1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

3.0K

Stars

Language

739.9K

Lines of Code

4.7K

Files

1.2K

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 8.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1182 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 27 finding(s).

Agent Over-Engineering Ratio 5.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 853 finding(s).

PR Review Velocity Impact 9.7/100 · LOW

Which changes need focused human review? 1228 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 3HIGH 10MEDIUM 105LOW 1110

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 1228 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.

Hyper-Verbose Identifiers834 hits · 764 pts

Severity	File	Line	Snippet	Context
LOW	web-local/tests/rill-yaml.spec.ts	5	async function expectRillYAMLToContainOlapConnector(page: Page, text: string) {	CODE
LOW	web-local/tests/connectors/clickhouse-connector.spec.ts	410	async function enterClickhouseCredentials(	CODE
LOW	web-local/tests/connectors/clickhouse-connector.spec.ts	496	async function selectAdImpressionsAndSubmit(page: Page, connectorName: string) {	CODE
LOW	web-local/tests/utils/commonHelpers.ts	5	export async function openFileNavEntryContextMenu(	CODE
LOW	web-local/tests/utils/metricsViewHelpers.ts	5	export async function createMetricsViewFromSource(	CODE
LOW	web-local/tests/utils/metricsViewHelpers.ts	13	export async function createMetricsViewFromModel(	CODE
LOW	web-local/tests/utils/dataSpecifcHelpers.ts	70	export function interceptTimeseriesResponse(	CODE
LOW	web-local/tests/utils/dataSpecifcHelpers.ts	113	export async function assertTimeseriesChartRendered(page: Page) {	CODE
LOW	…tests/explores/dimension-and-measure-selection.spec.ts	27	async function toggleVisibleDimensionItem(page, itemName: string) {	CODE
LOW⚡	web-local/src/features/tables/LocalProjectTables.svelte	159	function handleViewPartitionsClick(resource: V1Resource) {	CODE
LOW⚡	web-local/src/features/tables/LocalProjectTables.svelte	164	function handleRefreshErroredClick(resource: V1Resource) {	CODE
LOW⚡	web-local/src/features/tables/LocalProjectTables.svelte	170	function handleIncrementalRefreshClick(resource: V1Resource) {	CODE
LOW	web-local/src/lib/time-ranges-test.ts	104	export function generateStartingAndEndingTests(metadata: TimeMetadata) {	CODE
LOW	web-local/src/lib/time-ranges-test.ts	216	function generateCurrentAndPreviousPeriods(metadata: TimeMetadata) {	CODE
LOW	web-local/src/lib/time-ranges-test.ts	299	function generateFirstNPeriodTests(metadata: TimeMetadata, n: number = 3) {	CODE
LOW	web-local/src/lib/time-ranges-test.ts	464	export function generateIntervalTestCases(reference: DateTime): Test[] {	CODE
LOW	web-local/src/routes/status/resources/+page.svelte	79	function refreshAllSourcesAndModels() {	CODE
LOW	docs/src/theme/NavbarItem/DropdownNavbarItem.js	12	export default function DropdownNavbarItemWrapper(props) {	CODE
LOW	web-common/tailwind.config.ts	7	function generateTailwindVariables() {	CODE
LOW	web-common/tests/web-admin-client.mock.ts	4	export function getAdminServiceListBookmarksQueryOptions() {	CODE
LOW	web-common/tests/utils/explore-interactions.ts	4	export async function interactWithTimeRangeMenu(	CODE
LOW	web-common/src/layout/config.ts	31	export function collapseInspectorCTAButton(width) {	CODE
LOW	web-common/src/features/connectors/connectors-utils.ts	6	export function makeFullyQualifiedTableName(	CODE
LOW	web-common/src/features/connectors/connectors-utils.ts	37	export function makeSufficientlyQualifiedTableName(	CODE
LOW	web-common/src/features/connectors/connectors-utils.ts	198	export function getDriverNameForConnector(connectorName: string): string {	CODE
LOW	web-common/src/features/connectors/selectors.ts	28	function createModelingSupportQueryOptions(	CODE
LOW	web-common/src/features/connectors/selectors.ts	80	export function useIsModelingSupportedForConnectorOLAP(	CODE
