2.8

Adjusted Signal

2.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

10.0K

Stars

TypeScript

Language

591.2K

Lines of Code

2.1K

Files

917

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 5.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 592 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 21 finding(s).

Agent Over-Engineering Ratio 10.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 700 finding(s).

PR Review Velocity Impact 12.7/100 · LOW

Which changes need focused human review? 917 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 5HIGH 2MEDIUM 316LOW 594

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 917 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.

Decorative Section Separators304 hits · 952 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.config/wt.toml	7	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.config/wt.toml	9	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.config/wt.toml	12	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.config/wt.toml	14	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.config/wt.toml	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.config/wt.toml	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dev-kill-ports.sh	2	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dev-kill-ports.sh	5	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/slots.sh	2	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/slots.sh	4	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/slots.sh	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/dev-env.sh	2	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/dev-env.sh	4	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/dev-env.sh	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/test-e2e.sh	30	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/test-e2e.sh	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/test-e2e.sh	36	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/ensure-dev-portal.sh	2	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/ensure-dev-portal.sh	11	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	packages/app/src/components/ColorRulesEditor.tsx	36	// ─── Types ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/app/src/components/ColorRulesEditor.tsx	46	// ─── Operator options (number-tile subset) ────────────────────────────────────	COMMENT
MEDIUM	packages/app/src/components/ColorRulesEditor.tsx	70	// ─── Single sortable rule row ─────────────────────────────────────────────────	COMMENT
MEDIUM	packages/app/src/components/ColorRulesEditor.tsx	285	// ─── ColorRulesEditor ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…app/src/components/ChartEditor/__tests__/utils.test.ts	1006	// ── Valid forms (no errors) ──────────────────────────────────────────	COMMENT
MEDIUM	…app/src/components/ChartEditor/__tests__/utils.test.ts	1131	// ── Raw SQL validation ───────────────────────────────────────────────	COMMENT
MEDIUM	…app/src/components/ChartEditor/__tests__/utils.test.ts	1318	// ── Source validation ────────────────────────────────────────────────	COMMENT
MEDIUM	…app/src/components/ChartEditor/__tests__/utils.test.ts	1410	// ── Series valueExpression validation ────────────────────────────────	COMMENT
MEDIUM	…app/src/components/ChartEditor/__tests__/utils.test.ts	1519	// ── Metric name validation ───────────────────────────────────────────	COMMENT
MEDIUM	…app/src/components/ChartEditor/__tests__/utils.test.ts	1601	// ── Number / Pie single-series validation ────────────────────────────	COMMENT
MEDIUM	…app/src/components/ChartEditor/__tests__/utils.test.ts	1763	// ── Alert thresholdMax validation ───────────────────────────────────	COMMENT
MEDIUM	…app/src/components/ChartEditor/__tests__/utils.test.ts	1905	// ── Multiple validation errors at once ───────────────────────────────	COMMENT
MEDIUM	…app/src/components/ChartEditor/__tests__/utils.test.ts	1964	// ── Heatmap-specific validation ───────────────────────────────────────	COMMENT
MEDIUM	packages/app/src/__tests__/utils.test.ts	1674	// ─── evaluateColorCondition ───────────────────────────────────────────────────	COMMENT
MEDIUM	packages/app/src/__tests__/utils.test.ts	1889	// ─── resolveConditionalColor ──────────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/core/formula.ts	25	// ─── AST ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/core/formula.ts	42	// ─── Bounds ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/core/formula.ts	60	// ─── Structured validation errors ────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/core/formula.ts	93	// ─── Tokenizer ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/core/formula.ts	210	// ─── Parser (recursive descent) ──────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/core/formula.ts	380	// ─── Public API ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/core/formula.ts	514	// ─── SQL compiler ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kages/common-utils/src/__tests__/mine-patterns.test.ts	3	// ─── Helpers ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kages/common-utils/src/__tests__/mine-patterns.test.ts	25	// ─── Tests ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/__tests__/types.test.ts	22	// ─── Positive cases ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/__tests__/types.test.ts	164	// ─── Negative cases ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/__tests__/types.test.ts	321	// ─── Positive cases ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/__tests__/types.test.ts	337	// ─── Negative cases ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/__tests__/types.test.ts	368	// ─── Positive cases ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/__tests__/types.test.ts	427	// ─── Negative cases ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/__tests__/formula.test.ts	44	// ─── Success cases ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/__tests__/formula.test.ts	197	// ─── Error cases ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/__tests__/formula.test.ts	316	// ─── Length / depth bounds ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packages/common-utils/src/drain/mine-patterns.ts	10	// ─── Denoise constants ───────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packages/common-utils/src/drain/mine-patterns.ts	19	// ─── Body normalization ──────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packages/common-utils/src/drain/mine-patterns.ts	29	// ─── Types ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/common-utils/src/drain/mine-patterns.ts	81	// ─── Core mining function ────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/hdx-eval/src/cli.ts	589	// ── Anchor-time resolution ───────────────────────────────────	COMMENT
MEDIUM	packages/hdx-eval/src/cli.ts	661	// ── Re-seed ───────────────────────────────────────────────────	COMMENT
MEDIUM	packages/hdx-eval/src/cli.ts	842	// ─── Auto-grade ──────────────────────────────────────────────	COMMENT
MEDIUM	packages/hdx-eval/src/cli.ts	872	// ─── Auto-report ────────────────────────────────────────────	COMMENT
244 more matches not shown…

