1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

6.0K

Stars

Language

603.1K

Lines of Code

3.3K

Files

748

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 6.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 707 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.1/100 · LOW

Are imports declared and package/API names verified? 26 finding(s).

Agent Over-Engineering Ratio 1.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 134 finding(s).

PR Review Velocity Impact 7.2/100 · LOW

Which changes need focused human review? 748 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 11HIGH 2MEDIUM 20LOW 715

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 748 distinct pattern matches across 10 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block500 hits · 494 pts

Severity	File	Line	Snippet	Context
LOW	install.sh	1	#!/bin/sh	COMMENT
LOW	cliff.toml	41	#{ pattern = '<REPO>', replace = "https://github.com/orhun/git-cliff" },	COMMENT
LOW	ui/packages/components/src/SQLEditor/types.ts	1	import type { Cache } from './hooks/useCache';	COMMENT
LOW	…/packages/components/src/NewCodeBlock/NewCodeBlock.tsx	61	// new tab) -- e.g. turning known ID strings into links to their run/	COMMENT
LOW	…/packages/components/src/NewCodeBlock/NewCodeBlock.tsx	121		COMMENT
LOW	ui/packages/components/src/hooks/useSearchParams.ts	1	//	COMMENT
LOW	ui/packages/components/src/hooks/useCron.test.ts	141		COMMENT
LOW	…s/components/src/RunDetailsV4/utils/traceConversion.ts	581	childrenSpans: toAttemptChildren(attempts),	COMMENT
LOW	…s/dev-server-ui/src/components/Insights/CellDetail.tsx	101	// A hinted value can be the column's own whole value (a bare scalar	COMMENT
LOW	…pps/dev-server-ui/src/components/Insights/pathHints.ts	41	// Column.Hint()/knownColumn.hint(). There's no separate plain `hint`	COMMENT
LOW	…pps/dev-server-ui/src/components/Insights/jsonSpans.ts	1	// ResolvedPathSegment is one step of a concrete path into a parsed JSON	COMMENT
LOW	…pps/dev-server-ui/src/components/Insights/jsonSpans.ts	21	// valueRange (by the property's own path, not its parent's) -- the	COMMENT
LOW	ui/apps/dashboard/src/utils/analyticsEvents.ts	161	//	COMMENT
LOW	…board/src/components/SeatOverage/SeatOverageWidget.tsx	21		COMMENT
LOW	…components/NavigationV2/Announcements/announcements.ts	1	// Marketing-authored announcement cards shown in a small stack at the bottom of	COMMENT
LOW	…pps/dashboard/src/components/InsightsMetrics/colors.ts	1	// This design system's color tokens compile to CSS custom properties with	COMMENT
LOW	…rd/src/components/InsightsMetrics/useInsightsMetric.ts	21	// dedupes identical (query, variables) pairs, so multiple widgets reading	COMMENT
LOW	…dashboard/src/components/InsightsMetrics/RangePlot.tsx	1	import { useEffect, useMemo, useState } from 'react';	COMMENT
LOW	…ps/dashboard/src/components/InsightsMetrics/queries.ts	1	import { graphql } from '@/gql';	COMMENT
LOW	…rd/src/components/InsightsMetrics/CategoricalChart.tsx	21	items: InsightsMetricItem[] \| undefined;	COMMENT
LOW	…rd/src/components/InsightsMetrics/CategoricalChart.tsx	41	borderColor?: string;	COMMENT
LOW	…rd/src/components/InsightsMetrics/CategoricalChart.tsx	61	// resolving a function slug to its human-readable name. Defaults to the	COMMENT
LOW	…rd/src/components/InsightsMetrics/CategoricalChart.tsx	161	// Overrides recharts' default per-entry color (a Bar's fill) with the	COMMENT
LOW	…ashboard/src/components/InsightsMetrics/TrendChart.tsx	21		COMMENT
LOW	…ashboard/src/components/InsightsMetrics/TrendChart.tsx	41	type Props = {	COMMENT