LOW	web-common/src/features/connectors/selectors.ts	87	export function useIsModelingSupportedForDefaultOlapDriverOLAP(	CODE
LOW	web-common/src/features/connectors/selectors.ts	278	export function getAnalyzedConnectorByName(	CODE
LOW	web-common/src/features/connectors/code-utils.ts	324	export async function updateRillYAMLWithOlapConnector(	CODE
LOW	web-common/src/features/connectors/code-utils.ts	346	export function replaceOlapConnectorInYAML(	CODE
LOW	web-common/src/features/connectors/code-utils.ts	359	export function maybeUnsetOlapConnectorInYaml(	CODE
LOW	web-common/src/features/connectors/code-utils.ts	371	export async function updateRillYAMLWithAiConnector(	CODE
LOW	…src/features/connectors/explorer/TableMenuItems.svelte	52	async function handleCreateModelFromTable() {	CODE
LOW	…ommon/src/features/entity-management/entity-mappers.ts	22	export function getFilePathFromNameAndType(	CODE
LOW	…ommon/src/features/entity-management/entity-mappers.ts	45	export function getFileAPIPathFromNameAndType(	CODE
LOW	…ommon/src/features/entity-management/project-parser.ts	42	export async function waitForProjectParserVersion(	CODE
LOW	…ommon/src/features/entity-management/file-selectors.ts	80	export function useFileNamesInDirectorySelector(	CODE
LOW	…ommon/src/features/entity-management/file-selectors.ts	121	export function useDirectoryNamesInDirectory(	CODE
LOW	…ommon/src/features/entity-management/file-selectors.ts	143	export function useDirectoryNamesInDirectorySelector(	CODE
LOW	…mon/src/features/entity-management/edit-environment.ts	12	export function setRuntimeEditEnvironment(env: RuntimeEditEnvironment) {	CODE
LOW	…mon/src/features/entity-management/edit-environment.ts	19	export function isCloudRuntimeEditEnvironment() {	CODE
LOW	…b-common/src/features/entity-management/error-utils.ts	14	export function createRootCauseErrorQuery(	CODE
LOW	…b-common/src/features/entity-management/error-utils.ts	42	export function resolveRootCauseErrorMessage(	CODE
LOW	…n/src/features/entity-management/resource-selectors.ts	251	export function useClientFilteredResources(	CODE
LOW	…n/src/features/entity-management/resource-selectors.ts	274	export function getClientFilteredResourcesQueryOptions(	CODE
LOW	…n/src/features/entity-management/resource-selectors.ts	350	export function getMetricsViewAndExploreSpecsQueryOptions(	CODE
LOW	…/src/features/entity-management/infer-resource-kind.ts	54	function findResourceKindInFilePath(filePath: string): ResourceKind \| null {	CODE
LOW	…mmon/src/features/entity-management/file-path-utils.ts	42	export function splitFolderFileNameAndExtension(	CODE
LOW	…common/src/features/entity-management/add/new-files.ts	21	export async function createResourceAndNavigate(	CODE
LOW	…common/src/features/entity-management/add/new-files.ts	67	export function getPathForNewResourceFile(	CODE
LOW	…common/src/features/entity-management/add/new-files.ts	173	export function getBaseNameForNewResourceFile(	CODE
LOW	…common/src/features/entity-management/add/new-files.ts	187	export function generateBlobForNewResourceFile(	CODE
LOW	…common/src/features/entity-management/add/selectors.ts	14	export function getConnectorsWithImportSupport(runtimeClient: RuntimeClient) {	CODE
LOW	…common/src/features/entity-management/add/selectors.ts	34	export function getConnectorsWithMetricsViewSupport(	CODE
LOW	…mmon/src/features/entity-management/actions/actions.ts	35	export async function runtimeServicePutFileAndWaitForReconciliation(	CODE
LOW	…mmon/src/features/entity-management/actions/actions.ts	58	export async function waitForResourceReconciliation(	CODE
LOW	web-common/src/features/custom-viz/test-args.ts	38	export function fetchDimensionValueCounts(	CODE
LOW	web-common/src/features/custom-viz/params.ts	540	export function substituteArgsRecursively(	CODE
LOW	…b-common/src/features/custom-viz/component-ai-agent.ts	17	export function clearComponentFileConversation(filePath: string): void {	CODE
774 more matches not shown…

