1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.7K

Stars

Language

298.1K

Lines of Code

917

Files

246

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 3.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 154 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

Are imports declared and package/API names verified? 75 finding(s).

Agent Over-Engineering Ratio 1.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 33 finding(s).

PR Review Velocity Impact 4.8/100 · LOW

Which changes need focused human review? 246 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 1MEDIUM 20LOW 225

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 246 distinct pattern matches across 13 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Over-Commented Block108 hits · 108 pts

Severity	File	Line	Snippet	Context
LOW	backend/.goreleaser.yaml	61	# The lines beneath this are called `modelines`. See `:help modeline`	COMMENT
LOW	backend/app/api/routes.go	41	// swaggerDocHandler serves the OpenAPI document, rewriting its `host` so the	COMMENT
LOW	backend/app/api/main.go	81		COMMENT
LOW	backend/app/api/main.go	341	// Web.Host:Web.Port itself.	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_maint_entry.go	21	// @Router /v1/entities/{id}/maintenance [GET]	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_entities.go	41		COMMENT
LOW	…i/handlers/v1/v1_ctrl_entities_attachments_external.go	61	}	COMMENT
LOW	…nd/app/api/handlers/v1/v1_ctrl_entities_attachments.go	161	}	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_label_templates.go	121	//	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_label_templates.go	141	// @Tags Label Templates	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_label_templates.go	221	Format string `json:"format"` // "png" or "pdf", defaults to "png"	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_label_templates.go	581		COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_label_templates.go	841		COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_label_templates.go	941	LocationIDs []uuid.UUID `json:"locationIds,omitempty"` // Simple list (1 copy each)	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_actions.go	41	// @Success 200 {object} ActionAmountResult	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_actions.go	61	// HandleItemDateZeroOut godoc	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_actions.go	81	// @Router /v1/actions/set-primary-photos [Post]	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_auth.go	61	}, nil	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_auth.go	81	}	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_auth.go	161	Token string `json:"token" validate:"required,min=20"`	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_auth.go	241	}	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_group.go	41	// HandleGroupGet godoc	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_group.go	121	// @Tags Group	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_group.go	141	// @Success 201 {object} repo.Group	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_group.go	201	// @Success 200 {object} []repo.GroupInvitation	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_notifiers.go	61	// @Summary Delete a Notifier	COMMENT
LOW	backend/app/api/handlers/v1/helpers.go	21	// rather than an error the user can act on.	COMMENT
LOW	backend/app/api/handlers/v1/helpers.go	141	}	COMMENT
LOW	backend/app/api/handlers/v1/v1_ctrl_maintenance.go	21	// @Security Bearer	COMMENT
LOW	…/internal/core/services/service_user_password_reset.go	21	// HTTP forgot-password handler uses this to short-circuit with a clear error	COMMENT
LOW	backend/internal/core/services/service_exports.go	61	//	COMMENT
LOW	backend/internal/core/services/service_exports.go	81	pkCol string	COMMENT
LOW	backend/internal/core/services/service_exports.go	101	//	COMMENT
LOW	backend/internal/core/services/service_exports.go	261	}	COMMENT
LOW	backend/internal/core/services/service_exports.go	841	if err != nil {	COMMENT
LOW	backend/internal/core/services/service_exports.go	1501	}	COMMENT
LOW	backend/internal/web/adapters/query.go	1	package adapters	COMMENT
LOW	backend/internal/web/adapters/query.go	41	//	COMMENT
LOW	backend/internal/web/adapters/actions.go	1	package adapters	COMMENT
LOW	backend/internal/web/adapters/actions.go	41		COMMENT
LOW	backend/internal/sys/validate/notifier_url.go	21	const (	COMMENT
LOW	backend/internal/sys/validate/notifier_http.go	21		COMMENT
LOW	backend/internal/sys/config/conf_notifier.go	1	package config	COMMENT
LOW	backend/internal/sys/config/conf_notifier.go	21	// BlockBogonNets will prevent notifiers from sending to bogon networks. (Reserved IPs)	COMMENT
LOW	backend/internal/data/ent/entity_query.go	621	// Example:	COMMENT
LOW	backend/internal/data/ent/entity_query.go	641	// Select allows the selection one or more fields/columns for the given query,	COMMENT
LOW	backend/internal/data/ent/labeltemplate_query.go	341	// }	COMMENT
LOW	backend/internal/data/ent/authtokens_query.go	341	// Count int `json:"count,omitempty"`	COMMENT
LOW	backend/internal/data/ent/apikey_query.go	301	// var v []struct {	COMMENT
LOW	backend/internal/data/ent/apikey_query.go	321	//	COMMENT
LOW	backend/internal/data/ent/notifier_query.go	321	// WithUser tells the query-builder to eager-load the nodes that are connected to	COMMENT
LOW	backend/internal/data/ent/notifier_query.go	341	//	COMMENT
LOW	backend/internal/data/ent/entitytype_query.go	361	func (_q EntityTypeQuery) WithDefaultTemplate(opts ...func(EntityTemplateQuery)) *EntityTypeQuery {	COMMENT
LOW	backend/internal/data/ent/entitytype_query.go	381	// GroupBy(entitytype.FieldCreatedAt).	COMMENT
LOW	backend/internal/data/ent/passwordresettokens_query.go	301	// var v []struct {	COMMENT
LOW	backend/internal/data/ent/passwordresettokens_query.go	321	//	COMMENT
LOW	backend/internal/data/ent/maintenanceentry_query.go	301	// var v []struct {	COMMENT
LOW	backend/internal/data/ent/maintenanceentry_query.go	321	//	COMMENT
LOW	backend/internal/data/ent/usergroup_query.go	261	//	COMMENT
LOW	backend/internal/data/ent/usergroup_query.go	281		COMMENT
48 more matches not shown…