LOW	…ashboard/src/components/InsightsMetrics/TrendChart.tsx	61	// for the fixed `series` form.	COMMENT
LOW	…ashboard/src/components/InsightsMetrics/TrendChart.tsx	81	allowDecimals?: boolean;	COMMENT
LOW	…ashboard/src/components/InsightsMetrics/TrendChart.tsx	141	key: string;	COMMENT
LOW	…ashboard/src/components/InsightsMetrics/TrendChart.tsx	361	name={s.label}	COMMENT
LOW	…shboard/src/components/InsightsMetrics/RankedTable.tsx	21	items: InsightsMetricItem[] \| undefined;	COMMENT
LOW	…shboard/src/components/InsightsMetrics/RankedTable.tsx	41	// unique within its key). Omitted entirely if not given.	COMMENT
LOW	…apps/dashboard/src/components/InsightsMetrics/types.ts	1	// Plain domain types for the insightsMetric result shapes, deliberately	COMMENT
LOW	…apps/dashboard/src/components/InsightsMetrics/types.ts	161	}	COMMENT
LOW	cmd/duckdbbench/postgres_catalog.go	21	type postgresCatalogEnv struct {	COMMENT
LOW	cmd/duckdbbench/postgres_catalog.go	81	// overrides for one openMergeBenchDB call: a fresh MetadataSchema every	COMMENT
LOW	cmd/duckdbbench/quack_catalog_bench_test.go	21	// (pkg/db/duckdb/process.go's DuckLakeOptions.QuackCatalogAddr/	COMMENT
LOW	cmd/duckdbbench/quack_catalog_bench_test.go	81	tb.Fatalf("DUCKLAKE_SELFBUILT_* path does not exist: %v", err)	COMMENT
LOW	cmd/duckdbbench/quack_catalog_bench_test.go	241	}	COMMENT
LOW	cmd/duckdbbench/merge_appender_bench_test.go	141	{Name: "started_at", Kind: driver.QuackColumnTimestampTZ},	COMMENT
LOW	cmd/duckdbbench/merge_appender_bench_test.go	201	{"flat", flatInsertAppenderBatch},	COMMENT
LOW	cmd/duckdbbench/sqlite_bench_test.go	21	// pinned build already supports it. It's otherwise a full DuckLake catalog	COMMENT
LOW	cmd/duckdbbench/sqlite_bench_test.go	121	}	COMMENT
LOW	cmd/duckdbbench/sqlite_bench_test.go	141	// writers already contend on DuckLake's own optimistic-concurrency conflicts	COMMENT
LOW	cmd/duckdbbench/merge_bench_test.go	141	}	COMMENT
LOW	cmd/duckdbbench/merge_bench_test.go	181	// mergeJSONPatchBatch upserts events the same way mergeUpsertBatch does,	COMMENT
LOW	cmd/duckdbbench/merge_bench_test.go	201	// the quack HTTP wire transport (not jsonlines-over-stdio, and not an	COMMENT
LOW	cmd/duckdbbench/merge_bench_test.go	281	// instead of one lifecycle stage sweeping the whole run range before the	COMMENT
LOW	cmd/duckdbbench/merge_bench_test.go	301	// and batches are applied in increasing tick order, so per-run write order	COMMENT
LOW	cmd/duckdbbench/merge_bench_test.go	341	}	COMMENT
LOW	cmd/duckdbbench/merge_bench_test.go	361	// generateInterleavedBatchesParallelN is generateInterleavedBatchesParallel	COMMENT
LOW	cmd/duckdbbench/merge_bench_test.go	421	// accountIDs instead of a fixed shard count), and every run in a block is	COMMENT
LOW	cmd/duckdbbench/merge_bench_test.go	481	}	COMMENT
LOW	cmd/duckdbbench/merge_bench_test.go	521	}	COMMENT
LOW	cmd/duckdbbench/merge_bench_test.go	681	// BenchmarkRunsQuery seeds every table once per benchRowCounts scale (per	COMMENT
LOW	cmd/duckdbbench/merge_bench_test.go	821	runQueryBenchmark(b, db, ctx, q.name, q.sql, nil)	COMMENT
LOW	cmd/duckdbbench/merge_bench_test.go	841	// maintenance call — a distinct operation from	COMMENT
LOW	cmd/duckdbbench/arrival_bench_test.go	21	// ticks apart and sweeping partition cardinality (benchPartitionCounts),	COMMENT
LOW	cmd/duckdbbench/arrival_bench_test.go	41	// queued-to-ended gap (see generateRandomArrivalEvents) — chosen so half of	COMMENT
LOW	cmd/duckdbbench/arrival_bench_test.go	61	// — generateRandomArrivalEvents' output, sorted and then consumed by	COMMENT
LOW	cmd/duckdbbench/arrival_bench_test.go	121		COMMENT
440 more matches not shown…