AI Slop Vocabulary77 hits · 148 pts

Severity	File	Line	Snippet	Context
MEDIUM	runtime/connections.go	48	// Many code paths around connection acquisition leverage caches that won't actually touch the ctx.	COMMENT
MEDIUM	runtime/ai/evals/InvalidDefaultOLAP.completions.yaml	28	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/InvalidDefaultOLAP.completions.yaml	64	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/InvalidDefaultOLAP.completions.yaml	109	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/InvalidDefaultOLAP.completions.yaml	112	content: "# Instructions for developing `rill.yaml`\n\n## Introduction\n\n`rill.yaml` is a required configuration	CODE
MEDIUM	runtime/ai/evals/InvalidDefaultOLAP.completions.yaml	147	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/InvalidDefaultOLAP.completions.yaml	150	content: "# Instructions for developing `rill.yaml`\n\n## Introduction\n\n`rill.yaml` is a required configuration	CODE
MEDIUM	runtime/ai/evals/InvalidDefaultOLAP.completions.yaml	194	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/InvalidDefaultOLAP.completions.yaml	197	content: "# Instructions for developing `rill.yaml`\n\n## Introduction\n\n`rill.yaml` is a required configuration	CODE
MEDIUM	runtime/ai/evals/InvalidDefaultOLAP.completions.yaml	255	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/InvalidDefaultOLAP.completions.yaml	309	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/S3Introspection.completions.yaml	5	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/S3Introspection.completions.yaml	46	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/S3Introspection.completions.yaml	100	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/S3Introspection.completions.yaml	163	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/S3Introspection.completions.yaml	235	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/MemoryLimitEval.completions.yaml	28	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/MemoryLimitEval.completions.yaml	121	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	28	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	64	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	1663	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3283	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3328	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3331	content: "# Instructions for developing `rill.yaml`\n\n## Introduction\n\n`rill.yaml` is a required configuration	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3362	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3365	content: "# Instructions for developing `rill.yaml`\n\n## Introduction\n\n`rill.yaml` is a required configuration	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3405	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3408	content: "# Instructions for developing `rill.yaml`\n\n## Introduction\n\n`rill.yaml` is a required configuration	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3460	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3514	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3577	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3649	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3730	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3733	content: "# Instructions for developing a metrics view in Rill\n\n## Introduction\n\nMetrics views are resources t	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3775	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3778	content: "# Instructions for developing a metrics view in Rill\n\n## Introduction\n\nMetrics views are resources t	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3829	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3832	content: "# Instructions for developing a metrics view in Rill\n\n## Introduction\n\nMetrics views are resources t	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	3932	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	4022	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	4464	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	4921	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	5020	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	5122	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	5224	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/ClickhousePlayground.completions.yaml	5326	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM⚡	runtime/ai/evals/DeveloperShopify.completions.yaml	64	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM⚡	runtime/ai/evals/DeveloperShopify.completions.yaml	125	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/DeveloperShopify.completions.yaml	28	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/DeveloperShopify.completions.yaml	202	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/DeveloperShopify.completions.yaml	247	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/DeveloperShopify.completions.yaml	250	content: "# Instructions for developing a metrics view in Rill\n\n## Introduction\n\nMetrics views are resources t	CODE
MEDIUM	runtime/ai/evals/DeveloperShopify.completions.yaml	294	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/DeveloperShopify.completions.yaml	297	content: "# Instructions for developing a metrics view in Rill\n\n## Introduction\n\nMetrics views are resources t	CODE
MEDIUM	runtime/ai/evals/DeveloperShopify.completions.yaml	364	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/DeveloperShopify.completions.yaml	418	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/DeveloperShopify.completions.yaml	481	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/DeveloperShopify.completions.yaml	553	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/DeveloperShopify.completions.yaml	999	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
MEDIUM	runtime/ai/evals/DeveloperShopify.completions.yaml	1454	content: "# Instructions for developing a Rill project\n\nThis document is intended for data engineering agents sp	CODE
17 more matches not shown…