Hyper-Verbose Identifiers396 hits · 404 pts

Severity	File	Line	Snippet	Context
LOW	scripts/dev-portal/index.html	749	function renderHistoryWorktreeCard(key, entries, dupNames) {	CODE
LOW	packages/app/tests/e2e/seed-otel-sessions.ts	38	export function generateOtelSessionReplayRows(seedRef: number): string {	CODE
LOW	packages/app/tests/e2e/seed-otel-sessions.ts	65	export function generateOtelSessionLogEvents(seedRef: number): string {	CODE
LOW	packages/app/tests/e2e/seed-clickhouse.ts	293	function generateCustomServiceLogData(	CODE
LOW	packages/app/tests/e2e/seed-clickhouse.ts	793	function generateInterestingFilterKeyLogData(seedRef: number): string {	CODE
LOW	packages/app/tests/e2e/seed-clickhouse.ts	815	function generateMetadataMvLogData(seedRef: number): string {	CODE
LOW	…pp/tests/e2e/features/dashboard-tile-move-menu.spec.ts	84	async function expectMoveTargetsReachable() {	CODE
LOW	…s/app/tests/e2e/features/metric-table-autofill.spec.ts	45	async function createPartiallyConfiguredMetricSource(	CODE
LOW⚡	packages/app/src/source.ts	61	export function getSourceValidationNotificationId(sourceId: string) {	CODE
LOW⚡	packages/app/src/source.ts	67	export function getFirstTimestampValueExpression(valueExpression: string) {	CODE
LOW⚡	packages/app/src/source.ts	75	export function getDisplayedTimestampValueExpression(eventModel: TSource) {	CODE
LOW	packages/app/src/source.ts	557	export function getDurationSecondsExpression(source: TTraceSource) {	CODE
LOW	packages/app/src/source.ts	582	function isDurationPreservingAggFn(aggFn: string \| undefined): boolean {	CODE
LOW	packages/app/src/source.ts	601	export function getTraceDurationNumberFormat(	CODE
LOW	packages/app/src/source.ts	631	export function getFirstSeriesNumberFormat(	CODE
LOW	packages/app/src/source.ts	650	export function useSingleSeriesNumberFormat(	CODE
LOW	packages/app/src/source.ts	722	export function getBuilderValueColumnCount(	CODE
LOW	packages/app/src/timeZone.ts	19	export function resolveTimeZonePreference(	CODE
LOW	packages/app/src/timeZone.ts	28	export function timeZonePreferenceFromIsUTC(isUTC: unknown) {	CODE
LOW	packages/app/src/chartSync.tsx	25	export function IsolatedChartSyncProvider({	CODE
LOW	packages/app/src/defaults.ts	60	export function searchChartConfigDefaults(	CODE
LOW	packages/app/src/HDXMultiSeriesTimeChart.tsx	769	export function collectMemoChartGradientHexes(	CODE
LOW	packages/app/src/HDXMultiSeriesTimeChart.tsx	986	function resolveDistinctTickLabels(	CODE
LOW	packages/app/src/utils.ts	310	export function formatDistanceToNowStrictShort(date: Date) {	CODE
LOW	packages/app/src/utils.ts	602	function isCategoricalChartPaletteToken(	CODE
LOW	packages/app/src/utils.ts	777	export function getChartColorSuccessHighlight(): string {	CODE
LOW	packages/app/src/utils.ts	1372	function escapeSqlValueSingleQuoted(value: string): string {	CODE
LOW	packages/app/src/NodeDetailsSidePanel.tsx	219	function NodeDetailsSidePanelInner({	CODE
LOW	packages/app/src/NamespaceDetailsSidePanel.tsx	206	function NamespaceDetailsSidePanelInner({	CODE