Fake / Example Data74 hits · 76 pts

Severity	File	Line	Snippet	Context
LOW	frontend/locales/tr.json	148	"placeholder": "Bir tür seçin…"	CODE
LOW	frontend/locales/tr.json	262	"placeholder": "Seç…",	CODE
LOW	frontend/locales/sl.json	98	"placeholder": "Izberi...",	CODE
LOW	frontend/locales/hu.json	177	"placeholder": "Válassz…",	CODE
LOW	frontend/locales/el-GR.json	153	"placeholder": "Επιλογή τύπου…"	CODE
LOW	frontend/locales/el-GR.json	278	"placeholder": "Επιλογή…",	CODE
LOW	frontend/locales/nl.json	153	"placeholder": "Selecteer een type…"	CODE
LOW	frontend/locales/nl.json	278	"placeholder": "Selecteer…",	CODE
LOW	frontend/locales/de.json	153	"placeholder": "Typ auswählen…"	CODE
LOW	frontend/locales/de.json	278	"placeholder": "Auswählen…",	CODE
LOW	frontend/locales/ru.json	153	"placeholder": "Выберите тип…"	CODE
LOW	frontend/locales/ru.json	277	"placeholder": "Выберите…",	CODE
LOW	frontend/locales/pl.json	153	"placeholder": "Wybierz typ…"	CODE
LOW	frontend/locales/pl.json	278	"placeholder": "Wybierz…",	CODE
LOW	frontend/locales/ko-KR.json	207	"placeholder": "선택하세요…",	CODE
LOW	frontend/locales/ja-JP.json	186	"placeholder": "選択してください…",	CODE
LOW	frontend/locales/zh-CN.json	153	"placeholder": "选择类型…"	CODE
LOW	frontend/locales/zh-CN.json	278	"placeholder": "选择…",	CODE
LOW	frontend/locales/en.json	153	"placeholder": "Select a type…"	CODE
LOW	frontend/locales/en.json	265	"placeholder": "Select…",	CODE
LOW	frontend/locales/pt-PT.json	219	"placeholder": "Selecionar…",	CODE
LOW	frontend/locales/it.json	148	"placeholder": "Seleziona un tipo…"	CODE
LOW	frontend/locales/it.json	228	"placeholder": "Seleziona…",	CODE
LOW	frontend/locales/kmr.json	197	"placeholder": "Hilbijêre…",	CODE
LOW	frontend/locales/sk-SK.json	153	"placeholder": "Vyberte typ…"	CODE
LOW	frontend/locales/sk-SK.json	278	"placeholder": "Vybrať…",	CODE
LOW	frontend/locales/uk-UA.json	153	"placeholder": "Обрати тип…"	CODE
LOW	frontend/locales/uk-UA.json	278	"placeholder": "Вибрати…",	CODE
LOW	frontend/locales/lt-LT.json	153	"placeholder": "Pasirinkite tipą…"	CODE
LOW	frontend/locales/lt-LT.json	278	"placeholder": "Rinktis…",	CODE