Over-Commented Block151 hits · 136 pts

Severity	File	Line	Snippet	Context
LOW	netlify.toml	1	# This should be used for docs also	COMMENT
LOW	runtime/query.go	41	// IncludeHeader indicates whether to include a header with metadata in the export.	COMMENT
LOW	runtime/health.go	21	// The information about OLAP and metrics views is cached in the catalog.	COMMENT
LOW	runtime/resolver.go	41	Close() error	COMMENT
LOW	runtime/drivers/models.go	61	// ModelExecuteOptions are options passed to a model executor's Execute function.	COMMENT
LOW	runtime/drivers/drivers.go	121	// An object store can store, list and retrieve files on a remote server.	COMMENT
LOW	runtime/drivers/catalog.go	81	}	COMMENT
LOW	runtime/drivers/registry.go	41	// Driver name for the AI service (optional)	COMMENT
LOW	runtime/drivers/registry.go	81	// It is configured by parsing instance variables prefixed with "rill.".	COMMENT
LOW	runtime/drivers/registry.go	101	// MetricsComparisonsExact indicates whether to rewrite metrics comparison queries to approximately correct queries.	COMMENT
LOW	runtime/drivers/registry.go	121	MetricsDruidMVDFilteredSearch bool `mapstructure:"rill.metrics.druid_mvd_filtered_search"`	COMMENT
LOW	runtime/drivers/repo.go	41	Hash(ctx context.Context, paths []string) (string, error)	COMMENT
LOW	runtime/drivers/repo.go	61	// Status returns the current status of the repository.	COMMENT
LOW	runtime/drivers/olap.go	41	// The result MUST be closed after use.	COMMENT
LOW	runtime/drivers/olap.go	61	Args []any	COMMENT
LOW	runtime/drivers/clickhouse/clickhouse.go	161	Port int `mapstructure:"port"`	COMMENT
LOW	runtime/drivers/clickhouse/clickhouse.go	181	// QuerySettingsOverride overrides the default query settings used for OLAP SELECT queries.	COMMENT
LOW	runtime/drivers/clickhouse/clickhouse.go	421		COMMENT
LOW	runtime/drivers/clickhouse/model_manager.go	21	type ModelOutputProperties struct {	COMMENT
LOW	runtime/drivers/clickhouse/model_manager.go	41	// ENGINE = MergeTree	COMMENT
LOW	runtime/drivers/clickhouse/dialect_split_aggregate.go	21	"interval": true, "nanosecond": true, "microsecond": true, "millisecond": true, "second": true, "minute": true, "hour":	COMMENT
LOW	runtime/drivers/mcp/mcp.go	1	// Package mcp implements a connector driver for external MCP (Model Context Protocol) servers.	COMMENT
LOW	runtime/drivers/sqlite/backups.go	61	)	COMMENT
LOW	runtime/drivers/sqlite/restore.go	21	// It needs to accommodate downloading a snapshot of up to backupMaxSizeBytes, hence the generous bound.	COMMENT
LOW	runtime/drivers/sqlite/restore.go	61		COMMENT
LOW	runtime/drivers/duckdb/config.go	41	// CreateSecretsFromConnectors is list of connector names to create temporary secrets for before executing models.	COMMENT
LOW	runtime/drivers/duckdb/information_schema.go	421	}	COMMENT
LOW	runtime/drivers/duckdb/duckdb.go	301	config *config	COMMENT
LOW	runtime/drivers/starrocks/starrocks.go	121	// NOTE: TimeZone configuration is not supported for StarRocks.	COMMENT
LOW	runtime/metricsview/metricssql/parser.go	21	)	COMMENT
LOW	runtime/metricsview/executor/executor_rewrite_rollup.go	41	const (	COMMENT
LOW	runtime/metricsview/executor/executor_rewrite_rollup.go	61	// computes (ComparisonValue / ComparisonDelta / ComparisonRatio / ComparisonTime), which are	COMMENT
LOW	…ecutor/executor_rewrite_druid_mvd_filtered_group_by.go	21	// Does not occur from the UI, which ANDs its per-dimension filters.	COMMENT
LOW	runtime/queries/metricsview_comparison_toplist_test.go	261	})	COMMENT
LOW	runtime/queries/metricsview_comparison_toplist_test.go	281	// Name: "m1",	COMMENT
LOW	runtime/queries/metricsview_comparison_toplist_test.go	361	s += fmt.Sprintf("%.2f ", m.DeltaAbs.GetNumberValue())	COMMENT
LOW	runtime/queries/metricsview_comparison_toplist_test.go	381	// Name: "m1",	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	1321	//	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	2721	// {	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	2741	// },	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	2761	// Having: expressionpb.Gt("measure_0__p", 0.0),	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	2781	// Start: timestamppb.New(time.Date(2022, 1, 1, 0, 0, 0, 0, time.UTC)),	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	2801	// fmt.Printf("\n")	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	3921	// MetricsViewName: "ad_bids_metrics",	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	3941	// Filter: &runtimev1.Expression{	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	3961	// },	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	3981	// ComparisonTimeRange: &runtimev1.TimeRange{	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	4001	// for _, sf := range q.Result.Schema.Fields {	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	4021		COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	4041	// },	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	4061	// Ident: "dom",	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	4081	// {	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	4101	// },	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	4121	// for _, sf := range q.Result.Schema.Fields {	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	4141	// func TestMetricsViewsAggregation_comparison_measure_filter_with_having(t *testing.T) {	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	4161	// TimeGrain: runtimev1.TimeGrain_TIME_GRAIN_YEAR,	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	4181	// {	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	4201	// Having: expressionpb.Gt("m1", 0.0),	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	4221	// Start: timestamppb.New(time.Date(2022, 1, 1, 0, 0, 0, 0, time.UTC)),	COMMENT
LOW	runtime/queries/metricsview_aggregation_test.go	4241	//	COMMENT
91 more matches not shown…

