2.3

Adjusted Signal

2.3

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

5.0K

Stars

Language

470.2K

Lines of Code

1.5K

Files

776

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 7.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 611 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 82 finding(s).

Agent Over-Engineering Ratio 5.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 370 finding(s).

PR Review Velocity Impact 10.0/100 · LOW

Which changes need focused human review? 776 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 0HIGH 15MEDIUM 72LOW 689

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 776 distinct pattern matches across 18 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.

Structural Annotation Overuse130 hits · 231 pts

Severity	File	Line	Snippet	Context
LOW	.agents/docs/ssl.md	121	### Step 1: Declare SSL Modes on the Source Entry	COMMENT
LOW	.agents/docs/ssl.md	137	### Step 2: Parse SSL Config	COMMENT
LOW	.agents/docs/ssl.md	203	### Step 3: Build and Apply TLS Config	COMMENT
LOW	.agents/docs/ssl.md	231	### Step 4: Implement GetSSLStatus	COMMENT
LOW	.agents/skills/impeccable/reference/document.md	82	### Step 1: Find the design assets	COMMENT
LOW	.agents/skills/impeccable/reference/document.md	94	### Step 2: Auto-extract what can be auto-extracted	COMMENT
LOW	.agents/skills/impeccable/reference/document.md	116	### Step 3: Ask the user for qualitative language	COMMENT
LOW	.agents/skills/impeccable/reference/document.md	128	### Step 4: Write DESIGN.md	COMMENT
LOW	.agents/skills/impeccable/reference/document.md	342	### Step 5: Confirm and refine	COMMENT
LOW	.agents/skills/impeccable/reference/document.md	354	### Step 1: Route through new-work's workshop	COMMENT
LOW	.agents/skills/impeccable/reference/document.md	362	### Step 2: Write seed DESIGN.md	COMMENT
LOW	.agents/skills/impeccable/reference/document.md	385	### Step 3: Confirm	COMMENT
LOW	.agents/skills/impeccable/reference/extract.md	5	## Step 1: Discover the Design System	COMMENT
LOW	.agents/skills/impeccable/reference/extract.md	11	## Step 2: Identify Patterns	COMMENT
LOW	.agents/skills/impeccable/reference/extract.md	24	## Step 3: Plan Extraction	COMMENT
LOW⚡	.agents/skills/impeccable/reference/extract.md	36	## Step 4: Extract & Enrich	COMMENT
LOW⚡	.agents/skills/impeccable/reference/extract.md	44	## Step 5: Migrate	COMMENT
LOW⚡	.agents/skills/impeccable/reference/extract.md	53	## Step 6: Document	COMMENT
LOW	.agents/skills/impeccable/reference/doctor.md	13	## Step 1: Run the pass	COMMENT
LOW⚡	.agents/skills/impeccable/reference/doctor.md	25	## Step 2: Act by severity	COMMENT
LOW⚡	.agents/skills/impeccable/reference/doctor.md	35	## Step 3: Deprecated fields are binding	COMMENT
LOW⚡	.agents/skills/impeccable/reference/doctor.md	39	## Step 4: Do not overclaim on truth drift	COMMENT
LOW	.agents/skills/impeccable/reference/init.md	5	## Step 1: Load current state	COMMENT
LOW	.agents/skills/impeccable/reference/init.md	17	## Step 2: Explore the project	COMMENT
LOW	.agents/skills/impeccable/reference/init.md	25	## Step 3: Interview for product truth	COMMENT
LOW	.agents/skills/impeccable/reference/init.md	56	## Step 4: Write PRODUCT.md	COMMENT
LOW	.agents/skills/impeccable/reference/init.md	110	## Step 5: Record workflow defaults	COMMENT
LOW	.agents/skills/impeccable/reference/init.md	120	## Step 6: Wrap up or resume	COMMENT
LOW	.agents/skills/impeccable/reference/generate.md	15	## Step 1: Parse the request	COMMENT
LOW	.agents/skills/impeccable/reference/generate.md	39	## Step 2: Reuse the page, then start	COMMENT
LOW	.agents/skills/impeccable/reference/generate.md	70	## Step 3: Generate	COMMENT
LOW	.agents/skills/impeccable/reference/generate.md	86	## Step 4: Accept and close	COMMENT
LOW	.agents/skills/apollo-mcp-server/SKILL.md	25	### Step 1: Install	COMMENT
LOW	.agents/skills/apollo-mcp-server/SKILL.md	35	### Step 2: Configure	COMMENT
LOW	.agents/skills/apollo-mcp-server/SKILL.md	70	### Step 3: Connect	COMMENT
LOW	.agents/skills/apollo-server/SKILL.md	24	### Step 1: Install	COMMENT
LOW	.agents/skills/apollo-server/SKILL.md	36	### Step 2: Define Schema	COMMENT
LOW	.agents/skills/apollo-server/SKILL.md	51	### Step 3: Write Resolvers	COMMENT
LOW	.agents/skills/apollo-server/SKILL.md	64	### Step 4: Start Server	COMMENT
LOW	.agents/skills/apollo-router/SKILL.md	27	## Step 1: Version Selection	COMMENT
LOW	.agents/skills/apollo-router/SKILL.md	56	## Step 2: Environment Selection	COMMENT
LOW	.agents/skills/apollo-router/SKILL.md	67	## Step 3: Feature Selection	COMMENT
LOW	.agents/skills/apollo-router/SKILL.md	84	## Step 4: Gather Parameters	COMMENT
LOW	.agents/skills/apollo-router/SKILL.md	186	## Step 5: Generate Config	COMMENT
LOW	.agents/skills/apollo-router/SKILL.md	193	## Step 6: Validate	COMMENT
LOW	.agents/skills/apollo-router/SKILL.md	232	## Step 7: Conditional Next Steps Handoff	COMMENT
LOW	.agents/skills/apollo-router-plugin-creator/SKILL.md	122	### Step 1: Create Plugin File	COMMENT
LOW	.agents/skills/apollo-router-plugin-creator/SKILL.md	138	### Step 2: Define Configuration Struct	COMMENT
LOW	.agents/skills/apollo-router-plugin-creator/SKILL.md	151	### Step 3: Define Plugin Struct	COMMENT
LOW	.agents/skills/apollo-router-plugin-creator/SKILL.md	160	### Step 4: Implement Plugin Trait	COMMENT
LOW	.agents/skills/apollo-router-plugin-creator/SKILL.md	177	### Step 5: Add Service Hooks	COMMENT
LOW⚡	.agents/skills/apollo-router-plugin-creator/SKILL.md	196	### Step 6: Register Plugin	COMMENT
LOW⚡	.agents/skills/apollo-router-plugin-creator/SKILL.md	204	### Step 7: Add Module to mod.rs	COMMENT
LOW⚡	.agents/skills/apollo-router-plugin-creator/SKILL.md	212	### Step 8: Configure in YAML	COMMENT
LOW	…/skills/apollo-client/references/integration-nextjs.md	27	### Step 1: Create Apollo Client Configuration	COMMENT
LOW	…/skills/apollo-client/references/integration-nextjs.md	54	### Step 2: Use in Server Components	COMMENT
LOW	…/skills/apollo-client/references/integration-nextjs.md	88	### Step 1: Create Apollo Wrapper Component	COMMENT
LOW	…/skills/apollo-client/references/integration-nextjs.md	127	### Step 2: Wrap Root Layout	COMMENT
LOW	…/skills/apollo-client/references/integration-nextjs.md	151	### Step 3: Use Apollo Client Hooks in Client Components	COMMENT
LOW	…/skills/apollo-client/references/integration-nextjs.md	173	### Step 1: Use PreloadQuery in Server Components	COMMENT
70 more matches not shown…