LOW	frontend/locales/hr-HR.json	153	"placeholder": "Odaberi vrstu…"	CODE
LOW	frontend/locales/hr-HR.json	278	"placeholder": "Odaberi…",	CODE
LOW	frontend/locales/fr.json	153	"placeholder": "Sélectionnez un type…"	CODE
LOW	frontend/locales/fr.json	278	"placeholder": "Sélectionner…",	CODE
LOW	frontend/locales/da-DK.json	153	"placeholder": "Vælg en type…"	CODE
LOW	frontend/locales/da-DK.json	278	"placeholder": "Vælg…",	CODE
LOW	frontend/locales/nb-NO.json	98	"placeholder": "Velg…",	CODE
LOW	frontend/locales/ca.json	153	"placeholder": "Selecciona un tipus…"	CODE
LOW	frontend/locales/ca.json	278	"placeholder": "Selecciona…",	CODE
LOW	frontend/locales/pt-BR.json	153	"placeholder": "Selecione um tipo…"	CODE
LOW	frontend/locales/pt-BR.json	278	"placeholder": "Selecione…",	CODE
LOW	frontend/locales/cs-CZ.json	153	"placeholder": "Vyberte typ…"	CODE
LOW	frontend/locales/cs-CZ.json	278	"placeholder": "Vyberte…",	CODE
LOW	frontend/locales/zh-TW.json	153	"placeholder": "選擇一個類型…"	CODE
LOW	frontend/locales/zh-TW.json	266	"placeholder": "請選擇…",	CODE
LOW	frontend/locales/sv.json	153	"placeholder": "Välj en typ…"	CODE
LOW	frontend/locales/sv.json	278	"placeholder": "Välj…",	CODE
LOW	frontend/locales/cy-GB.json	150	"placeholder": "Dewisiwch math…"	CODE
LOW	frontend/locales/cy-GB.json	274	"placeholder": "Dewis…",	CODE
LOW	frontend/locales/fi-FI.json	202	"placeholder": "Valitse",	CODE
LOW	frontend/locales/lb-LU.json	106	"placeholder": "Wiel…",	CODE
LOW	frontend/locales/es.json	153	"placeholder": "Seleccionar un tipo…"	CODE
LOW	frontend/locales/es.json	278	"placeholder": "Seleccionar…",	CODE
LOW	frontend/locales/ar-AA.json	197	"placeholder": "اختر…",	CODE
LOW	frontend/locales/vi-VN.json	106	"placeholder": "Chọn …",	CODE
LOW	frontend/components/Form/TextField.vue	20	:placeholder="placeholder"	CODE
LOW	frontend/components/Form/TextField.vue	52	:placeholder="placeholder"	CODE
LOW	frontend/components/Form/TextArea.vue	13	:placeholder="placeholder"	CODE
LOW	frontend/components/Form/TextArea.vue	30	:placeholder="placeholder"	CODE
LOW	frontend/lib/api/types/data-contracts.ts	1651	/** @example "user@example.com" */	COMMENT
14 more matches not shown…