Hyper-Verbose Identifiers119 hits · 122 pts

Severity	File	Line	Snippet	Context
LOW	…packages/components/src/SchemaViewer/rows/TupleRow.tsx	55	function collectAllExpandablePaths(node: SchemaNode): string[] {	CODE
LOW	…packages/components/src/SchemaViewer/rows/TableRow.tsx	67	function collectAllExpandablePaths(node: SchemaNode): string[] {	CODE
LOW	ui/packages/components/src/SchemaViewer/rows/utils.ts	6	export function collectAllExpandablePaths(node: SchemaNode): string[] {	CODE
LOW⚡	…packages/components/src/SchemaViewer/transform/node.ts	54	function selectFirstStructuralSchema(schemas: JSONSchema[]): JSONSchema \| undefined {	CODE
LOW⚡	…packages/components/src/SchemaViewer/transform/node.ts	63	function selectFirstScalarExcludingNull(schemas: JSONSchema[]): JSONSchema \| undefined {	CODE
LOW⚡	…packages/components/src/SchemaViewer/transform/node.ts	67	function isScalarExcludingNullSchema(schema: JSONSchema): boolean {	CODE
LOW	…/packages/components/src/NewCodeBlock/NewCodeBlock.tsx	137	function applyMonacoLinkDecorations(	CODE
LOW	ui/packages/components/src/Resizable/split.ts	18	export function computeSplitPercentageFromEvent(	CODE
LOW	ui/packages/components/src/Resizable/split.ts	114	export function initializeSplitFromStorage(	CODE
LOW	ui/packages/components/src/RunDetailsV4/TimelineBar.tsx	544	function ExperimentHoverCardContent({	CODE
LOW	ui/packages/components/src/RunDetailsV4/Timeline.tsx	321	function generateRunInngestSegments(	CODE
LOW	…s/components/src/RunDetailsV4/utils/traceConversion.ts	215	function getHTTPTimingFromMetadata(metadata?: SpanMetadata[]): HTTPTimingBreakdownData \| null {	CODE
LOW	ui/packages/components/src/Select/Select.stories.tsx	79	function SelectWithSearchInputRender() {	CODE
LOW	…ts/src/FeatureEmptyState/ExperimentsEmptyStateView.tsx	22	export function ExperimentsEmptyStateView(props: ExperimentsEmptyStateViewProps) {	CODE
LOW	…dev-server-ui/src/components/Insights/InsightsPage.tsx	98	function getNewActiveTabAfterClose(	CODE
LOW	…components/Function/FunctionConfigurationContainer.tsx	21	export function FunctionConfigurationContainer({	CODE
LOW	ui/apps/dev-server-ui/src/routes/__root.tsx	66	function isMonacoLoaderCancelation(reason: unknown): boolean {	CODE
LOW	ui/apps/dashboard/src/utils/environments.ts	68	export function getSortedBranchEnvironments(	CODE
LOW	ui/apps/dashboard/src/utils/environments.ts	105	export function getRecentBranchEnvironments(	CODE
LOW	ui/apps/dashboard/src/utils/environments.ts	113	export function getNonRecentBranchEnvironments(	CODE
LOW	ui/apps/dashboard/src/utils/analyticsEvents.ts	136	export function trackAssistantActionPerformed({	CODE
LOW⚡	ui/apps/dashboard/src/utils/analyticsEvents.ts	308	export function trackEmptyStatePromptCopied({	CODE
LOW⚡	ui/apps/dashboard/src/utils/analyticsEvents.ts	316	export function trackEmptyStateExampleCopied({	CODE
LOW⚡	ui/apps/dashboard/src/utils/analyticsEvents.ts	324	export function trackEmptyStateUpgradeClicked({	CODE
LOW⚡	ui/apps/dashboard/src/utils/analyticsEvents.ts	332	export function trackEmptyStateDocsLinkOpened({	CODE
LOW	ui/apps/dashboard/src/utils/analyticsEvents.ts	388	export function trackScoringWeightUpdated({	CODE
LOW	…nents/Insights/InsightsTabManager/InsightsTabsList.tsx	32	function getTabsWithUnsavedChanges(	CODE
LOW	…nts/Insights/InsightsTabManager/InsightsTabManager.tsx	501	function InsightsTabManagerInternal({	CODE
LOW	…nts/Insights/InsightsTabManager/InsightsTabManager.tsx	586	function getNewActiveTabAfterClose(	CODE
LOW	…sTabPanelTemplatesTab/InsightsTabPanelTemplatesTab.tsx	33	export function InsightsTabPanelTemplatesTab() {	CODE