Hyper-Verbose Identifiers287 hits · 228 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/config/sidebar-registry.ts	40	export function getRegisteredSidebarItems(): RegisteredSidebarItem[] {	CODE
LOW	frontend/src/config/ai-provider-catalog.ts	42	export function getAvailableAIProviderCatalog(): AIProviderCatalogEntry[] {	CODE
LOW	frontend/src/config/ai-provider-catalog.ts	47	export function findAIProviderCatalogEntry(id: string): AIProviderCatalogEntry \| undefined {	CODE
LOW	frontend/src/config/ai-persistence.ts	37	export function registerAIPersistenceHandler(handler: AIPersistenceHandler): void {	CODE
LOW⚡	frontend/src/config/route-registry.ts	74	export function getRegisteredScopedRoutes(): RegisteredRoute[] {	CODE
LOW⚡	frontend/src/config/route-registry.ts	78	export function getRegisteredUnscopedRoutes(): RegisteredRoute[] {	CODE
LOW⚡	frontend/src/config/route-registry.ts	82	export function getRegisteredPublicRoutes(): RegisteredRoute[] {	CODE
LOW	frontend/src/config/source-types.ts	466	export function sourceObjectSupportsAction(	CODE
LOW	frontend/src/config/source-types.ts	512	export function sourceDefaultObjectIsTabular(	CODE
LOW	frontend/src/config/source-types.ts	620	function withRegisteredSourceTypes(	CODE
LOW	frontend/src/config/source-types.ts	733	export function getDefaultSourceObjectType(	CODE
LOW	frontend/src/config/ai-provider-registry.ts	31	export function registerAIProviderOverrides(o: AIProviderOverrides): void {	CODE
LOW	frontend/src/utils/source-connection-form.ts	100	export function supportsDatabaseFieldOptions(	CODE
LOW	frontend/src/utils/source-connection-form.ts	115	export function tryParseSourceConnectionString(	CODE
LOW	frontend/src/utils/source-connection-form.ts	269	export function canSubmitStandardConnectionForm(	CODE
LOW	frontend/src/utils/source-connection-form.ts	302	export function canSubmitCustomConnectionForm(	CODE
LOW	frontend/src/utils/source-connection-form.ts	328	export function getPromotedConnectionFieldKeys(	CODE
LOW	frontend/src/utils/source-connection-form.ts	378	export function buildSourceAdvancedSectionState(	CODE
LOW	frontend/src/utils/source-connection-form.ts	416	function looksLikeConnectionString(input: string): boolean {	CODE
LOW	frontend/src/utils/source-connection-form.ts	425	function normalizeConnectionFieldKey(key: string): string {	CODE
LOW	frontend/src/utils/source-connection-form.ts	456	function singleEndpointFromAddress(address: ConnparseAddress): { hostName: string; port: number \| null } \| null {	CODE
LOW	frontend/src/utils/source-column-types.ts	26	export function getSourceColumnTypeDefinitions(sourceType: string): TypeDefinition[] {	CODE
LOW	frontend/src/utils/source-column-types.ts	58	export function getSourceColumnTypeAliasMap(sourceType: string): Record<string, string> {	CODE
LOW	frontend/src/utils/source-refs.ts	164	export function buildSourceParentObjectRef(	CODE
LOW	frontend/src/utils/source-credentials.ts	92	export function createProfilePayloadFromSourceProfile(	CODE
LOW	frontend/src/utils/auth-headers.ts	34	function mapSourceCredentialValues(values: readonly SourceCredentialValueLike[] \| undefined): Record<string, string> {	CODE
LOW	frontend/src/utils/source-session-metadata-cache.ts	49	function createInitialSourceSessionMetadataState(): SourceSessionMetadataState {	CODE
LOW⚡	frontend/src/utils/source-session-metadata-cache.ts	87	export function getSourceSessionMetadataState(): SourceSessionMetadataState {	CODE
LOW⚡	frontend/src/utils/source-session-metadata-cache.ts	96	export function useSourceSessionMetadataState(): SourceSessionMetadataState {	CODE
LOW⚡	frontend/src/utils/source-session-metadata-cache.ts	105	export function setSourceSessionMetadataLoading(loading: boolean): void {	CODE