Decorative Section Separators16 hits · 48 pts

Severity	File	Line	Snippet	Context
MEDIUM	.gitlab-ci.yml	24	# ==========================================	COMMENT
MEDIUM	.gitlab-ci.yml	26	# ==========================================	COMMENT
MEDIUM	.gitlab-ci.yml	283	# ==========================================	COMMENT
MEDIUM	.gitlab-ci.yml	285	# ==========================================	COMMENT
MEDIUM	.gitlab-ci.yml	342	# ==========================================	COMMENT
MEDIUM	.gitlab-ci.yml	344	# ==========================================	COMMENT
MEDIUM	.gitlab-ci.yml	400	# ==========================================	COMMENT
MEDIUM	.gitlab-ci.yml	402	# ==========================================	COMMENT
MEDIUM	.gitlab-ci.yml	427	# ==========================================	COMMENT
MEDIUM	.gitlab-ci.yml	429	# ==========================================	COMMENT
MEDIUM	.gitlab-ci.yml	454	# ==========================================	COMMENT
MEDIUM	.gitlab-ci.yml	456	# ==========================================	COMMENT
MEDIUM	.gitlab-ci.yml	509	# ==========================================	COMMENT
MEDIUM	.gitlab-ci.yml	511	# ==========================================	COMMENT
MEDIUM	.gitlab-ci.yml	557	# ==========================================	COMMENT
MEDIUM	.gitlab-ci.yml	559	# ==========================================	COMMENT

Structural Annotation Overuse15 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	…ckend/internal/data/repo/repo_item_attachments_test.go	278	// Step 1: Upload a photo first (this should become primary since it's the first photo)	COMMENT
LOW⚡	…ckend/internal/data/repo/repo_item_attachments_test.go	292	// Step 2: Add a PDF receipt (this should NOT affect the photo's primary status)	COMMENT
LOW⚡	…ckend/internal/data/repo/repo_item_attachments_test.go	301	// Step 3: Verify photo is still primary after adding PDF	COMMENT
LOW⚡	…ckend/internal/data/repo/repo_item_attachments_test.go	311	// Step 4: Test the actual entity summary mapping (this is what determines the card display)	COMMENT
LOW	.github/workflows/upgrade-test.yaml	57	# Step 1: Pull and deploy latest stable version	COMMENT
LOW	.github/workflows/upgrade-test.yaml	78	# Step 2: Create test data	COMMENT
LOW	.github/workflows/upgrade-test.yaml	103	# Step 3: Build latest version from main branch	COMMENT
LOW	.github/workflows/upgrade-test.yaml	114	# Step 4: Copy data and start new version	COMMENT
LOW	.github/workflows/upgrade-test.yaml	136	# Step 5: Run verification tests with Playwright	COMMENT
LOW	.github/agents/doc-noob-tester.agent.md	15	## Step 1: Build and Serve Documentation Site	COMMENT
LOW	.github/agents/doc-noob-tester.agent.md	29	## Step 2: Navigate Documentation as a Noob	COMMENT
LOW	.github/agents/doc-noob-tester.agent.md	57	## Step 3: Identify Pain Points	COMMENT
LOW	.github/agents/doc-noob-tester.agent.md	83	## Step 4: Take Screenshots	COMMENT
LOW	.github/agents/doc-noob-tester.agent.md	90	## Step 5: Create Discussion Report	COMMENT
LOW	.github/agents/doc-noob-tester.agent.md	118	## Step 6: Cleanup	COMMENT

