDIUM	tests/integration/tests/basepath/02_saml.py	42	# Create a saml client in the idp with the prefixed ACS.	COMMENT
MEDIUM	tests/integration/tests/basepath/02_saml.py	85	# Create a user in the idp.	COMMENT

Verbosity Indicators43 hits · 76 pts

Severity	File	Line	Snippet	Context
LOW⚡	frontend/src/container/LogsExplorerContext/utils.ts	85	// Step 1: Always include service.name and environment attributes	COMMENT
LOW⚡	frontend/src/container/LogsExplorerContext/utils.ts	88	// Step 2: Find first category with attributes and pick first available	COMMENT
LOW⚡	frontend/src/container/LogsExplorerContext/utils.ts	93	// Step 3: Fallback to current regex logic (only if no priority items found)	COMMENT
LOW⚡	…/OnboardingV2Container/AddDataSource/AddDataSource.tsx	278	// Step 1: Parse the URL	COMMENT
LOW⚡	…/OnboardingV2Container/AddDataSource/AddDataSource.tsx	283	// Step 2: Update or add the 'source' parameter	COMMENT
LOW	…/OnboardingV2Container/AddDataSource/AddDataSource.tsx	304	// Step 3: Return the updated URL as a string	COMMENT
LOW	…end/src/hooks/integration/gcp/useManualAccountSetup.ts	45	// Step 1: create the integration account.	COMMENT
LOW	…end/src/hooks/integration/gcp/useManualAccountSetup.ts	63	// Step 2: mimic the agent by checking in from the frontend (manual flow).	COMMENT
LOW	frontend/src/store/globalTime/index.ts	49	* ### Step 1: Get Store State	COMMENT
LOW	frontend/src/store/globalTime/index.ts	62	* ### Step 2: Build Query Key	COMMENT
LOW	frontend/src/store/globalTime/index.ts	82	* ### Step 3: Fetch Data	COMMENT
LOW	frontend/src/store/globalTime/index.ts	100	* ### Step 4: Add Refresh Button (Optional)	COMMENT
LOW	…ntegration/tests/passwordauthn/08_user_unique_index.py	43	# Step 1: invite and delete the first user	COMMENT
LOW	…ntegration/tests/passwordauthn/08_user_unique_index.py	64	# Step 2: re-invite and delete the same email (second deleted row)	COMMENT
LOW	…ntegration/tests/passwordauthn/08_user_unique_index.py	86	# Step 3: assert the DB has exactly two deleted rows for this email	COMMENT
LOW	…ntegration/tests/passwordauthn/08_user_unique_index.py	107	# Step 4: the unique index must still block a duplicate non-deleted row.	COMMENT
LOW	…ntegration/tests/passwordauthn/08_user_unique_index.py	137	# Step 5: a third deleted row must be accepted (excluded from partial index)	COMMENT
LOW	…ntegration/tests/passwordauthn/08_user_unique_index.py	150	# Step 6: confirm three deleted rows now exist	COMMENT
LOW	pkg/telemetryschema/tracestelemetryschema/storage.go	259	// once clickHouse dependency is updated, we need to check if we can remove it.	COMMENT
LOW⚡	pkg/queryparser/queryfilterextractor/clickhouse.go	442	// Step 1: Search in CTE and Joins, this will take us to very end of the SubQueries and CTE	COMMENT
LOW⚡	pkg/queryparser/queryfilterextractor/clickhouse.go	451	// Step 2: Once we're sure there are no SubQueries and CTE we just find all the selectItem	COMMENT
LOW	…parser/queryfilterextractor/clickhouse_originparser.go	147	// for functions, we need to check if the function is excluded function or a JSON extraction function with nested JSON	COMMENT
LOW	pkg/types/dashboardtypes/perses_dashboard_test.go	1968	// Step 1: Unmarshal + validate + normalize (what the API handler does).	COMMENT
LOW⚡	pkg/types/dashboardtypes/perses_dashboard_test.go	1984	// Step 2: Marshal to JSON (simulates writing to DB).	COMMENT
LOW⚡	pkg/types/dashboardtypes/perses_dashboard_test.go	1988	// Step 3: Unmarshal from JSON (simulates reading from DB).	COMMENT
LOW	pkg/types/dashboardtypes/perses_dashboard_test.go	2004	// Step 4: Marshal again (simulates API response) and verify defaults.	COMMENT
LOW	pkg/types/telemetrytypes/field.go	151	// Step 1: Parse data type from the right (after the last ":") if not already specified	COMMENT
LOW	pkg/types/telemetrytypes/field.go	162	// Step 2: Parse field context from the left if not already specified	COMMENT
LOW	pkg/modules/tracedetail/impltracedetail/module.go	171	// Step 1: minimal fetch → build full tree → select visible window	COMMENT
LOW	pkg/modules/tracedetail/impltracedetail/module.go	193	// Step 2: full fetch for the selected window only	COMMENT
LOW	pkg/sqlmigration/081_migrate_metaresources_tuples.go	68	// Step 1: Delete all tuples with the old "metaresources" object_type.	COMMENT
LOW	pkg/sqlmigration/081_migrate_metaresources_tuples.go	83	// Step 2: Insert replacement tuples.	COMMENT
LOW⚡	pkg/sqlmigration/069_update_cloud_integration_index.go	74	// Step 1: Drop the wrong index on (id, provider, org_id)	COMMENT
LOW⚡	pkg/sqlmigration/069_update_cloud_integration_index.go	83	// Step 2: Normalize empty-string account_id to NULL	COMMENT
LOW	pkg/sqlmigration/069_update_cloud_integration_index.go	95	// Step 3: Fetch all active rows with non-null account_id, ordered for grouping	COMMENT
LOW⚡	pkg/sqlmigration/069_update_cloud_integration_index.go	118	// Step 4: Merge config from losers into keeper	COMMENT
LOW⚡	pkg/sqlmigration/069_update_cloud_integration_index.go	123	// Step 5: Reassign non-conflicting cloud_integration_service rows to keeper	COMMENT
LOW	pkg/sqlmigration/069_update_cloud_integration_index.go	144	// Step 6: Soft-delete all loser rows	COMMENT
LOW	pkg/sqlmigration/069_update_cloud_integration_index.go	157	// Step 7: Create the correct partial unique index on (account_id, provider, org_id) WHERE removed_at IS NULL	COMMENT
LOW	pkg/query-service/app/traces/v4/enrich.go	20	// we need to check if the field is static and return false if isColumn is not set	COMMENT
LOW⚡	pkg/query-service/app/clickhouseReader/reader.go	706	// Step 1: Get top operations for the given service	COMMENT
LOW⚡	pkg/query-service/app/clickhouseReader/reader.go	715	// Step 2: Get entry point operation names for the given service using GetTopLevelOperations	COMMENT
LOW	pkg/query-service/app/clickhouseReader/reader.go	748	// Step 3: Filter topOps based on entryPointSet (same as original)	COMMENT