LOW	…PanelTemplatesTab/InsightsTabPanelTemplatesTabGrid.tsx	11	export function InsightsTabPanelTemplatesTabGrid() {	CODE
LOW	…PanelTemplatesTab/InsightsTabPanelTemplatesTabCard.tsx	58	export function InsightsTabPanelTemplatesTabCard({	CODE
LOW	…HelperPanel/features/SchemaExplorer/useSchemasInUse.ts	72	function makeMapOfEventNameToSchema(	CODE
LOW	…anel/features/SchemaExplorer/SchemasContext/queries.ts	9	export function buildSchemaEntriesFromQueryData(	CODE
LOW	…anel/features/SchemaExplorer/SchemasContext/queries.ts	30	export function buildEntryFromLatestSchema(	CODE
LOW	…ghtsHelperPanel/features/InsightsChat/InsightsChat.tsx	40	function useRotatingLoadingMessage(isLoading: boolean): string {	CODE
LOW	…nents/Insights/InsightsDataTable/DiagnosticsBanner.tsx	177	function diagnosticIconForSeverity(	CODE
LOW	…Insights/InsightsDataTable/states/ResultsState/json.ts	1	export function getFormattedJSONObjectOrArrayString(	CODE
LOW	…sights/InsightsStateMachineContext/useFetchInsights.ts	120	function transformInsightsResponse(	CODE
LOW	…htsStateMachineContext/InsightsStateMachineContext.tsx	42	export function InsightsStateMachineContextProvider({	CODE
LOW	…htsStateMachineContext/InsightsStateMachineContext.tsx	105	export function useInsightsStateMachineContext() {	CODE
LOW	…SQLEditor/InsightsSQLEditorSavedQueryActionsButton.tsx	11	export function InsightsSQLEditorSavedQueryActionsButton({	CODE
LOW	…sightsSQLEditor/InsightsSQLEditorDownloadCSVButton.tsx	17	export function InsightsSQLEditorDownloadCSVButton({	CODE
LOW	…sSQLEditor/InsightsSQLEditorQueryEditHistoryButton.tsx	20	export function InsightsSQLEditorQueryEditHistoryButton({	CODE
LOW	…ghts/InsightsSQLEditor/InsightsSQLEditorQueryTitle.tsx	13	export function InsightsSQLEditorQueryTitle({	CODE
LOW	…nents/Insights/InsightsSQLEditor/InsightsSQLEditor.tsx	16	function diagnosticSeverityToMonacoSeverity(	CODE
LOW	…ts/InsightsSQLEditor/InsightsSQLEditorResultsTitle.tsx	14	export function InsightsSQLEditorResultsTitle({	CODE
LOW	…hts/InsightsSQLEditor/InsightsSQLEditorQueryButton.tsx	28	export function InsightsSQLEditorQueryButton() {	CODE
LOW	…InsightsSQLEditor/InsightsSQLEditorSaveQueryButton.tsx	20	export function InsightsSQLEditorSaveQueryButton({	CODE
LOW	…/InsightsSQLEditor/hooks/useDownloadInsightsResults.ts	175	export function useDownloadInsightsResults(	CODE
LOW	…SQLEditor/hooks/useInsightsSQLEditorOnMountCallback.ts	19	export function useInsightsSQLEditorOnMountCallback(): UseInsightsSQLEditorOnMountCallbackReturn {	CODE
LOW	…Insights/InsightsSQLEditor/actions/markTemplateVars.ts	84	function assignTemplateVarsMarkers(	CODE
LOW	…ueryHelperPanel/QueryHelperPanelCollapsibleSection.tsx	16	export function QueryHelperPanelCollapsibleSection({	CODE
LOW	…ts/QueryHelperPanel/QueryHelperPanelSectionContent.tsx	18	export function QueryHelperPanelSectionContent({	CODE
LOW	…ts/QueryHelperPanel/QueryHelperPanelSectionContent.tsx	80	function QueryHelperPanelStaticMessage({ children }: React.PropsWithChildren) {	CODE
LOW	…ights/QueryHelperPanel/QueryHelperPanelSectionItem.tsx	21	export function QueryHelperPanelSectionItem({	CODE
LOW	…ryHelperPanel/QueryHelperPanelSectionContentNoData.tsx	9	export function QueryHelperPanelSectionContentNoData({	CODE
LOW	…/dashboard/src/components/Sandboxes/SandboxMetrics.tsx	271	function UnavailableSandboxMetrics({	CODE
LOW	…shboard/src/components/OAuth/credentialEnvironments.ts	5	export function credentialEnvironmentOptions(	CODE
LOW	…/dashboard/src/components/OAuth/permissionSelection.ts	34	export function requestedPermissionLevels({	CODE
59 more matches not shown…