Structural Annotation Overuse65 hits · 99 pts

Severity	File	Line	Snippet	Context
LOW	runtime/server/canvases_test.go	678	// Step 1: Get canvas with unresolved templates	COMMENT
LOW	runtime/server/canvases_test.go	699	// Step 4: Get formatted value using format tokens	COMMENT
LOW	runtime/server/canvases_test.go	783	// Step 1: Resolve the canvas	COMMENT
LOW⚡	runtime/server/canvases_test.go	815	// Step 2: Resolve markdown template WITHOUT additional time range	COMMENT
LOW⚡	runtime/server/canvases_test.go	824	// Step 3: Test with a WHERE clause to verify additional time range works	COMMENT
LOW	runtime/server/canvases_test.go	837	// Step 4: Resolve with format tokens enabled	COMMENT
LOW	runtime/server/canvases_test.go	849	// Step 5: Verify multiple metrics_sql calls in one template	COMMENT
LOW⚡	runtime/ai/instructions/data/resources/theme.md	193	### Step 1: Extract the brand palette	COMMENT
LOW⚡	runtime/ai/instructions/data/resources/theme.md	203	### Step 2: Build the light theme	COMMENT
LOW⚡	runtime/ai/instructions/data/resources/theme.md	209	### Step 3: Adapt the dark theme (do not just copy light)	COMMENT
LOW	docs/docs/developers/tutorials/openrtb-analytics.md	15	## Step 1: Clone the Project	COMMENT
LOW	docs/docs/developers/tutorials/openrtb-analytics.md	28	## Step 2: Project Structure	COMMENT
LOW	docs/docs/developers/tutorials/openrtb-analytics.md	51	## Step 3: Data Sources	COMMENT
LOW	docs/docs/developers/tutorials/openrtb-analytics.md	87	## Step 4: Data Models	COMMENT
LOW	docs/docs/developers/tutorials/openrtb-analytics.md	92	## Step 5: Creating your Metrics View	COMMENT
LOW	docs/docs/developers/tutorials/openrtb-analytics.md	205	## Step 6: Dashboard Exploration	COMMENT
LOW	docs/docs/developers/tutorials/setting-up-mcp.md	22	## Step 1: Access your Rill Project's AI tab.	COMMENT
LOW	docs/docs/developers/tutorials/setting-up-mcp.md	34	## Step 2: Add config.json into Client	COMMENT
LOW	docs/docs/developers/tutorials/setting-up-mcp.md	51	## Step 3: Start Querying your Agent about your Rill metrics.	COMMENT
LOW	docs/docs/developers/tutorials/setting-up-mcp.md	59	## Step 4: Agent Customization	COMMENT
LOW	docs/docs/developers/tutorials/clone-a-project.md	28	## Step 1: Clone the Repository	COMMENT
LOW	docs/docs/developers/tutorials/clone-a-project.md	48	## Step 2: Explore the Project Structure	COMMENT
LOW	docs/docs/developers/tutorials/clone-a-project.md	70	## Step 3: Set Up Environment Variables	COMMENT
LOW	docs/docs/developers/tutorials/clone-a-project.md	88	## Step 4: Check your Source YAML before starting Rill	COMMENT
LOW	docs/docs/developers/tutorials/clone-a-project.md	91	## Step 5: Start Rill Developer	COMMENT
LOW	docs/docs/developers/tutorials/clone-a-project.md	109	## Step 6: Explore the Project and Make Changes	COMMENT
LOW	…docs/developers/tutorials/cost-monitoring-analytics.md	30	## Step 1: Clone the Project	COMMENT
LOW	…docs/developers/tutorials/cost-monitoring-analytics.md	41	## Step 2: Project Structure	COMMENT
LOW	…docs/developers/tutorials/cost-monitoring-analytics.md	60	## Step 3: Data Sources	COMMENT
LOW	…docs/developers/tutorials/cost-monitoring-analytics.md	85	## Step 4: Data Models	COMMENT
LOW	…docs/developers/tutorials/cost-monitoring-analytics.md	91	## Step 5: Creating your Metrics View	COMMENT
LOW	…docs/developers/tutorials/cost-monitoring-analytics.md	189	## Step 6: Dashboard Exploration	COMMENT
LOW	docs/docs/developers/tutorials/integrating-with-rill.md	38	### Step 1: Create a Service Account	COMMENT
LOW	docs/docs/developers/tutorials/integrating-with-rill.md	52	### Step 2: Use Service Account to Add a User with Custom Attributes	COMMENT
LOW	docs/docs/developers/tutorials/integrating-with-rill.md	76	### Step 4: Verify User Access and Attributes	COMMENT
LOW	docs/docs/developers/tutorials/integrating-with-rill.md	86	### Step 5: Clean Up Resources	COMMENT
LOW	docs/docs/developers/tutorials/github-analytics.md	20	## Step 1: Clone the Project	COMMENT
LOW	docs/docs/developers/tutorials/github-analytics.md	44	## Step 2: Scrape Git History and Save to Object Storage	COMMENT
LOW	docs/docs/developers/tutorials/github-analytics.md	74	## Step 3: Generate Rill Project Files	COMMENT
LOW	docs/docs/developers/tutorials/github-analytics.md	101	## Step 4: Deploy to Rill Cloud	COMMENT
LOW	docs/docs/developers/get-started/quickstart.md	27	### Step 1: Install and Launch Rill	COMMENT
LOW	docs/docs/developers/get-started/quickstart.md	46	### Step 2: Connect Your Data	COMMENT
LOW	docs/docs/developers/get-started/quickstart.md	82	### Step 3: Create Your First Dashboard	COMMENT
LOW	docs/docs/developers/get-started/quickstart.md	111	### Step 4: Explore and Analyze	COMMENT
LOW	docs/docs/developers/get-started/ai-quickstart.md	14	## Step 1: Initialize a project with agent instructions	COMMENT
LOW	docs/docs/developers/get-started/ai-quickstart.md	59	## Step 2: Start Rill in preview mode	COMMENT
LOW	docs/docs/developers/get-started/ai-quickstart.md	75	## Step 3: Build with your AI agent	COMMENT
LOW⚡	…res/metrics-views/ai-generation/generateMetricsView.ts	357	// Step 2: Wait for model to be ready	COMMENT
LOW⚡	…res/metrics-views/ai-generation/generateMetricsView.ts	364	// Step 3: Create metrics view using the backend AI generation	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	334	// Step 1: Create model that ingests from source to OLAP	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	420	// Step 4: Wait for metrics view to be ready	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	449	// Step 5: Open the explore dashboard defined inline in the metrics view	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	585	// Step 1: Create metrics view	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	600	// Step 2: Wait a bit for metrics view to fully reconcile	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	616	// Step 3: Create Canvas dashboard	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	634	// Step 4: Navigate to Canvas dashboard	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	703	// Step 1: Create metrics view (which defines its explore dashboard inline)	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	719	// Step 2: Wait a bit for metrics view to fully reconcile	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	735	// Step 3: Try to create Canvas dashboard	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	753	// Step 4: Navigate to Canvas if successful, otherwise the inline Explore	COMMENT
5 more matches not shown…