LOW	packages/app/src/NamespaceDetailsSidePanel.tsx	421	export default function NamespaceDetailsSidePanel(props: {	CODE
LOW	packages/app/src/api.ts	101	export function useCompleteOnboardingTask() {	CODE
LOW	packages/app/src/api.ts	143	export function useMarkOnboardingTaskComplete() {	CODE
LOW	packages/app/src/api.ts	186	function normalizeAlertsQueryParams(params: AlertsQueryParams) {	CODE
LOW	packages/app/src/dashboard.ts	119	export function normalizeRawDashboardTileColors(input: unknown): unknown {	CODE
LOW	packages/app/src/serviceDashboard.ts	37	export function makeCoalescedFieldsAccessQuery(	CODE
LOW	packages/app/src/serviceDashboard.ts	244	export function useServiceDashboardExpressions({	CODE
LOW	packages/app/src/DBSearchPage.tsx	807	function useSearchedConfigToChartConfig(	CODE
LOW	packages/app/src/DBSearchPage.tsx	907	function formatDroppedFiltersMessage(count: number): string {	CODE
LOW	packages/app/src/DBSearchPage.tsx	913	function formatDroppedGroupByMessage(dropped: string[]): string {	CODE
LOW	packages/app/src/DBSearchPage.tsx	928	export function buildSavedSearchNavigationUrl(	CODE
LOW	packages/app/src/sessionsListQuery.ts	40	export function buildRecordingsChartConfig({	CODE
LOW	packages/app/src/sessionsListQuery.ts	87	export function buildOtelSessionIdsWithRecordingsChartConfig({	CODE
LOW	packages/app/src/ChartUtils.tsx	141	function getAlignedRangeAndGranularity(	CODE
LOW	packages/app/src/ChartUtils.tsx	166	export function convertToReducedPromqlChartConfig(	CODE
LOW	packages/app/src/ChartUtils.tsx	186	export function convertToPromqlSparklineChartConfig(	CODE
LOW	packages/app/src/ChartUtils.tsx	200	export function convertToPromqlTableChartConfig(	CODE
LOW	packages/app/src/ChartUtils.tsx	560	export function formatResponseForCategoricalChart(	CODE
LOW	packages/app/src/ChartUtils.tsx	702	function firstGroupColumnIsLogLevel(	CODE
LOW	packages/app/src/ChartUtils.tsx	716	function addResponseToFormattedData({	CODE
LOW	packages/app/src/ChartUtils.tsx	834	export function formatResponseForTimeChart({	CODE
LOW	packages/app/src/ChartUtils.tsx	1277	function isNoLogSourceWarningDismissed(): boolean {	CODE
LOW	packages/app/src/ChartUtils.tsx	1429	export function buildDashboardReplaySearchUrl({	CODE
LOW	packages/app/src/ChartUtils.tsx	1570	export function buildMVDateRangeIndicator({	CODE
LOW	packages/app/src/queryAttribution.tsx	28	export function useMetadataQueryAttribution(): QueryAttribution {	CODE
LOW	packages/app/src/sessions.ts	140	export function buildSessionsQueryFilters(	CODE
LOW	packages/app/src/sessions.ts	506	export function buildRRWebStreamChartConfig({	CODE
LOW	packages/app/src/GranularityPicker.tsx	73	function GranularityPickerControlledComponent(props: UseControllerProps<any>) {	CODE
LOW	…ckages/app/src/llm/hooks/useLLMDashboardExpressions.ts	13	export function useLLMDashboardExpressions({	CODE
LOW	…ckages/app/src/llm/hooks/useLLMDashboardExpressions.ts	35	export function useLLMLogDashboardExpressions({	CODE
LOW	packages/app/src/llm/lib/cost.ts	113	export function generateCostSqlExpression({	CODE
336 more matches not shown…