Hallucination Indicators11 hits · 110 pts

Severity	File	Line	Snippet	Context
CRITICAL	ui/apps/dashboard/src/queries/functions.ts	137	functions: res.data.workspace.workflows.data.map((fn) => {	CODE
CRITICAL	ui/apps/dashboard/src/queries/functions.ts	337	functions: res.data.workspace.workflows.data.map((fn) => {	CODE
CRITICAL	ui/apps/support/src/data/plain.ts	1010	threadRes.data.thread.customer.email.email.toLowerCase() !==	CODE
CRITICAL	ui/apps/support/src/data/plain.ts	1362	threadRes.data.thread.customer.email.email.toLowerCase() !==	CODE
CRITICAL	ui/apps/support/src/routes/_authed/case.$ticketId.tsx	551	!entry.node.actor.customer.email.email.match(	CODE
CRITICAL	pkg/devserver/service.go	442	d.Opts.Config.EventStream.Service.TopicName(),	CODE
CRITICAL	pkg/devserver/devserver.go	630	EventTopic: opts.Config.EventStream.Service.Concrete.TopicName(),	CODE
CRITICAL	pkg/devserver/devserver.go	653	executor.WithInvokeFailHandler(getInvokeFailHandler(ctx, pb, opts.Config.EventStream.Service.Concrete.TopicName())),	CODE
CRITICAL	pkg/devserver/devserver.go	654	executor.WithInvokeEventHandler(getInvokeEventHandler(ctx, pb, opts.Config.EventStream.Service.Concrete.TopicName())),	CODE
CRITICAL	pkg/execution/runner/runner.go	178	s.state, err = s.config.State.Service.Concrete.SingleClusterManager(ctx, nil)	CODE
CRITICAL	pkg/execution/executor/service.go	190	topicName := s.config.EventStream.Service.Concrete.TopicName()	CODE