LOW	frontend/src/utils/source-session-metadata-cache.ts	138	export function clearSourceSessionMetadata(): void {	CODE
LOW	frontend/src/utils/source-session-metadata-cache.ts	148	export function shouldRefreshSourceSessionMetadata(currentSourceType: string): boolean {	CODE
LOW	frontend/src/utils/source-contract-flags.ts	52	export function resolveSourceContractFlags(	CODE
LOW	frontend/src/components/source-connection-fields.tsx	356	function PrimaryAdvancedValueField({	CODE
LOW	frontend/src/components/source-connection-fields.tsx	405	export function buildDatabaseFieldOptions(values: readonly string[] \| null \| undefined): SourceConnectionFieldOption[] {	CODE
LOW	frontend/src/components/heroicons.tsx	103	export function registerHeroiconOverrides(overrides: Record<string, any>) {	CODE
LOW	frontend/src/components/table.tsx	239	export function getInputPropsForColumnType(rawType: string): {	CODE
LOW	frontend/src/hooks/useSourceCatalog.ts	123	export function useResolvedSourceConnector(	CODE
LOW	…ontend/src/pages/storage-unit/explore-storage-unit.tsx	149	function buildMongoScratchpadQuery(collectionName: string): string {	CODE
LOW	…ontend/src/pages/storage-unit/explore-storage-unit.tsx	156	function buildRedisScratchpadQuery(keyName: string): string {	CODE
LOW	…d/src/pages/storage-unit/create-source-object-card.tsx	120	function supportsCheckValuesForType(typeDef: CreationTypeDefinition \| undefined): boolean {	CODE
LOW	…d/src/pages/storage-unit/create-source-object-card.tsx	128	function supportsCheckRangeForType(typeDef: CreationTypeDefinition \| undefined): boolean {	CODE
LOW	frontend/src/pages/raw-execute/raw-execute.tsx	111	export function registerRawExecuteExtensions(ext: {	CODE
LOW	frontend/src/store/migrations.ts	28	export function migrateAIModelsFromDatabase(): void {	CODE
LOW	.agents/docs/documentation.md	82	export function migrateAIModelsFromDatabase(): void {	CODE
LOW	.agents/docs/documentation.md	87	export function migrateAIModelsFromDatabase(): void { // NO - exported without JSDoc	CODE
LOW⚡	.agents/skills/impeccable/scripts/live-browser.js	5066	function isSvelteComponentManifestPath(filePath) {	CODE
LOW⚡	.agents/skills/impeccable/scripts/live-browser.js	5070	function isFrameworkComponentPreviewMode(mode) {	CODE
LOW⚡	.agents/skills/impeccable/scripts/live-browser.js	5074	function parseOriginalMarkupElement(originalMarkup) {	CODE
LOW⚡	.agents/skills/impeccable/scripts/live-browser.js	5080	function normalizeElementClassName(el) {	CODE
LOW⚡	.agents/skills/impeccable/scripts/live-browser.js	7424	function declineAgentTargetUnresolvable(msg) {	CODE
LOW⚡	.agents/skills/impeccable/scripts/live-browser.js	7431	function reportAgentTargetUnresolvable(msg, error) {	CODE
LOW⚡	.agents/skills/impeccable/scripts/live-browser.js	7439	function watchAgentTargetResolution(msg, lastError) {	CODE
LOW⚡	.agents/skills/impeccable/scripts/live-browser.js	9672	function restoreFromActiveSessions(activeSessions, reason) {	CODE
LOW⚡	.agents/skills/impeccable/scripts/live-browser.js	9688	function recoverMissedGenerationCompletion(activeSessions) {	CODE
LOW	.agents/skills/impeccable/scripts/live-browser.js	384	function shouldShowHighlightTagTooltip() {	CODE
LOW	.agents/skills/impeccable/scripts/live-browser.js	929	function buildAnnotationsForCapture(rect, snapshot) {	CODE
LOW	.agents/skills/impeccable/scripts/live-browser.js	969	function stripManualEditRuntimeState(root) {	CODE
LOW	.agents/skills/impeccable/scripts/live-browser.js	1057	function contextElementForManualEdit(selectedEl, rows, ops) {	CODE
LOW	.agents/skills/impeccable/scripts/live-browser.js	1081	function isUsefulManualEditContext(candidate, leafEl, editedTexts) {	CODE
227 more matches not shown…