Over-Commented Block157 hits · 150 pts

Severity	File	Line	Snippet	Context
LOW	.kodiak.toml	21	# automerge label. This option only applies when `merge.require_automerge_label`	COMMENT
LOW	.kodiak.toml	41	# merge commit.	COMMENT
LOW	.kodiak.toml	81		COMMENT
LOW	docker-compose.dev.yml	141		COMMENT
LOW	docker-compose.yml	1	name: hdx-oss	COMMENT
LOW	.config/wt.toml	1	# HyperDX worktrunk project config	COMMENT
LOW	docker/otel-collector/config.yaml	161	- pull:	COMMENT
LOW	docker/otel-collector/config.standalone.promql.yaml	1	# Enables remote-write of OTLP metrics to a Prometheus-compatible endpoint.	COMMENT
LOW	docker/otel-collector/custom.config.yaml	21	# limit_percentage: 75	COMMENT
LOW	smoke-tests/otel-collector/docker-compose.yaml	241	otel-collector-oidc-mock:	COMMENT
LOW	…ke-tests/otel-collector/test_helpers/oidc_fixture.bash	1	# Self-contained RSA keypair + OIDC discovery doc + JWKS for the OIDC smoke	COMMENT
LOW	smoke-tests/otel-collector/test_helpers/utilities.bash	81	# env), but the round trip through the exporter into ClickHouse is not	COMMENT
LOW	scripts/with-slots.sh	1	#!/bin/sh	COMMENT
LOW	scripts/slots.sh	1	#!/bin/sh	COMMENT
LOW	scripts/slots.sh	21	# The slot (0-99) is the cksum of the worktree's folder name, mod 100, and each	COMMENT
LOW	scripts/dev-env.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/test-e2e.sh	1	#!/bin/bash	COMMENT
LOW	scripts/ensure-dev-portal.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/dev-portal/server.js	1	#!/usr/bin/env node	COMMENT
LOW	scripts/ci/smoke-all-in-one.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packages/app/css.d.ts	1	// Ambient declarations for plain (non-module) stylesheet side-effect imports,	COMMENT
LOW	packages/app/types/hyperdx-api.d.ts	1	// The serverless entry point is only used in Vercel preview deployments	COMMENT
LOW	packages/app/tests/e2e/features/sources.spec.ts	321	for (const key of Object.keys(sourceBefore)) {	COMMENT
LOW	packages/app/tests/e2e/features/release-markers.spec.ts	41	`ClickHouse query failed (${response.status}): ${errorText}`,	COMMENT
LOW	packages/app/tests/e2e/utils/constants.ts	21	// names, Map keys, and JSON paths) in search and dashboard filters.	COMMENT
LOW	…ckages/app/tests/e2e/components/TimePickerComponent.ts	81	for (let attempt = 0; attempt < 5; attempt++) {	COMMENT
LOW	packages/app/styles/_bootstrap-utilities.scss	1	// Custom layout utility classes to replace Bootstrap	COMMENT
LOW	packages/app/scripts/parse-whats-new.js	1	// Parses the repo-root CHANGELOG.md — the release-level summary written during	COMMENT
LOW	packages/app/scripts/parse-whats-new.js	41	// Non-greedy so it stops at the closing `**` and not at a later bold span.	COMMENT
LOW	packages/app/src/HDXMultiSeriesTableChart.tsx	81	color?: ChartPaletteToken;	COMMENT
LOW	packages/app/src/HDXMultiSeriesTableChart.tsx	221	</DBRowTableFieldWithPopover>	COMMENT
LOW	packages/app/src/defaults.ts	1	import type { BuilderChartConfigWithDateRange } from '@hyperdx/common-utils/dist/types';	COMMENT