Structural Annotation Overuse41 hits · 71 pts

Severity	File	Line	Snippet	Context
LOW	…ghts/InsightsSQLEditor/hooks/useSQLCompletionConfig.ts	70	// NOTE: This function is called from fetchWithCache in useSQLCompletions	COMMENT
LOW	cmd/internal/config/config.go	93	// Step 1: Load config file (lowest priority)	COMMENT
LOW⚡	cmd/internal/config/config.go	128	// Step 2: Load environment variables (higher priority than config files)	COMMENT
LOW⚡	cmd/internal/config/config.go	133	// Step 3: Unmarshal the final configuration	COMMENT
LOW⚡	pkg/devserver/api_test.go	784	// Step 1: SDK registers the app normally	COMMENT
LOW⚡	pkg/devserver/api_test.go	794	// Step 2: Simulate the UI "Add App" flow (CreateApp mutation).	COMMENT
LOW⚡	pkg/devserver/api_test.go	813	// Step 3: SDK re-registers with the same request (same checksum).	COMMENT
LOW⚡	pkg/devserver/api_test.go	818	// Step 4: Assert that the placeholder was cleaned up.	COMMENT
LOW⚡	pkg/devserver/api_test.go	849	// Step 2: SDK registers (first time — placeholder has no name, so cleanup works)	COMMENT
LOW⚡	pkg/devserver/api_test.go	859	// Step 3: Simulate a server restart where pollSDKs recreates the placeholder	COMMENT
LOW⚡	pkg/devserver/api_test.go	876	// Step 4: SDK re-registers with the same checksum	COMMENT
LOW⚡	pkg/devserver/api_test.go	880	// Step 5: Assert that the placeholder was cleaned up	COMMENT
LOW	pkg/devserver/api_test.go	837	// Step 1: Simulate the `-u` flag creating a placeholder (pollSDKs initial loop)	COMMENT
LOW	pkg/devserver/api_test.go	901	// Step 1: User adds "http://myhost/api/inngest" via UI (no port).	COMMENT
LOW	pkg/devserver/api_test.go	915	// Step 2: SDK registers with the explicit default port in its URL.	COMMENT
LOW	pkg/execution/debounce/debounce.go	977	// NOTE: This function has a deadline to complete. If this fn doesn't complete within the deadline,	COMMENT
LOW⚡	pkg/execution/queue/constraints_test.go	967	// Step 1: Generate constraint items from the backlog	COMMENT
LOW⚡	pkg/execution/queue/constraints_test.go	970	// Step 2: Filter the constraint items to find the ones that would be limiting	COMMENT
LOW⚡	pkg/execution/queue/constraints_test.go	1040	// Step 3: Convert the limiting constraints back to a queue constraint	COMMENT
LOW⚡	pkg/execution/queue/constraints_test.go	1043	// Step 4: Verify the round trip matches expectations	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	111	// Step 6: Release first lease	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	120	// Step 7: Check capacity increased after release	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	132	// Step 8: Release second lease	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	141	// Step 9: Verify full capacity restored	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	243	// Step 4: Advance time to allow rate limit recovery (emission interval = 60/5 = 12 seconds)	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	247	// Step 5: Try acquisition again after time advancement	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	437	// Step 1: First acquire with idempotency key	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	447	// Step 2: Repeat same acquire with same idempotency key	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	458	// Step 3: Test idempotent release	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	467	// Step 4: Repeat same release	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	477	// Step 5: Test idempotent extend	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	40	// Step 1: Check capacity before acquisition	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	53	// Step 2: Acquire 2 leases	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	75	// Step 3: Check remaining capacity	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	87	// Step 4: Extend the first lease	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	99	// Step 5: Check capacity is still correct after extension	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	181	// Step 1: Check initial capacity	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	195	// Step 2: Acquire multiple leases to consume burst capacity	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	218	// Step 3: Try immediate acquisition (should be rate limited)	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	269	// Step 6: Release all leases and verify state	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	488	// Step 6: Repeat same extend	COMMENT