Decorative Section Separators56 hits · 198 pts

Severity	File	Line	Snippet	Context
MEDIUM	core/src/source/contract_test.go	320	// ─── ValidateExecutionContract ──────────────────────────────────────────────	COMMENT
MEDIUM	core/src/source/contract_test.go	397	// ─── ValidateScriptExecutionSupported ───────────────────────────────────────	COMMENT
MEDIUM	core/src/source/contract_test.go	459	// ─── ValidateContract (integration) ─────────────────────────────────────────	COMMENT
MEDIUM⚡	frontend/src/utils/shortcuts.ts	82	// ── Global ───────────────────────────────────────────────	COMMENT
MEDIUM⚡	frontend/src/utils/shortcuts.ts	88	// ── Navigation (platform-variant) ────────────────────────	COMMENT
MEDIUM⚡	frontend/src/utils/shortcuts.ts	94	// ── Table Navigation ─────────────────────────────────────	COMMENT
MEDIUM⚡	frontend/src/utils/shortcuts.ts	104	// ── Selection ────────────────────────────────────────────	COMMENT
MEDIUM⚡	frontend/src/utils/shortcuts.ts	110	// ── Table Actions ────────────────────────────────────────	COMMENT
MEDIUM⚡	frontend/src/utils/shortcuts.ts	120	// ── Editor ───────────────────────────────────────────────	COMMENT
MEDIUM	…ents/skills/apollo-router/templates/v1/production.yaml	1	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…ents/skills/apollo-router/templates/v1/production.yaml	6	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…ents/skills/apollo-router/templates/v1/production.yaml	31	# ── CORS (v1 flat schema) ──────────────────────────────────────	COMMENT
MEDIUM	…ents/skills/apollo-router/templates/v1/production.yaml	46	# ── Authentication (v1: issuer is singular string) ─────────────	COMMENT
MEDIUM⚡	…ents/skills/apollo-router/templates/v1/production.yaml	68	# ── Traffic Shaping ────────────────────────────────────────────	COMMENT
MEDIUM⚡	…ents/skills/apollo-router/templates/v1/production.yaml	78	# ── Header Propagation ─────────────────────────────────────────	COMMENT
MEDIUM⚡	…ents/skills/apollo-router/templates/v1/production.yaml	85	# ── APQ ────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…ents/skills/apollo-router/templates/v1/production.yaml	93	# ── Telemetry ──────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…nts/skills/apollo-router/templates/v1/development.yaml	1	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	…nts/skills/apollo-router/templates/v1/development.yaml	5	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…nts/skills/apollo-router/templates/v1/development.yaml	26	# ── CORS (v1 flat schema — permissive for development) ─────────	COMMENT
MEDIUM	…nts/skills/apollo-router/templates/v1/development.yaml	38	# ── Header Propagation ─────────────────────────────────────────	COMMENT
MEDIUM	…nts/skills/apollo-router/templates/v1/development.yaml	45	# ── Telemetry (human-readable logs, no exporters) ──────────────	COMMENT
MEDIUM	…ents/skills/apollo-router/templates/v2/production.yaml	1	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…ents/skills/apollo-router/templates/v2/production.yaml	4	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…ents/skills/apollo-router/templates/v2/production.yaml	29	# ── CORS (v2 policies schema) ──────────────────────────────────	COMMENT
MEDIUM	…ents/skills/apollo-router/templates/v2/production.yaml	45	# ── Authentication (v2: issuers is plural, array) ──────────────	COMMENT
MEDIUM	…ents/skills/apollo-router/templates/v2/production.yaml	57	# ── Operation Limits ───────────────────────────────────────────	COMMENT
MEDIUM	…ents/skills/apollo-router/templates/v2/production.yaml	68	# ── Traffic Shaping ────────────────────────────────────────────	COMMENT
MEDIUM⚡	…ents/skills/apollo-router/templates/v2/production.yaml	80	# ── Header Propagation ─────────────────────────────────────────	COMMENT
MEDIUM⚡	…ents/skills/apollo-router/templates/v2/production.yaml	87	# ── APQ ────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…ents/skills/apollo-router/templates/v2/production.yaml	95	# ── Telemetry ──────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…nts/skills/apollo-router/templates/v2/development.yaml	1	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	…nts/skills/apollo-router/templates/v2/development.yaml	5	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…nts/skills/apollo-router/templates/v2/development.yaml	26	# ── CORS (v2 wildcard dev mode) ─────────────────────────────────	COMMENT
MEDIUM	…nts/skills/apollo-router/templates/v2/development.yaml	38	# ── Header Propagation ─────────────────────────────────────────	COMMENT
MEDIUM	…nts/skills/apollo-router/templates/v2/development.yaml	45	# ── Telemetry (human-readable logs, no exporters) ──────────────	COMMENT
MEDIUM	cli/pkg/analytics/analytics.go	135	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/pkg/analytics/analytics.go	137	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/pkg/analytics/analytics.go	164	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/pkg/analytics/analytics.go	166	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/pkg/analytics/analytics.go	216	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/pkg/analytics/analytics.go	218	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/pkg/analytics/analytics.go	252	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/pkg/analytics/analytics.go	254	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/pkg/analytics/analytics.go	283	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/pkg/analytics/analytics.go	285	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/pkg/analytics/analytics.go	297	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/pkg/analytics/analytics.go	299	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/pkg/analytics/analytics.go	332	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/pkg/analytics/analytics.go	334	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	sdk/packages/python/src/whodb/_transport_ipc.py	112	# ── Per-operation adapters ────────────────────────────────────────────	COMMENT
MEDIUM⚡	dev/run-e2e.sh	49	# ============================================================================	COMMENT
MEDIUM⚡	dev/run-e2e.sh	51	# ============================================================================	COMMENT
MEDIUM⚡	dev/run-e2e.sh	53	# ============================================================================	COMMENT
MEDIUM	dev/certs/generate.sh	119	# ============================================	COMMENT
MEDIUM	dev/certs/generate.sh	121	# ============================================	COMMENT