LOW	packages/app/src/defaults.ts	21	// (up to MAX_LOADABLE_TIME_CHART_SERIES) — that could mount thousands of	COMMENT
LOW	packages/app/src/HDXMultiSeriesTimeChart.tsx	1581		COMMENT
LOW	packages/app/src/HDXMultiSeriesTimeChart.tsx	1661	// the earliest pre-zoom range across consecutive zoom-ins so resetting jumps	COMMENT
LOW	packages/app/src/utils.ts	1201	//	COMMENT
LOW	packages/app/src/DBDashboardPage.tsx	521	// viewport signal (RGL briefly renders all tiles before the layout	COMMENT
LOW	packages/app/src/DBDashboardPage.tsx	1961		COMMENT
LOW	packages/app/src/DBSearchPage.tsx	1501	// Save the selected source ID to localStorage	COMMENT
LOW	packages/app/src/DOMPlayer.tsx	201	// instance doubles as the stream's identity as a second line of defense:	COMMENT
LOW	packages/app/src/ChartUtils.tsx	921	// thousands of series while only a handful are drawn. Keep the top `maxSeries`	COMMENT
LOW	packages/app/src/config.ts	101	env('NEXT_PUBLIC_ENABLE_ALERT_DETAILS') === 'true';	COMMENT
LOW	packages/app/src/HDXMultiSeriesTableChart.module.scss	1	// Trailing arrow hint for dashboard table tile rows with a	COMMENT
LOW	packages/app/src/__mocks__/remark-gfm.ts	1	// remark-gfm is ESM-only, which Jest (with transformIgnorePatterns:	COMMENT
LOW	packages/app/src/components/DBTimeChart.tsx	741	// repaint it with the new query's series at the stale click anchor. (The	COMMENT
LOW	packages/app/src/components/MetricNameSelect.tsx	101	namesByKind,	COMMENT
LOW	packages/app/src/components/DBNumberChart.tsx	281		COMMENT
LOW	packages/app/src/components/DBTableChart.tsx	161		COMMENT
LOW	packages/app/src/components/traceWaterfallLimits.ts	1	// Per-window (before/after focus date) row cap for the trace waterfall query.	COMMENT
LOW	…ckages/app/src/components/DBSearchPageFilters/utils.ts	241	/^[A-Za-z_]\w*\(/.test(key);	COMMENT
LOW	packages/app/src/components/AppNav/useWhatsNewUnseen.ts	1	import { useCallback, useEffect, useState } from 'react';	COMMENT
LOW	packages/app/src/components/AppNav/useWhatsNewUnseen.ts	41		COMMENT
LOW	…src/components/TimelineChart/TimelineChart.stories.tsx	101	};	COMMENT
LOW	packages/app/src/components/charts/ChartContainer.tsx	61	// bleeds its separator to the tile edge by cancelling exactly this inset, so	COMMENT
LOW	packages/app/src/components/charts/ChartContainer.tsx	121	// (px-2 => spacing-md * 0.5) so the separator reaches the	COMMENT
LOW	…pp/src/components/TeamSettings/IacMigrationSection.tsx	181		COMMENT
LOW	…ages/app/src/components/DBHeatmapChart/HeatmapPlot.tsx	81	// options useMemo doesn't recompute (and re-initialize uPlot — wiping its	COMMENT
LOW	…ages/app/src/components/DBHeatmapChart/HeatmapPlot.tsx	101	// stable across selection/scale changes.	COMMENT
LOW	…/components/Sources/SourceForm/TraceTableModelForm.tsx	101	max={9}	COMMENT
LOW	…rc/components/PromQLEditor/variableCompletionSource.ts	1	import { Completion, CompletionSource } from '@codemirror/autocomplete';	COMMENT
97 more matches not shown…