Cross-Language Confusion8 hits · 59 pts

Severity	File	Line	Snippet	Context
HIGH	tests/integration/tests/dashboard/03_v2_dashboard.py	1824	# explicit [] that must echo back as [] (yet stay absent, never null, when unset),	COMMENT
HIGH	tests/integration/tests/dashboard/03_v2_dashboard.py	1910	# whose unset slices must be omitted (not null) on read-back.	COMMENT
HIGH	…on/tests/querier_json_body/01_logs_json_body_new_qb.py	459	# log4 (no user): IS NOT NULL(null)=false → NOT found.	COMMENT
HIGH⚡	…s/integration/tests/queriertraces/06_trace_operator.py	82	# The two POST spans are tied so their relative order is undefined; catalog-svc	COMMENT
HIGH⚡	…s/integration/tests/queriertraces/06_trace_operator.py	185	"expression": "A && B",	CODE
HIGH⚡	…s/integration/tests/queriertraces/06_trace_operator.py	198	"expression": "A \|\| B",	CODE
HIGH⚡	…s/integration/tests/queriertraces/06_trace_operator.py	211	"expression": "A \|\| B",	CODE
HIGH	tests/integration/tests/queriertraces/01_list.py	985	return zero rows (rows is null, surfaced as an empty list).	STRING

Hallucination Indicators4 hits · 55 pts

Severity	File	Line	Snippet	Context
CRITICAL	frontend/src/lib/dashboard/getQueryResults.ts	329	response.payload.data.newResult.data.result.map((queryData) => {	CODE
CRITICAL⚡	…rrorDetails/stories/__story_mockdata__/errorDetails.ts	82	\tat io.signoz.sample.payment.GatewayClient.authorize(GatewayClient.java:74)	CODE
CRITICAL⚡	…rrorDetails/stories/__story_mockdata__/errorDetails.ts	83	\tat io.signoz.sample.payment.PaymentService.charge(PaymentService.java:112)	CODE
CRITICAL⚡	…rrorDetails/stories/__story_mockdata__/errorDetails.ts	84	\tat io.signoz.sample.payment.PaymentController.pay(PaymentController.java:48)	CODE