Verbosity Indicators41 hits · 70 pts

Severity	File	Line	Snippet	Context
LOW	cmd/internal/config/config.go	93	// Step 1: Load config file (lowest priority)	COMMENT
LOW⚡	cmd/internal/config/config.go	128	// Step 2: Load environment variables (higher priority than config files)	COMMENT
LOW⚡	cmd/internal/config/config.go	133	// Step 3: Unmarshal the final configuration	COMMENT
LOW⚡	pkg/devserver/api_test.go	784	// Step 1: SDK registers the app normally	COMMENT
LOW⚡	pkg/devserver/api_test.go	794	// Step 2: Simulate the UI "Add App" flow (CreateApp mutation).	COMMENT
LOW⚡	pkg/devserver/api_test.go	813	// Step 3: SDK re-registers with the same request (same checksum).	COMMENT
LOW⚡	pkg/devserver/api_test.go	818	// Step 4: Assert that the placeholder was cleaned up.	COMMENT
LOW⚡	pkg/devserver/api_test.go	849	// Step 2: SDK registers (first time — placeholder has no name, so cleanup works)	COMMENT
LOW⚡	pkg/devserver/api_test.go	859	// Step 3: Simulate a server restart where pollSDKs recreates the placeholder	COMMENT
LOW⚡	pkg/devserver/api_test.go	876	// Step 4: SDK re-registers with the same checksum	COMMENT
LOW⚡	pkg/devserver/api_test.go	880	// Step 5: Assert that the placeholder was cleaned up	COMMENT
LOW	pkg/devserver/api_test.go	837	// Step 1: Simulate the `-u` flag creating a placeholder (pollSDKs initial loop)	COMMENT
LOW	pkg/devserver/api_test.go	901	// Step 1: User adds "http://myhost/api/inngest" via UI (no port).	COMMENT
LOW	pkg/devserver/api_test.go	915	// Step 2: SDK registers with the explicit default port in its URL.	COMMENT
LOW⚡	pkg/execution/queue/constraints_test.go	967	// Step 1: Generate constraint items from the backlog	COMMENT
LOW⚡	pkg/execution/queue/constraints_test.go	970	// Step 2: Filter the constraint items to find the ones that would be limiting	COMMENT
LOW⚡	pkg/execution/queue/constraints_test.go	1040	// Step 3: Convert the limiting constraints back to a queue constraint	COMMENT
LOW⚡	pkg/execution/queue/constraints_test.go	1043	// Step 4: Verify the round trip matches expectations	COMMENT
LOW	pkg/execution/queue/lease_item.go	109	// Before we can do any work on the queue item, we need to check if all the constraints have capacity.	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	111	// Step 6: Release first lease	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	120	// Step 7: Check capacity increased after release	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	132	// Step 8: Release second lease	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	141	// Step 9: Verify full capacity restored	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	243	// Step 4: Advance time to allow rate limit recovery (emission interval = 60/5 = 12 seconds)	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	247	// Step 5: Try acquisition again after time advancement	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	437	// Step 1: First acquire with idempotency key	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	447	// Step 2: Repeat same acquire with same idempotency key	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	458	// Step 3: Test idempotent release	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	467	// Step 4: Repeat same release	COMMENT
LOW⚡	pkg/constraintapi/lease_lifecycle_test.go	477	// Step 5: Test idempotent extend	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	40	// Step 1: Check capacity before acquisition	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	53	// Step 2: Acquire 2 leases	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	75	// Step 3: Check remaining capacity	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	87	// Step 4: Extend the first lease	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	99	// Step 5: Check capacity is still correct after extension	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	181	// Step 1: Check initial capacity	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	195	// Step 2: Acquire multiple leases to consume burst capacity	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	218	// Step 3: Try immediate acquisition (should be rate limited)	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	269	// Step 6: Release all leases and verify state	COMMENT
LOW	pkg/constraintapi/lease_lifecycle_test.go	488	// Step 6: Repeat same extend	COMMENT
LOW	pkg/connect/state/lua/extend_lease.lua	56	-- If we have limited capacity, we track requests and we need to check if the request is still assigned to the worker.	CODE