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/DBHeatmapChart/__tests__/useSeriesHeatmapData.test.ts	233	expect(result.current.view.grid.cells.slice(0, 2)).toEqual([1.5, 0.5]);	CODE
CRITICAL	packages/api/src/opamp/controllers/opampController.ts	338	otelCollectorConfig.service.pipelines.traces.receivers.push('otlp/hyperdx');	CODE
CRITICAL	packages/api/src/opamp/controllers/opampController.ts	339	otelCollectorConfig.service.pipelines.metrics.receivers.push(	CODE
CRITICAL	packages/api/src/opamp/controllers/opampController.ts	398	otelCollectorConfig.service.pipelines.traces.receivers.push('datadog');	CODE
CRITICAL	packages/api/src/opamp/controllers/opampController.ts	399	otelCollectorConfig.service.pipelines.metrics.receivers.push('datadog');	CODE

AI Slop Vocabulary7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/app/tests/e2e/features/dashboard.spec.ts	3193	// Table display keeps the assertions robust: the formula surfaces	COMMENT
MEDIUM	packages/app/src/components/DBHeatmapChart/palette.ts	46	// Sort the offsets to find a robust normalization ceiling. Using p95	COMMENT
MEDIUM	packages/common-utils/src/core/renderChartConfig.ts	1498	// Add aggConditions to where clause to utilize index	COMMENT
MEDIUM	packages/hdx-eval/src/__tests__/dashboard-build.test.ts	205	// distinct number. This is exactly the kind of inconsistency a robust	COMMENT
MEDIUM	packages/api/src/controllers/ai.ts	253	// TODO: More robust recovery logic	COMMENT
MEDIUM	.github/workflows/claude-code-review.yml	6	# substantive inline review comment (harness: hdx-code-reviewer). On the held-out test	COMMENT
MEDIUM	.github/workflows/claude-code-review.yml	387	# production-quality addition that the harness cannot fully score (gh pr view	COMMENT

Redundant / Tautological Comments12 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	docker/otel-collector/entrypoint.sh	85	# Check if OPAMP_SERVER_URL is defined to determine mode	COMMENT
LOW	smoke-tests/otel-collector/test_helpers/assertions.bash	11	# Check if the query file exists and is readable	COMMENT
LOW	smoke-tests/otel-collector/test_helpers/assertions.bash	22	# Check if the expected file exists and is readable	COMMENT
LOW	smoke-tests/otel-collector/test_helpers/assertions.bash	36	# Check if the clickhouse-client command succeeded	COMMENT
LOW⚡	smoke-tests/otel-collector/test_helpers/utilities.bash	2	# Check if docker is installed	COMMENT
LOW⚡	smoke-tests/otel-collector/test_helpers/utilities.bash	8	# Check if curl is installed	COMMENT
LOW⚡	smoke-tests/otel-collector/test_helpers/utilities.bash	14	# Check if clickhouse-client is installed	COMMENT
LOW	smoke-tests/otel-collector/test_helpers/utilities.bash	36	# Check if we reached max attempts (container not ready)	COMMENT
LOW	smoke-tests/otel-collector/test_helpers/utilities.bash	54	# Check if the data file exists and is readable	COMMENT
LOW	smoke-tests/otel-collector/test_helpers/utilities.bash	70	# Check if the curl command succeeded	COMMENT
LOW	smoke-tests/otel-collector/test_helpers/utilities.bash	132	# Check if we should keep the test containers running	COMMENT
LOW⚡	.github/workflows/release.yml	760	# Check if version already published (skip-if-exists)	COMMENT