Fake / Example Data37 hits · 37 pts

Severity	File	Line	Snippet	Context
LOW	…ettings/AuthDomain/CreateEdit/CreateEdit.utils.test.ts	56	{ domain: 'example.com', adminEmail: 'admin@example.com' },	CODE
LOW	…ettings/AuthDomain/CreateEdit/CreateEdit.utils.test.ts	60	'example.com': 'admin@example.com',	CODE
LOW	…ettings/AuthDomain/CreateEdit/CreateEdit.utils.test.ts	76	'example.com': 'admin@example.com',	CODE
LOW	…ettings/AuthDomain/CreateEdit/CreateEdit.utils.test.ts	129	domainToAdminEmail: { 'example.com': 'admin@example.com' },	CODE
LOW	…ettings/AuthDomain/CreateEdit/CreateEdit.utils.test.ts	135	{ domain: 'example.com', adminEmail: 'admin@example.com' },	CODE
LOW	…d/src/container/RoutingPolicies/__tests__/testUtils.ts	82	displayName: 'John Doe',	CODE
LOW	…r/AIAssistant/components/ApprovalCard/ApprovalCard.tsx	313	const op = line.op === 'add' ? 'placeholder' : line.op;	CODE
LOW	…r/AIAssistant/components/ApprovalCard/ApprovalCard.tsx	327	const op = line.op === 'remove' ? 'placeholder' : line.op;	CODE
LOW	…r/AIAssistant/components/ApprovalCard/ApprovalCard.tsx	345	type RenderOp = LineOp \| 'placeholder';	CODE
LOW	…r/AIAssistant/components/ApprovalCard/ApprovalCard.tsx	432	[styles.diffLinePlaceholder]: op === 'placeholder',	CODE
LOW	frontend/src/container/LogDetailedView/util.test.ts	133	'{"name": "John", "age": 30, "address": {"street": "123 Main St", "city": "Anytown", "state": "CA"}}';	CODE
LOW	frontend/src/container/LogDetailedView/util.test.ts	139	street: '123 Main St',	CODE
LOW	…rc/components/QuickFilters/tests/QuickFilters.test.tsx	539	expect(minDuration).toHaveProperty('placeholder', '0');	CODE
LOW	…rc/components/QuickFilters/tests/QuickFilters.test.tsx	541	expect(maxDuration).toHaveProperty('placeholder', '100000000');	CODE
LOW	…/src/components/QueryBuilderV2/__tests__/utils.test.ts	443	value: 'user@example.com',	CODE
LOW	…/src/components/QueryBuilderV2/__tests__/utils.test.ts	464	"is_active = true AND is_deleted = false AND email = 'user@example.com' AND description = 'Contains \"quotes\" and \	CODE
LOW	…/src/components/QueryBuilderV2/__tests__/utils.test.ts	1459	expect(formatValueForExpression('user@example.com')).toBe(	CODE
LOW	…/src/components/QueryBuilderV2/__tests__/utils.test.ts	1460	"'user@example.com'",	CODE
LOW	…mponents/QueryBuilderV2/__tests__/QueryAddOns.test.tsx	177	[QueryBuilderField.Limit, 'input-Limit', 'placeholder'],	CODE
LOW	…mponents/QueryBuilderV2/__tests__/QueryAddOns.test.tsx	178	[QueryBuilderField.Legend, 'input-Legend format', 'placeholder'],	CODE
LOW	…mponents/QueryBuilderV2/__tests__/QueryAddOns.test.tsx	220	'placeholder',	CODE
LOW	frontend/src/components/Input/index.tsx	47	placeholder?: InputProps['placeholder'];	CODE
LOW	frontend/src/lib/__fixtures__/getRandomColor.ts	21	'Lorem Ipsum',	CODE
LOW	frontend/src/lib/__fixtures__/getRandomColor.ts	38	'Lorem Ipsum2',	CODE
LOW	frontend/src/lib/__fixtures__/getRandomColor.ts	55	'Lorem Ipsum3',	CODE
LOW	…tPassword/stories/__story_mockdata__/forgotPassword.ts	13	{ id: 'org-acme', name: 'Acme Corp' },	CODE
LOW	…sListPage/stories/__story_mockdata__/dashboardsList.ts	333	displayName: 'John Doe',	CODE
LOW	…nd/src/pages/Login/stories/__story_mockdata__/login.ts	19	{ id: 'org-acme', name: 'Acme Corp' },	CODE
LOW	tests/integration/tests/callbackauthn/03_oidc.py	418	assert found_user["displayName"] == "John Doe"	CODE
LOW	tests/e2e/tests/alerts/create/v2.spec.ts	55	'placeholder',	CODE
LOW	…tryschema/logstelemetryschema/filter_expr_logs_test.go	852	expectedArgs: []any{"user@example.com"},	CODE
LOW	…tryschema/logstelemetryschema/filter_expr_logs_test.go	918	expectedArgs: []any{"user@example.com"},	CODE
LOW	…rtmanager/alertmanagernotify/opsgenie/opsgenie_test.go	560	{"shrinks to fit", strings.Repeat("lorem ipsum ", 500), 1000, false},	CODE
LOW	…rtmanager/alertmanagernotify/opsgenie/opsgenie_test.go	561	{"budget too small", strings.Repeat("lorem ipsum ", 500), 10, true},	CODE
LOW	pkg/tokenizer/jwttokenizer/provider_test.go	64	Email: valuer.MustNewEmail("test@test.com"),	CODE
LOW	pkg/tokenizer/jwttokenizer/provider_test.go	75	Email: valuer.MustNewEmail("test@test.com"),	CODE
LOW	pkg/valuer/email_test.go	16	{name: "Valid", val: "test@test.com", want: Email{val: "test@test.com"}, pass: true},	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	…MessagingQueues/MQDetails/MetricPage/MetricPageUtil.ts	423	// Use kebab-case title as requested	COMMENT
HIGH	…ypes/cloudintegrationtypes/cloudprovider_azure_test.go	1	// file is generated by AI	COMMENT