Hyper-Verbose Identifiers16 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	frontend/composables/use-preferences.ts	206	export function configureViewPreferenceSync(config: PreferenceSyncConfig) {	CODE
LOW	frontend/composables/use-preferences.ts	213	async function fetchViewPreferencesFromServer(): Promise<Record<string, unknown> \| null> {	CODE
LOW	frontend/plugins/otel.client.ts	18	async function fetchBackendTelemetryStatus(debug: boolean): Promise<boolean> {	CODE
LOW	frontend/pages/item/[id]/index/edit.vue	554	async function maybeSyncWithParentLocation() {	CODE
LOW⚡	.github/scripts/test_update_currencies.py	20	def test_reports_api_error_message(self):	CODE
LOW⚡	.github/scripts/test_update_currencies.py	26	def test_rejects_legacy_response(self):	CODE
LOW⚡	.github/scripts/test_update_currencies.py	33	def test_requires_complete_pagination_metadata(self):	CODE
LOW	.github/scripts/test_update_currencies.py	64	def test_prefers_canonical_currency_entries_for_duplicate_codes(self):	CODE
LOW	.github/scripts/test_update_currencies.py	106	def test_rejects_old_currency_object_shape(self):	CODE
LOW	.github/scripts/test_update_currencies.py	148	def test_fetches_every_page_with_authentication(self):	CODE
LOW	.github/scripts/test_update_currencies.py	185	def test_missing_api_key_is_fatal_before_network_access(self):	CODE
LOW	.github/scripts/test_update_currencies.py	193	def test_stops_when_more_is_true_after_reaching_total(self):	CODE
LOW	.github/scripts/test_update_currencies.py	207	def test_rejects_total_changing_between_pages(self):	CODE
LOW	.github/scripts/test_update_currencies.py	227	def test_rejects_final_count_mismatch(self):	CODE
LOW	.github/scripts/test_update_currencies.py	241	def test_rejects_empty_page_when_more_is_true(self):	CODE
LOW	.github/scripts/update_currencies.py	168	def canonicalize_currency_rows(results):	CODE

Verbosity Indicators9 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	…ckend/internal/data/repo/repo_item_attachments_test.go	278	// Step 1: Upload a photo first (this should become primary since it's the first photo)	COMMENT
LOW⚡	…ckend/internal/data/repo/repo_item_attachments_test.go	292	// Step 2: Add a PDF receipt (this should NOT affect the photo's primary status)	COMMENT
LOW⚡	…ckend/internal/data/repo/repo_item_attachments_test.go	301	// Step 3: Verify photo is still primary after adding PDF	COMMENT
LOW⚡	…ckend/internal/data/repo/repo_item_attachments_test.go	311	// Step 4: Test the actual entity summary mapping (this is what determines the card display)	COMMENT
LOW	.github/workflows/upgrade-test.yaml	57	# Step 1: Pull and deploy latest stable version	COMMENT
LOW	.github/workflows/upgrade-test.yaml	78	# Step 2: Create test data	COMMENT
LOW	.github/workflows/upgrade-test.yaml	103	# Step 3: Build latest version from main branch	COMMENT
LOW	.github/workflows/upgrade-test.yaml	114	# Step 4: Copy data and start new version	COMMENT
LOW	.github/workflows/upgrade-test.yaml	136	# Step 5: Run verification tests with Playwright	COMMENT

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	.scaffold/model/scaffold.yaml	2	# yaml-language-server: $schema=https://hay-kot.github.io/scaffold/schema.json	COMMENT
MEDIUM	.scaffold/model/scaffold.yaml	2	# yaml-language-server: $schema=https://hay-kot.github.io/scaffold/schema.json	COMMENT

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	frontend/lib/api/classes/label-templates.ts	74	print(id: string, body: LabelTemplatePrintRequest) {	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/pkgs/labelmaker/template_renderer.go	1221	// This is a basic implementation that doesn't handle nested objects	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/scripts/upgrade-test/create-test-data.sh	173	# Create a temporary file with some content	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/upgrade-test.yaml	89	# Check if database file exists and has content	COMMENT

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/update_currencies.py	133	except Exception as e:	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/update_currencies.py	90		CODE

sysadminsmedia/homebox

Open-Source Code Quality, Security and Technical Debt Review