Fake / Example Data16 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	…s/app/tests/e2e/features/metric-name-streaming.spec.ts	80	'placeholder',	CODE
LOW	…onents/alerts/__tests__/AlertDetailProperties.test.tsx	59	by: 'user@example.com',	CODE
LOW	…onents/alerts/__tests__/AlertDetailProperties.test.tsx	124	by: 'user@example.com',	CODE
LOW	…onents/FilterPill/__tests__/FilterValueEditor.test.tsx	59	expect(valueInput()).toHaveAttribute('placeholder', 'Loading values...');	CODE
LOW	…p/src/components/__tests__/AlertDisplayFields.test.tsx	98	'placeholder',	CODE
LOW	…p/src/components/__tests__/AlertDisplayFields.test.tsx	107	'placeholder',	CODE
LOW	…p/src/components/__tests__/AlertDisplayFields.test.tsx	199	'placeholder',	CODE
LOW	…mponents/__tests__/ChartDisplaySettingsDrawer.test.tsx	352	'placeholder',	CODE
LOW	…mponents/__tests__/ChartDisplaySettingsDrawer.test.tsx	385	'placeholder',	CODE
LOW	…mponents/__tests__/ChartDisplaySettingsDrawer.test.tsx	522	).toHaveAttribute('placeholder', 'Disabled (e.g. 10)');	CODE
LOW	…nts/InlineNameInput/__tests__/InlineNameInput.test.tsx	199	expect(input).toHaveAttribute('placeholder', 'Untitled tile');	CODE
LOW	packages/app/src/__tests__/SessionSidePanel.test.tsx	95	userEmail: 'user@example.com',	CODE
LOW	packages/app/src/hooks/__tests__/useCsvExport.test.tsx	13	{ name: 'John Doe', age: 30, email: 'john@example.com' },	CODE
LOW	packages/app/src/hooks/__tests__/useCsvExport.test.tsx	31	{ Name: 'John Doe', Age: '30', 'Email Address': 'john@example.com' },	CODE
LOW	packages/api/src/routers/api/__tests__/team.int.test.ts	396	token: 'fake_token',	CODE
LOW	packages/api/src/utils/__tests__/passport.test.ts	25	const user = { _id: 'user-id', email: 'user@example.com' };	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	.github/workflows/release.yml	67	# the AI-generated root CHANGELOG.md. Capture the branch's current	COMMENT
HIGH	.github/workflows/release.yml	118	# Root changelog – write an AI-generated cross-package summary into the	COMMENT

Modern AI Meta-Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/release.yml	720	# scaffold it: a branch without a CHANGELOG.md leaves it untracked,	COMMENT
MEDIUM	.github/workflows/claude-code-review.yml	9	# deep-review (multi-agent, in production) ~22-33% recall, 6-13 agents	COMMENT
MEDIUM	.github/workflows/deep-review.yml	15	# Triggers automatically on every non-draft PR. The multi-agent fan-out is	COMMENT
MEDIUM	.github/workflows/deep-review.yml	214	# The multi-agent fan-out below is expensive. `synchronize` fires on	COMMENT

Structural Annotation Overuse5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…ages/api/src/routers/api/__tests__/sources.int.test.ts	481	// Step 1: Update the metric source (but keep it as Metric)	COMMENT
LOW	…ages/api/src/routers/api/__tests__/sources.int.test.ts	513	// Step 2: Change the source to a Log type	COMMENT
LOW	packages/otel-collector/README.md	531	### Step 1: Look up the core version	COMMENT
LOW	packages/otel-collector/README.md	541	### Step 2: Update these files	COMMENT
LOW	packages/otel-collector/README.md	579	### Step 3: Verify	COMMENT

Example Usage Blocks3 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/dev-env.sh	12	# Usage:	COMMENT
LOW	scripts/test-e2e.sh	6	# Usage:	COMMENT
LOW	packages/hdx-eval/scripts/env.sh	7	# Usage:	COMMENT

Self-Referential Comments1 hit · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.config/wt.toml	4	# This file is committed and shared with the team. It configures lifecycle	COMMENT

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	packages/app/src/timeQuery.ts	342	// TODO: Add validation UI	COMMENT
LOW	packages/app/src/timeQuery.ts	459	// TODO: Add validation UI	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…ages/api/src/routers/api/__tests__/sources.int.test.ts	481	// Step 1: Update the metric source (but keep it as Metric)	COMMENT
LOW	…ages/api/src/routers/api/__tests__/sources.int.test.ts	513	// Step 2: Change the source to a Log type	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	packages/app/.storybook/public/mockServiceWorker.js	118	async function handleRequest(event, requestId) {	CODE

hyperdxio/hyperdx

Open-Source Code Quality, Security and Technical Debt Review