Excessive Try-Catch Wrapping11 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	tests/seeder/server.py	86	except Exception as e:	CODE
LOW	tests/seeder/server.py	99	except Exception as e:	CODE
LOW	tests/seeder/server.py	113	except Exception as e:	CODE
LOW	tests/seeder/server.py	124	except Exception as e:	CODE
LOW	tests/seeder/server.py	138	except Exception as e:	CODE
LOW	tests/seeder/server.py	149	except Exception as e:	CODE
LOW	tests/seeder/server.py	163	except Exception as e:	CODE
MEDIUM	tests/seeder/server.py	94	def delete_traces() -> Response:	CODE
MEDIUM	tests/seeder/server.py	119	def delete_logs() -> Response:	CODE
MEDIUM	tests/seeder/server.py	144	def delete_metrics() -> Response:	CODE
LOW	tests/e2e/bootstrap/setup.py	58	except Exception as e: # pylint: disable=broad-exception-caught	CODE

AI Slop Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ryschema/logstelemetryschema/json_condition_builder.go	178	// else ClickHouse may not utilize index	COMMENT
MEDIUM	pkg/types/spantypes/flamegraph_trace.go	74	startLevel = max(0, endLevel-levelLimit) // utilize the page size if endLevel is clamped	CODE
MEDIUM	pkg/query-service/app/logs/v4/query_builder.go	224	// by default clickhouse is not able to utilize indexes for keys with all operators.	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…sts/integration/tests/cloudintegrations/05_services.py	594	except ValueError:	CODE

Modern Structural Boilerplate3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tests/integration/bootstrap/setup.py	9	logger = logging.getLogger(__name__)	CODE
LOW	tests/integration/tests/passwordauthn/07_user_fga.py	37	def _set_actor_role(signoz: types.SigNoz, admin_token: str, transaction_groups: list[dict]) -> None:	CODE
LOW	tests/e2e/bootstrap/basepath/setup.py	5	__all__ = ["test_setup", "test_teardown"]	CODE

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	…egration/tests/promqlconformance/01_upstream_corpus.py	30	CODE
LOW	…/integration/tests/querierlogs/07_list_expectations.py	717	CODE
LOW	…n/tests/promapiconformance/01_prometheus_api_corpus.py	24	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/e2e/bootstrap/basepath/setup.py	3		CODE
LOW	tests/e2e/bootstrap/basepath/setup.py	3		CODE

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/contributing/development.md	92	> [running more than one instance](#how-do-i-run-more-than-one-instance) if you need that for agentic testing.	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/volume-migration/migrate.sh	81	# Check if docker is available	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	pkg/query-service/rules/base_rule.go	457	// TODO: implement caching for query parsing results to avoid re-parsing the query + cache invalidation	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	frontend/.storybook/public/mockServiceWorker.js	146	async function handleRequest(event, requestId) {	CODE

SigNoz/signoz

Open-Source Code Quality, Security and Technical Debt Review