Synthetic Comment Markers10 hits · 72 pts

Severity	File	Line	Snippet	Context
HIGH	runtime/drivers/registry.go	76	// Theme is the name of the theme resource to use for AI-generated charts.	COMMENT
HIGH	runtime/server/generate_metrics_view.go	306	// Validate the generated measures (not validating other parts since those are not AI-generated).	COMMENT
HIGH	runtime/parser/parse_rillyaml.go	69	// Theme resource name to use for AI-generated charts	COMMENT
HIGH	docs/blog/0.77.md	53	- Added filter chips for AI charts - Visual filter indicators on charts generated by AI	CODE
HIGH	…res/metrics-views/ai-generation/generateMetricsView.ts	110	// First, request an AI-generated metrics view	COMMENT
HIGH	…res/metrics-views/ai-generation/generateMetricsView.ts	209	// First, request an AI-generated dashboard	COMMENT
HIGH	…res/metrics-views/ai-generation/generateMetricsView.ts	499	// Request an AI-generated metrics view	COMMENT
HIGH	…on/src/features/canvas/ai-generation/generateCanvas.ts	47	// Request an AI-generated metrics view	COMMENT
HIGH	…on/src/features/canvas/ai-generation/generateCanvas.ts	122	// Request AI-generated canvas dashboard	COMMENT
HIGH	…on/src/features/canvas/ai-generation/generateCanvas.ts	300	// Request AI-generated canvas dashboard	COMMENT

Decorative Section Separators19 hits · 57 pts

Severity	File	Line	Snippet	Context
MEDIUM	…common/src/features/canvas/components/map/map-utils.ts	9	// ── GeoJSON transformation ──────────────────────────────────────	COMMENT
MEDIUM	…common/src/features/canvas/components/map/map-utils.ts	78	// ── Bounds calculation ──────────────────────────────────────────	COMMENT
MEDIUM	…common/src/features/canvas/components/map/map-utils.ts	141	// ── Polygon detection ───────────────────────────────────────────	COMMENT
MEDIUM	…common/src/features/canvas/components/map/map-utils.ts	163	// ── Tooltip ─────────────────────────────────────────────────────	COMMENT
MEDIUM	web-common/src/features/templates/schemas/ducklake.ts	54	// ── Parameters tab: catalog ──────────────────────────────	COMMENT
MEDIUM	web-common/src/features/templates/schemas/ducklake.ts	209	// ── Parameters tab: data path ────────────────────────────	COMMENT
MEDIUM	web-common/src/features/templates/schemas/ducklake.ts	320	// ── Advanced parameters ──────────────────────────────────	COMMENT
MEDIUM	web-common/src/runtime-client/v2/runtime-client.spec.ts	77	// ── Basic auth header ──────────────────────────────────────────────	COMMENT
MEDIUM	web-common/src/runtime-client/v2/runtime-client.spec.ts	94	// ── Refresh behavior when JWT is near expiry ───────────────────────	COMMENT
MEDIUM	web-common/src/runtime-client/v2/runtime-client.spec.ts	176	// ── Dispose behavior ───────────────────────────────────────────────	COMMENT
MEDIUM	web-common/src/runtime-client/v2/runtime-client.spec.ts	207	// ── Laptop sleep / long idle recovery ──────────────────────────────	COMMENT
MEDIUM	web-common/src/runtime-client/v2/runtime-client.spec.ts	254	// ── updateJwt ──────────────────────────────────────────────────────	COMMENT
MEDIUM	web-common/src/runtime-client/v2/context.ts	6	// ── Cached factory ──────────────────────────────────────────────────	COMMENT
MEDIUM	web-admin/src/lib/refetch-interval-store.spec.ts	35	// ─── isResourceReconciling ───────────────────────────────────────────	COMMENT
MEDIUM	web-admin/src/lib/refetch-interval-store.spec.ts	59	// ─── smartRefetchIntervalFunc (unfiltered) ───────────────────────────	COMMENT
MEDIUM	web-admin/src/lib/refetch-interval-store.spec.ts	120	// ─── createSmartRefetchInterval (filtered) ───────────────────────────	COMMENT
MEDIUM	web-admin/src/lib/refetch-interval-store.spec.ts	167	// ─── No relevant resources yet ───────────────────────────────────	COMMENT
MEDIUM	web-admin/src/lib/refetch-interval-store.spec.ts	187	// ─── Empty resource list ─────────────────────────────────────────	COMMENT
MEDIUM	web-admin/src/lib/refetch-interval-store.spec.ts	201	// ─── Error state (runtime returning errors) ──────────────────────	COMMENT