Over-Commented Block127 hits · 118 pts

Severity	File	Line	Snippet	Context
LOW	tidy-go-mods.sh	1	#!/usr/bin/env bash	COMMENT
LOW	snapcraft.yaml	1	# Copyright 2025 Clidey, Inc.	COMMENT
LOW	core/gqlgen.yml	1	# Copyright 2025 Clidey, Inc.	COMMENT
LOW	core/gqlgen.yml	41	# omit_template_comment: false	COMMENT
LOW	core/gqlgen.yml	61	# Optional: turn off to make struct-type struct fields not use pointers	COMMENT
LOW	core/tools/tools.go	1	// Copyright 2025 Clidey, Inc.	COMMENT
LOW	core/baml_client/functions_parse.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/functions.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/runtime.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/baml_source_map.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/functions_build_request_stream.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/functions_build_request.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/functions_parse_stream.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/functions_stream.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/type_map.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/stream_types/type_aliases.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/stream_types/utils.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/stream_types/unions.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/stream_types/classes.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/types/enums.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/types/type_aliases.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/types/utils.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/types/unions.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/types/classes.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/type_builder/enums.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/type_builder/type_builder.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/baml_client/type_builder/classes.go	1	// ----------------------------------------------------------------------------	COMMENT
LOW	core/src/src_test.go	1	// Copyright 2025 Clidey, Inc.	COMMENT
LOW	core/src/llm/llm_instance.go	1	// Copyright 2025 Clidey, Inc.	COMMENT
LOW	core/src/plugins/common_test.go	1	// Copyright 2025 Clidey, Inc.	COMMENT
LOW	core/src/plugins/gorm/plugin.go	161		COMMENT
LOW	core/src/plugins/redis/delete.go	1	// Copyright 2025 Clidey, Inc.	COMMENT
LOW	core/src/plugins/postgres/graph.go	1	// Copyright 2025 Clidey, Inc.	COMMENT
LOW	core/src/plugins/sqlite3/graph.go	1	// Copyright 2025 Clidey, Inc.	COMMENT
LOW	core/src/plugins/mysql/graph.go	1	// Copyright 2025 Clidey, Inc.	COMMENT
LOW	core/src/providers/provider.go	21	// platforms like AWS.	COMMENT
LOW	core/src/providers/azure/provider.go	21	// that existing WhoDB plugins understand.	COMMENT
LOW	core/src/providers/gcp/provider.go	21	// The provider acts as a "credential factory" — it finds GCP databases and produces	COMMENT
LOW	core/src/providers/aws/provider.go	21	// The provider acts as a "credential factory" - it finds AWS databases and produces	COMMENT
LOW	core/src/common/context.go	1	// Copyright 2025 Clidey, Inc.	COMMENT
LOW	core/src/sqlguard/classify.go	61	// Classification is the verdict for one statement or command.	COMMENT
LOW	core/src/aws/config.go	21		COMMENT
LOW	core/src/engine/engine_test.go	1	// Copyright 2025 Clidey, Inc.	COMMENT
LOW	core/src/router/playground.go	1	// Copyright 2025 Clidey, Inc.	COMMENT
LOW	core/src/router/router.go	401	log.LogAccess(r.Method, r.URL.Path, sw.statusCode, time.Since(start), r.Host, r.RemoteAddr)	COMMENT
LOW	core/src/router/router.go	441	// - X-Content-Type-Options: stop MIME sniffing	COMMENT
LOW	frontend/codegen.yml	1	# Copyright 2025 Clidey, Inc.	COMMENT
LOW	frontend/pnpm-workspace.yaml	21	# @graphql-tools/executor-http 1.3.3 lost provenance attestation; published by	COMMENT
LOW	frontend/src/utils/shortcuts.ts	161	// remaining modifier keys that weren't explicitly required.	COMMENT
LOW	.agents/docs/aws-integration.md	141	registry.Register(provider)	COMMENT
LOW	.agents/skills/graphql-schema/references/pagination.md	321	# orderBy: { field: CREATED_AT, direction: DESC }	COMMENT
LOW	.agents/skills/impeccable/scripts/live-browser.js	141	// must never regress: a `browser_resumed`/behind checkpoint re-broadcasts an	COMMENT
LOW	.agents/skills/impeccable/scripts/live-browser.js	441	// Annotation overlay (comment pins + kinpaku strokes)	COMMENT
LOW	.agents/skills/impeccable/scripts/live-browser.js	3101	//	COMMENT
LOW	.agents/skills/impeccable/scripts/live-browser.js	6681	if (visual.length === 1) return visual[0];	COMMENT
LOW	.agents/skills/impeccable/scripts/live-browser.js	6981	//	COMMENT
LOW	.agents/skills/impeccable/scripts/live-browser.js	7261		COMMENT
LOW	.agents/skills/impeccable/scripts/live-browser.js	7341	function agentTargetOverlayGone() {	COMMENT
LOW	.agents/skills/impeccable/scripts/live-browser.js	7381	// lease), else the word it last gave. The server replays pending targets	COMMENT
LOW	.agents/skills/impeccable/scripts/live-browser.js	7401	}	COMMENT
67 more matches not shown…

Cross-File Repetition12 hits · 60 pts

Severity	File	Snippet	Context
HIGH	cli/internal/sdkgen/testdata/python.golden.py	compute the current actor's readable fields and allowed actions.	STRING
HIGH	sdk/packages/python/src/whodb/ontology.py	compute the current actor's readable fields and allowed actions.	STRING
HIGH	sdk/packages/python/src/whodb/_async_ontology.py	compute the current actor's readable fields and allowed actions.	STRING
HIGH	cli/internal/sdkgen/testdata/python.golden.py	dry-run a named action without persisting records, effects, or events.	STRING
HIGH	sdk/packages/python/src/whodb/ontology.py	dry-run a named action without persisting records, effects, or events.	STRING
HIGH	sdk/packages/python/src/whodb/_async_ontology.py	dry-run a named action without persisting records, effects, or events.	STRING
HIGH	cli/internal/sdkgen/testdata/python.golden.py	execute a named action with full behavior enforcement.	STRING
HIGH	sdk/packages/python/src/whodb/ontology.py	execute a named action with full behavior enforcement.	STRING
HIGH	sdk/packages/python/src/whodb/_async_ontology.py	execute a named action with full behavior enforcement.	STRING
HIGH	cli/internal/sdkgen/testdata/python.golden.py	list recent named-action executions for one record.	STRING
HIGH	sdk/packages/python/src/whodb/ontology.py	list recent named-action executions for one record.	STRING
HIGH	sdk/packages/python/src/whodb/_async_ontology.py	list recent named-action executions for one record.	STRING