Decorative Section Separators15 hits · 45 pts

Severity	File	Line	Snippet	Context
MEDIUM	pkg/expressions/unknown_test.go	25	// ── Equals ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	pkg/expressions/unknown_test.go	51	// ── NotEquals ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	pkg/expressions/unknown_test.go	77	// ── Less / LessEquals — direction matters ─────────────────────────────────	COMMENT
MEDIUM	pkg/expressions/unknown_test.go	111	// ── Greater / GreaterEquals — direction matters ───────────────────────────	COMMENT
MEDIUM	pkg/expressions/unknown_test.go	138	// ── Add with unknown ──────────────────────────────────────────────────────	COMMENT
MEDIUM	pkg/expressions/unknown_test.go	160	// ── size on unknown ───────────────────────────────────────────────────────	COMMENT
MEDIUM	pkg/expressions/unknown_test.go	180	// ── @in with unknown (default branch) ─────────────────────────────────────	COMMENT
MEDIUM	pkg/expressions/unknown_test.go	300	// ── Equals with explicit null ─────────────────────────────────────────────	COMMENT
MEDIUM	pkg/expressions/unknown_test.go	314	// ── NotEquals with explicit null ──────────────────────────────────────────	COMMENT
MEDIUM	pkg/expressions/unknown_test.go	328	// ── null < "string" — ZeroValArgs with string zero value ────────────────────	COMMENT
MEDIUM	pkg/expressions/unknown_test.go	344	// ── null compared with uint — zeroVal "uint" branch ─────────────────────────	COMMENT
MEDIUM	pkg/expressions/unknown_test.go	352	// ── Less/Greater with null literal — ZeroValArgs replaces null with 0 ─────	COMMENT
MEDIUM	pkg/expressions/unknown_test.go	402	// ── Null field values from activation ─────────────────────────────────────	COMMENT
MEDIUM	pkg/expressions/unknown_test.go	443	// ── Logical OR: returns first truthy, or last value if all falsy ───────────	COMMENT
MEDIUM	pkg/expressions/unknown_test.go	544	// ── Logical AND: returns first falsy, or last value if all truthy ──────────	COMMENT

AI Slop Vocabulary5 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	…shboard/src/components/Sessions/SessionsEmptyState.tsx	24	const PROMPT = `Read the docs about Inngest's sessions @https://www.inngest.com/docs/features/events-triggers/sessions a	CODE
MEDIUM	…rd/src/components/InsightsMetrics/CategoricalChart.tsx	518	// Absolutely positioned into the plot's own bottom-left corner —	COMMENT
MEDIUM	pkg/execution/driver/httpdriver/dnscache/dnscache.go	328	// should this utilize singleflight to reduce map lookups?	COMMENT
MEDIUM	pkg/execution/queue/kind.go	5	// Essentially a status that represents the backlog.	COMMENT
MEDIUM	pkg/execution/queue/backlog_normalization.go	185	// utilize	COMMENT

Fake / Example Data13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	…packages/components/src/RunDetailsV4/Timeline.test.tsx	74	orgName: 'Acme Corp',	CODE
LOW	…packages/components/src/RunDetailsV4/Timeline.test.tsx	193	orgName: 'Acme Corp',	CODE
LOW	…kages/components/src/RunDetailsV4/TimelineBar.test.tsx	204	render(<TimelineBar {...defaultProps} style="timing.server" orgName="Acme Corp" />, {	CODE
LOW	…ponents/src/RunDetailsV4/utils/traceConversion.test.ts	54	const result = traceToTimelineData(trace, { runID: 'run-1', orgName: 'Acme Corp' });	CODE
LOW	…ponents/src/RunDetailsV4/utils/traceConversion.test.ts	56	expect(result.orgName).toBe('Acme Corp');	CODE
LOW	docs/api_v2_examples.json	365	"email": "user@example.com",	CODE
LOW	docs/api-docs/src/lib/openapi-curl.ts	195	if (schema.format === 'email') return 'user@example.com';	CODE
LOW	pkg/api/v2/README.md	1096	"email": "user@example.com"	CODE
LOW	pkg/connect/auth/jwt_test.go	60	ID: "fake-token",	CODE
LOW	pkg/connect/auth/jwt_test.go	85	ID: "fake-token",	CODE
LOW	pkg/connect/auth/jwt_test.go	110	ID: "fake-token",	CODE
LOW	pkg/connect/auth/jwt_test.go	133	ID: "fake-token",	CODE
LOW	pkg/connect/auth/jwt_test.go	160	ID: "fake-token",	CODE

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	ui/packages/components/src/MCP/Setup.tsx	178	code={`export ${bearerTokenEnvVar}=<your-api-key>`}	CODE
HIGH	docs/api-docs/src/lib/openapi-curl.ts	135	return `${scheme.name}: YOUR_API_KEY`;	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	pkg/duckdb/tracing/tracing.go	57	// TODO: implement this somehow	COMMENT

inngest/inngest

Open-Source Code Quality, Security and Technical Debt Review