Verbosity Indicators26 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW	runtime/server/canvases_test.go	678	// Step 1: Get canvas with unresolved templates	COMMENT
LOW	runtime/server/canvases_test.go	699	// Step 4: Get formatted value using format tokens	COMMENT
LOW	runtime/server/canvases_test.go	783	// Step 1: Resolve the canvas	COMMENT
LOW⚡	runtime/server/canvases_test.go	815	// Step 2: Resolve markdown template WITHOUT additional time range	COMMENT
LOW⚡	runtime/server/canvases_test.go	824	// Step 3: Test with a WHERE clause to verify additional time range works	COMMENT
LOW	runtime/server/canvases_test.go	837	// Step 4: Resolve with format tokens enabled	COMMENT
LOW	runtime/server/canvases_test.go	849	// Step 5: Verify multiple metrics_sql calls in one template	COMMENT
LOW⚡	…res/metrics-views/ai-generation/generateMetricsView.ts	357	// Step 2: Wait for model to be ready	COMMENT
LOW⚡	…res/metrics-views/ai-generation/generateMetricsView.ts	364	// Step 3: Create metrics view using the backend AI generation	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	334	// Step 1: Create model that ingests from source to OLAP	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	420	// Step 4: Wait for metrics view to be ready	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	449	// Step 5: Open the explore dashboard defined inline in the metrics view	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	585	// Step 1: Create metrics view	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	600	// Step 2: Wait a bit for metrics view to fully reconcile	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	616	// Step 3: Create Canvas dashboard	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	634	// Step 4: Navigate to Canvas dashboard	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	703	// Step 1: Create metrics view (which defines its explore dashboard inline)	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	719	// Step 2: Wait a bit for metrics view to fully reconcile	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	735	// Step 3: Try to create Canvas dashboard	COMMENT
LOW	…res/metrics-views/ai-generation/generateMetricsView.ts	753	// Step 4: Navigate to Canvas if successful, otherwise the inline Explore	COMMENT
LOW	…on/src/features/canvas/ai-generation/generateCanvas.ts	249	// Step 1: Create metrics view from table	COMMENT
LOW	…on/src/features/canvas/ai-generation/generateCanvas.ts	267	// Step 2: Generate canvas dashboard using developer agent	COMMENT
LOW	…b-admin/src/features/projects/CreateProjectForm.svelte	76	// Step 1: Create the git repo.	COMMENT
LOW	…b-admin/src/features/projects/CreateProjectForm.svelte	90	// Step 2: Create the project.	COMMENT
LOW	…b-admin/src/features/projects/CreateProjectForm.svelte	104	// Step 3: Create the editable dev deployment.	COMMENT
LOW	…/bookmarks/explore-bookmark-legacy-data-transformer.ts	61	// We need to check if the bookmark's url is equal to current url or not to show an "active" state.	COMMENT

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	runtime/metricsview/ast.go	1186	skipTimeSpine := a.Query.Spine != nil && a.Query.Spine.TimeRange != nil && (comparison \|\| !a.Query.Spine.TimeRange.Star	CODE
CRITICAL	admin/billing/orb.go	283	_, err := o.client.Customers.Credits.Ledger.NewEntryByExternalID(ctx, customerID, params)	CODE
CRITICAL	admin/billing/orb.go	292	_, err := o.client.Customers.Credits.Ledger.NewEntryByExternalID(ctx, customerID, orb.CustomerCreditLedgerNewEntryByExt	CODE