Verbosity Indicators29 hits · 55 pts

Severity	File	Line	Snippet	Context
LOW⚡	cli/pkg/mcp/server.go	1863	# Step 1: What databases are available?	COMMENT
LOW⚡	cli/pkg/mcp/server.go	1866	# Step 2: Get all tables and their columns in one call	COMMENT
LOW⚡	cli/pkg/mcp/server.go	1872	# Step 3: Query with full type awareness	COMMENT
LOW⚡	cli/pkg/mcp/server.go	2037	# Step 1: Check table structure	COMMENT
LOW⚡	cli/pkg/mcp/server.go	2040	# Step 2: Sample raw data	COMMENT
LOW⚡	cli/pkg/mcp/server.go	2043	# Step 3: Check for NULLs	COMMENT
LOW⚡	cli/pkg/mcp/server.go	2046	# Step 4: Verify JOIN data exists	COMMENT
LOW⚡	cli/pkg/mcp/server.go	2065	# Step 1: Get columns with FK info	COMMENT
LOW⚡	cli/pkg/mcp/server.go	2069	# Step 2: Verify the relationship	COMMENT
LOW⚡	cli/pkg/mcp/server.go	2073	# Step 3: Check cardinality	COMMENT
LOW	.github/workflows/_build-apple.yml	553	# Step 1: Embed provisioning profile (per Wails docs)	COMMENT
LOW	.github/workflows/_build-apple.yml	564	# Step 2: Code sign with MAS certificate (per Wails docs)	COMMENT
LOW	.github/workflows/_build-apple.yml	636	# Step 3: Verify signature	COMMENT
LOW⚡	.github/scripts/appstore-connect.sh	662	# Step 1: Get app ID	COMMENT
LOW⚡	.github/scripts/appstore-connect.sh	666	# Step 2: Get or create version	COMMENT
LOW⚡	.github/scripts/appstore-connect.sh	670	# Step 3: Wait for build to be processed	COMMENT
LOW⚡	.github/scripts/appstore-connect.sh	674	# Step 4: Associate build with version	COMMENT
LOW⚡	.github/scripts/appstore-connect.sh	677	# Step 5: Set release notes	COMMENT
LOW⚡	.github/scripts/appstore-connect.sh	680	# Step 6: Submit for review (using new reviewSubmissions API)	COMMENT
LOW	.github/scripts/appstore-connect.sh	512	# Step 1: Create a review submission for the app	COMMENT
LOW	.github/scripts/appstore-connect.sh	564	# Step 2: Add the app store version to the review submission items	COMMENT
LOW	.github/scripts/appstore-connect.sh	609	# Step 3: Submit the review submission	COMMENT
LOW	dev/run-screenshot-tests.sh	82	# Step 1: Build test binary	COMMENT
LOW	dev/run-screenshot-tests.sh	95	# Step 2: Setup SQLite database	COMMENT
LOW	dev/run-screenshot-tests.sh	117	# Step 3: Start Docker services	COMMENT
LOW	dev/run-screenshot-tests.sh	148	# Step 4: Start backend server	COMMENT
LOW	dev/run-screenshot-tests.sh	183	# Step 5: Start frontend dev server	COMMENT
LOW	dev/run-screenshot-tests.sh	214	# Step 6: Run screenshot tests	COMMENT
LOW	dev/run-screenshot-tests.sh	231	# Step 7: Display results	COMMENT

Unused Imports52 hits · 48 pts

Severity	File	Line	Context
LOW	cli/internal/sdkgen/testdata/python.golden.py	4	CODE
LOW	sdk/packages/python/scripts/conformance.py	20	CODE
LOW	sdk/packages/python/src/whodb/service_accounts.py	17	CODE
LOW	sdk/packages/python/src/whodb/functions.py	17	CODE
LOW	sdk/packages/python/src/whodb/transforms.py	17	CODE
LOW	sdk/packages/python/src/whodb/sharing.py	17	CODE
LOW	sdk/packages/python/src/whodb/_errors.py	3	CODE
LOW	sdk/packages/python/src/whodb/_manifest_check.py	3	CODE
LOW	sdk/packages/python/src/whodb/client.py	8	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	11	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	11	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	12	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	12	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	12	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	12	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	12	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	12	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	12	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	12	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	22	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	22	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	24	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	24	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	24	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	25	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	26	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	26	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	27	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	28	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	29	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	30	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	31	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	32	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	32	CODE
LOW	sdk/packages/python/src/whodb/__init__.py	33	CODE
LOW	sdk/packages/python/src/whodb/_transport.py	8	CODE
LOW	sdk/packages/python/src/whodb/_transport_ipc.py	28	CODE
LOW	sdk/packages/python/src/whodb/_hydrate.py	7	CODE
LOW	sdk/packages/python/src/whodb/dataset.py	3	CODE
LOW	sdk/packages/python/src/whodb/_pagination.py	3	CODE
LOW	sdk/packages/python/src/whodb/ontology.py	19	CODE
LOW	sdk/packages/python/src/whodb/versions.py	6	CODE
LOW	sdk/packages/python/src/whodb/_async_ontology.py	17	CODE
LOW	sdk/packages/python/src/whodb/lineage.py	17	CODE
LOW	sdk/packages/python/src/whodb/_polling.py	17	CODE
LOW	sdk/packages/python/src/whodb/source.py	3	CODE
LOW	sdk/packages/python/src/whodb/_auth.py	3	CODE
LOW	sdk/packages/python/src/whodb/_generated/types.py	3	CODE
LOW	sdk/packages/python/src/whodb/_generated/operations.py	3	CODE
LOW	dev/translate/fix_placeholders.py	11	CODE
LOW	dev/translate/check_placeholders.py	8	CODE
LOW	dev/translate/detect.py	16	CODE

Fake / Example Data30 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	core/src/plugins/sqlite3/whodb-sample.sql	278	('admin_user', 'admin@example.com', 'adminpass1');	CODE
LOW	frontend/src/pages/chat/chat.tsx	1390	placeholder={t('placeholder')}	CODE
LOW	cli/internal/database/audit_test.go	54	mgr.ExecuteQuery("INSERT INTO users VALUES (4, 'Diana', 'diana@test.com', '555-0100', 1)")	CODE
LOW	cli/internal/database/integration_test.go	63	_, err = mgr.ExecuteQuery("INSERT INTO test_users (name, email) VALUES ('John Doe', 'john@example.com')")	CODE
LOW	cli/internal/platform/generic_write_specs.go	379	Examples: []string{`{"orgId":"org_123","email":"user@example.com","relation":"member"}`},	CODE
LOW	cli/internal/platform/generic_write_specs.go	409	Examples: []string{`{"emails":["user@example.com"],"role":"viewer","resourceType":"project","resourceId":"project_123"	CODE
LOW⚡	cli/pkg/mcp/platform_usability_test.go	105	"email": "user@example.com", "relation": "member",	CODE
LOW⚡	cli/pkg/mcp/platform_usability_test.go	115	"orgId": "org-1", "email": "user@example.com", "relation": "member",	CODE
LOW⚡	cli/pkg/mcp/platform_usability_test.go	120	"emails": []any{"user@example.com"}, "role": "viewer", "resourceType": "project",	CODE
LOW⚡	cli/pkg/mcp/platform_usability_test.go	125	"emails": []any{"user@example.com"}, "role": "viewer", "resourceType": "project", "resourceId": "project-1",	CODE
LOW	dev/translate/checksums.json	111	"placeholder": "a3ac86310516",	CODE
LOW	dev/translate/checksums.json	664	"placeholder": "5bf603412577",	CODE
LOW	dev/translate/checksums.json	1298	"placeholder": "517701ec493b",	CODE
LOW	dev/translate/checksums.json	5643	"placeholder": "0afd1f4a5a08",	CODE
LOW	dev/sample-data/clickhouse/data.sql	107	(3, 'admin_user', 'admin@example.com', 'adminpass', now());	CODE
LOW	dev/sample-data/mariadb/data.sql	157	('admin_user', 'admin@example.com', 'adminpass');	CODE
LOW	dev/sample-data/yugabytedb/data.sql	101	('admin_user', 'admin@example.com', 'adminpass');	CODE
LOW	dev/sample-data/opensearch/upload.sh	135	curl -X POST $CURL_OPTS "$OPENSEARCH_URL/users/_doc/3" -H "Content-Type: application/json" -d '{"username": "admin_user"	CODE
LOW	dev/sample-data/postgres/data.sql	108	('admin_user', 'admin@example.com', 'adminpass');	CODE
LOW	dev/sample-data/tidb/data.sql	90	('admin_user', 'admin@example.com', 'adminpass');	CODE
LOW	dev/sample-data/sqlite3/data.sql	139	('admin_user', 'admin@example.com', 'adminpass1');	CODE
LOW	dev/sample-data/mysql/data.sql	155	('admin_user', 'admin@example.com', 'adminpass');	CODE
LOW	dev/sample-data/mysql/data842.sql	155	('admin_user', 'admin@example.com', 'adminpass');	CODE
LOW	dev/sample-data/duckdb/data.sql	116	('admin_user', 'admin@example.com', 'adminpass1');	CODE
LOW	dev/sample-data/mongo/data.js	40	{ username: "admin_user", email: "admin@example.com", password: "adminpass", created_at: new Date() }	CODE
LOW	dev/sample-data/cockroachdb/data.sql	97	('admin_user', 'admin@example.com', 'adminpass');	CODE
LOW	dev/sample-data/questdb/data.sql	36	(3, 'admin_user', 'admin@example.com', 'adminpass1', '2024-01-03T12:00:00.000000Z'),	CODE
LOW	dev/sample-data/questdb/data.sql	108	(1, 1, '123 Main St', 'New York', 'NY', '10001', 'USA', '2024-01-01T12:00:00.000000Z'),	CODE
LOW	dev/sample-data/elasticsearch/upload.sh	140	curl -X POST $CURL_OPTS "$ELASTIC_URL/users/_doc/3" -H "Content-Type: application/json" -d '{"username": "admin_user", "	CODE
LOW	dev/sample-data/elasticsearch/upload922.sh	122	curl -X POST "$ELASTIC_URL/users/_doc/3" -H "Content-Type: application/json" -d '{"username": "admin_user", "email": "ad	CODE