Fake / Example Data24 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	runtime/drivers/postgres/olap_test.go	137	map[string]any{"name": "John Doe"},	CODE
LOW	runtime/drivers/postgres/olap_test.go	285	require.Equal(t, "John Doe", res["name"]) // text	CODE
LOW	…vers/druid/druidsqldriver/druid_api_sql_driver_test.go	100	"userEmail": "user@example.com",	CODE
LOW	…vers/druid/druidsqldriver/druid_api_sql_driver_test.go	107	require.Equal(t, "user@example.com", qctx["userEmail"])	CODE
LOW	…s/duckdb/model_executor_sqlstore_self_postgres_test.go	54	(gen_random_uuid(), 'John Doe', 30, true, '1983-03-08', '12:35:00', '2023-09-12 12:46:55', '{"name": "John Doe", "age":	CODE
LOW	runtime/drivers/salesforce/salesforce.go	91	Placeholder: "user@example.com",	CODE
LOW	runtime/parser/parse_metrics_view.go	1112	"email": "mock@example.org",	CODE
LOW	runtime/ai/project_status_test.go	37	'John Doe' AS customer_name,	CODE
LOW	runtime/ai/file_search_test.go	31	'John Doe' AS customer_name,	CODE
LOW	…/testruntime/testdata/init_data/postgres_init_data.sql	34	('8a25ac46-8ad6-4415-9a2e-12aa3962c144', 'John Doe', 30, true, '1983-03-08', '12:35:00', '2023-09-12 12:46:55', '{"hobb	CODE
LOW	web-local/tests/data/Users.json	1	{"id":1,"name":"Alice","isActive":true,"createdDate":"2022-12-01T12:00:00Z","address":{"street":"123 Main St","city":"Ne	CODE
LOW	…s/guide/administration/access-tokens/service-tokens.md	168	"user_email": "user@example.com",	CODE
LOW	…s/guide/administration/access-tokens/service-tokens.md	185	"email": "user@example.com",	CODE
LOW	web-common/src/features/scheduled-reports/utils.spec.ts	83	const values = getNewCanvasReportInitialFormValues("user@example.com");	CODE
LOW	web-common/src/features/scheduled-reports/utils.spec.ts	87	expect(values.emailRecipients[0]).toEqual("user@example.com");	CODE
LOW	web-common/src/features/scheduled-reports/utils.spec.ts	105	"user@example.com",	CODE
LOW	web-common/src/features/scheduled-reports/utils.spec.ts	116	"user@example.com",	CODE
LOW⚡	…/dimension-filters/split-dimension-search-text.spec.ts	57	"username IN (['Ashwani Yadav','John Doe'])",	CODE
LOW⚡	…/dimension-filters/split-dimension-search-text.spec.ts	64	{ val: "John Doe" },	CODE
LOW⚡	…/dimension-filters/split-dimension-search-text.spec.ts	70	"username IN ('Ashwani Yadav','John Doe')",	CODE
LOW⚡	…/dimension-filters/split-dimension-search-text.spec.ts	77	{ val: "John Doe" },	CODE
LOW	web-common/src/features/templates/schemas/salesforce.ts	14	"x-placeholder": "user@example.com",	CODE
LOW	scripts/i18n-guard.js	247	const TEXT_ATTRS = ["placeholder", "title", "aria-label", "alt", "label"];	CODE
LOW	scripts/i18n-guard.js	254	"placeholder",	CODE

Modern AI Meta-Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	runtime/ai/evals/DeveloperShopify.completions.yaml	67	content: "# Instructions for developing a model in Rill\n\n## Introduction\n\nModels are resources that specify ET	CODE
MEDIUM⚡	runtime/ai/evals/DeveloperShopify.completions.yaml	67	content: "# Instructions for developing a model in Rill\n\n## Introduction\n\nModels are resources that specify ET	CODE
MEDIUM⚡	runtime/ai/evals/DeveloperShopify.completions.yaml	128	content: "# Instructions for developing a model in Rill\n\n## Introduction\n\nModels are resources that specify ET	CODE
MEDIUM⚡	runtime/ai/evals/DeveloperShopify.completions.yaml	128	content: "# Instructions for developing a model in Rill\n\n## Introduction\n\nModels are resources that specify ET	CODE
MEDIUM	admin/server/deployment_test.go	24	// More assertions will be layered on top of this scaffold.	COMMENT

Slop Phrases3 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	runtime/ai/evals/DeveloperShopify.completions.yaml	67	content: "# Instructions for developing a model in Rill\n\n## Introduction\n\nModels are resources that specify ET	CODE
MEDIUM⚡	runtime/ai/evals/DeveloperShopify.completions.yaml	128	content: "# Instructions for developing a model in Rill\n\n## Introduction\n\nModels are resources that specify ET	CODE
LOW	runtime/pkg/email/email.go	718	Your usage is deducted from your credit at Starter plan rates — see our <a href="https://www.rilldata.com/pricing#full-c	CODE

TODO Padding4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	runtime/reconcilers/api.go	62	// TODO: Add validation of the resolver properties when the resolver abstractions are implemented	COMMENT
LOW	runtime/pkg/formatter/formatter.go	46	// TODO: implement d3 formatter	COMMENT
LOW	web-local/tests/canvas/global-dimension-filters.spec.ts	8	// TODO: Fix test with latest filter related changes	COMMENT
LOW	web-local/tests/canvas/global-time-filters.spec.ts	9	// TODO: Fix test with latest time related changes	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	cli/cmd/initialize/init.go	44	# Create an empty DuckDB project with Claude agent instructions	COMMENT
MEDIUM	scripts/install.sh	21	# Create a temporary directory and setup deletion on script exit using the 'EXIT' signal	COMMENT

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	scripts/tsc-with-whitelist.sh	37	# Check if 'new_errors' is not empty	COMMENT
LOW	scripts/install.sh	247	# Check if we can install to INSTALL_DIR	COMMENT
LOW	scripts/install.sh	249	# Check if it is directly writable	COMMENT
LOW	scripts/check_migrations.sh	27	# Check if the number matches the expected sequence	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/versiontag.sh	3	# Usage:	COMMENT

rilldata/rill

Open-Source Code Quality, Security and Technical Debt Review