Modern AI Meta-Vocabulary8 hits · 26 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	core/baml_client/baml_source_map.go	20	"sql_chat.baml": "// SQL Query Generation for WhoDB\n// This BAML schema defines structured SQL generation using AI m	CODE
MEDIUM⚡	.agents/skills/impeccable/scripts/live-browser.js	9679	// Self-heal on SSE (re)connect. The preflight scaffold write triggers a	COMMENT
MEDIUM	.agents/skills/impeccable/scripts/live-browser.js	6246	// the fetched source still shows only the preflight scaffold, before the	COMMENT
MEDIUM	.agents/skills/impeccable/scripts/live-browser.js	6349	// Mid-generation the source legitimately holds a scaffold wrapper	COMMENT
MEDIUM	.agents/skills/impeccable/scripts/live-browser.js	6358	// Generation finished, yet the read shows only the scaffold: the	COMMENT
MEDIUM	.agents/skills/impeccable/scripts/live-browser.js	6423	// scaffold with no variants after retries is a failed generation.	COMMENT
MEDIUM	.agents/skills/impeccable/scripts/live-browser.js	6986	// scaffolded into. A plain first match can then pin an empty scaffold while	COMMENT
MEDIUM	.agents/skills/impeccable/scripts/live-browser.js	9346	// Vite can coalesce rapid scaffold/carbonize writes and leave the last	COMMENT

Redundant / Tautological Comments15 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	cli/install/install.sh	87	# Check if a command exists	COMMENT
LOW	cli/install/install.sh	168	# Check if install directory is in PATH	COMMENT
LOW	.github/workflows/_deploy-apple.yml	199	# Check if we have the installer cert (don't fail if not found)	COMMENT
LOW	.github/scripts/appstore-connect.sh	54	# Check if current token is still valid (with 60s buffer)	COMMENT
LOW	.github/scripts/appstore-connect.sh	303	# Check if version is in an editable state	COMMENT
LOW	.github/scripts/appstore-connect.sh	396	# Check if build exists but is still processing	COMMENT
LOW	.github/scripts/appstore-connect.sh	542	# Check if there's already a review submission in progress	COMMENT
LOW	.github/scripts/appstore-connect.sh	633	# Check if the response indicates success despite no state	COMMENT
LOW	.github/actions/calculate-version/action.yml	147	# Check if explicit version was provided	COMMENT
LOW	dev/copy-screenshots.sh	35	# Check if source directory exists	COMMENT
LOW	dev/setup-e2e.sh	24	# Check if this is EE-only mode (passed from run-e2e.sh)	COMMENT
LOW	dev/setup-e2e.sh	249	# Check if SQLite database exists and has the expected tables	COMMENT
LOW	dev/setup-e2e.sh	251	# Check if database has expected structure (check for a key table)	COMMENT
LOW	dev/setup-e2e.sh	581	# Check if the server is ready to handle requests (not just listening)	COMMENT
LOW	dev/run-cli-tests.sh	128	# Check if Docker is available	COMMENT

Excessive Try-Catch Wrapping13 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	.agents/hooks/changed-files.py	23	except Exception:	CODE
MEDIUM	.agents/hooks/changed-files.py	20	def main() -> int:	CODE
LOW	sdk/packages/python/scripts/conformance.py	141	except Exception as error: # noqa: BLE001 — fixture harness	CODE
LOW	sdk/packages/python/src/whodb/client.py	129	except Exception as error: # noqa: BLE001 — re-raise, possibly converted	CODE
LOW	sdk/packages/python/src/whodb/client.py	280	except Exception as error: # noqa: BLE001	CODE
LOW	.github/workflows/security.yml	104	except Exception as e:	CODE
LOW	.github/workflows/security.yml	148	except Exception as e:	CODE
LOW	.github/workflows/security.yml	176	except Exception as e:	CODE
MEDIUM	.github/workflows/security.yml	83	def parse_gosec(filename):	CODE
MEDIUM	.github/workflows/security.yml	107	def parse_govulncheck(filename):	CODE
MEDIUM	.github/workflows/security.yml	151	def parse_pnpm_audit(filename):	CODE
LOW	.github/scripts/appstore-connect.sh	85	except Exception as e:	CODE
LOW	dev/aws-test-stack.yml	303	except Exception as e:	CODE

Synthetic Comment Markers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	26	- Your PR description is written by you, not generated by AI	CODE
HIGH	.github/PULL_REQUEST_TEMPLATE.md	49	<!-- - [ ] The PR description above was written by me, not generated by AI -->	CODE

Self-Referential Comments2 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…nts/skills/apollo-router/templates/v1/development.yaml	4	# This file is for explicit dev configuration without --dev flag.	COMMENT
MEDIUM⚡	…nts/skills/apollo-router/templates/v2/development.yaml	4	# This file is for explicit dev configuration without --dev flag.	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH⚡	core/baml_client/baml_source_map.go	20	"sql_chat.baml": "// SQL Query Generation for WhoDB\n// This BAML schema defines structured SQL generation using AI m	CODE

Example Usage Blocks4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	cli/install/install.sh	5	# Usage:	COMMENT
LOW	.github/scripts/appstore-connect.sh	27	# Usage:	COMMENT
LOW	dev/run-e2e.sh	20	# Usage:	COMMENT
LOW	dev/translate/run.sh	5	# Usage:	COMMENT

AI Slop Vocabulary2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	core/baml_client/baml_source_map.go	18	"clients.baml": "// Learn more about clients at https://docs.boundaryml.com/docs/snippets/clients/overview\n//\n// N	CODE
MEDIUM	sdk/packages/python/scripts/conformance.py	141	except Exception as error: # noqa: BLE001 — fixture harness	CODE

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	sdk/packages/python/scripts/conformance.py	90	CODE
LOW	sdk/packages/python/src/whodb/ontology.py	34	CODE
LOW	dev/translate/fix_placeholders.py	48	CODE
LOW	dev/translate/detect.py	76	CODE

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	sdk/packages/python/src/whodb/__init__.py	37	__all__ = [	CODE
LOW	sdk/packages/python/src/whodb/_transport.py	59	def set_workspace(self, org_id: str \| None, project_id: str \| None) -> None:	CODE

clidey/whodb

Open-Source Code Quality, Security and Technical Debt Review