maziggy/bambuddy

20.3

Adjusted Score

20.3

Raw Score

100%

Time Factor

2026-07-14

Last Push

2.5K

Stars

Python

Language

560.9K

Lines of Code

1.2K

Files

8.9K

Pattern Hits

2026-07-14

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 32MEDIUM 1282LOW 7632

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 8948 distinct pattern matches across 20 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 Identifiers5401 hits · 4799 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/utils/printer.ts	39	export function filterCompatibleQueueItems(	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	52	export function matchesPrinterModelSuffix(presetSuffix: string, printerModel: string): boolean {	CODE
LOW	frontend/src/utils/slicerPrinterMatch.ts	132	function extractPrinterPresetModel(printerPresetName: string): { model: string; nozzle: string \| null } \| null {	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	38	export function parsePreheatFilamentTargets(raw: string): Record<string, number> {	CODE
LOW	frontend/src/utils/preheatFilamentTargets.ts	59	export function serializePreheatFilamentTargets(map: Record<string, number>): string {	CODE
LOW	frontend/src/utils/preheatFilamentTargets.ts	76	export function normalizePreheatFilamentType(trayType: string): string {	CODE
LOW	frontend/src/utils/preheatFilamentTargets.ts	84	export function deriveChamberTargetForTrays(	CODE
LOW	frontend/src/components/ModelViewer.tsx	140	function parsePlateIdFromAttributes(element: Element): number \| null {	CODE
LOW	frontend/src/components/CreateUserAdvancedAuthModal.tsx	32	export function CreateUserAdvancedAuthModal({	CODE
LOW	frontend/src/components/ConnectionDiagnostic.tsx	103	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	22	export function PreheatFilamentTargetsEditor({ value, onChange, disabled = false }: Props) {	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	129	function buildLocalFilamentOptions(localPresets: LocalPreset[]): FilamentOption[] {	CODE
LOW	frontend/src/__tests__/components/SliceModal.test.tsx	459	function makeMultiPlateLibraryResponse() {	CODE
LOW	frontend/src/__tests__/components/SliceModal.test.tsx	684	function makeMultiColorPlateResponse() {	CODE
LOW	frontend/src/__tests__/components/SliceModal.test.tsx	708	function makeMultiColorRequirementsResponse() {	CODE
LOW	frontend/src/hooks/useMultiPrinterFilamentMapping.ts	199	function computeMappingWithOverrides(	CODE
LOW	frontend/src/hooks/useMultiPrinterFilamentMapping.ts	294	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	1324	function NozzleTemperatureControlBox({	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	gcode_viewer/js/camera-controls.js	266	var extractClientCoordFromEvent = function extractClientCoordFromEvent(event, out) {	CODE
LOW	gcode_viewer/js/prettygcode.js	1635	function resizeCanvasToDisplaySize() {	CODE
LOW⚡	backend/app/main.py	2067	async def _capture_snapshot_for_notification(printer_id: int, printer, logger) -> bytes \| None:	CODE
LOW⚡	backend/app/main.py	5138	async def _background_layer_timelapse():	CODE
LOW⚡	backend/app/main.py	5465	def start_ams_history_recording():	CODE
LOW⚡	backend/app/main.py	5473	def stop_ams_history_recording():	CODE
LOW⚡	backend/app/main.py	5594	def start_printer_sensor_history_recording():	CODE
LOW⚡	backend/app/main.py	5601	def stop_printer_sensor_history_recording():	CODE
LOW⚡	backend/app/main.py	5727	async def _spoolbuddy_watchdog_loop():	CODE
LOW⚡	backend/app/main.py	5741	def start_spoolbuddy_watchdog():	CODE
LOW⚡	backend/app/main.py	5795	def _evict_stale_expected_prints() -> None:	CODE
LOW⚡	backend/app/main.py	5833	async def _expected_prints_cleanup_loop() -> None:	CODE
LOW⚡	backend/app/main.py	5845	def start_expected_prints_cleanup() -> None:	CODE
LOW⚡	backend/app/main.py	5852	def stop_expected_prints_cleanup() -> None:	CODE
LOW	backend/app/main.py	724	def _compute_run_filament_grams(	CODE
LOW	backend/app/main.py	788	def _scope_notification_archive_data_to_plate(	CODE
LOW	backend/app/main.py	853	def _extract_filament_data_from_mqtt(data: dict, ams_mapping: list[int] \| None = None) -> dict[str, str]:	CODE
LOW	backend/app/main.py	936	def _maybe_start_layer_timelapse(printer, printer_id: int, archive_id: int) -> bool:	CODE
LOW	backend/app/main.py	961	def _format_hms_error_summary(hms_errors: list[dict]) -> str \| None:	CODE
LOW	backend/app/main.py	988	async def _bump_library_file_usage_if_completed(db, item, queue_status: str) -> None:	CODE
LOW	backend/app/main.py	1005	def mark_printer_stopped_by_user(printer_id: int) -> None:	CODE
LOW	backend/app/main.py	1021	async def _maybe_notify_printer_offline(printer_id: int) -> None:	CODE
LOW	backend/app/main.py	2152	async def _send_print_start_notification(	CODE
LOW	backend/app/main.py	2192	async def _dispatch_user_print_email(	CODE
LOW	backend/app/main.py	2227	def _load_objects_from_archive(archive, printer_id: int, logger) -> None:	CODE
LOW	backend/app/main.py	3358	async def _capture_timelapse_baseline_at_start(printer, printer_id: int, logger: logging.Logger) -> None:	CODE
LOW	backend/app/main.py	3384	async def _scan_for_timelapse_with_retries(archive_id: int, baseline_names: set[str] \| None = None):	CODE
5341 more matches not shown…

Decorative Section Separators1172 hits · 4085 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	100	# ============================================================	COMMENT
MEDIUM⚡	docker-publish-daily-beta.sh	102	# ============================================================	COMMENT
MEDIUM⚡	docker-publish-daily-beta.sh	125	# ============================================================	COMMENT
MEDIUM⚡	docker-publish-daily-beta.sh	127	# ============================================================	COMMENT
MEDIUM⚡	docker-publish-daily-beta.sh	286	# ============================================================	COMMENT
MEDIUM⚡	docker-publish-daily-beta.sh	288	# ============================================================	COMMENT
MEDIUM⚡	docker-publish-daily-beta.sh	378	# ============================================================	COMMENT
MEDIUM⚡	docker-publish-daily-beta.sh	380	# ============================================================	COMMENT
MEDIUM	docker-publish-daily-beta.sh	398	# ============================================================	COMMENT
MEDIUM	docker-publish-daily-beta.sh	400	# ============================================================	COMMENT
MEDIUM	docker-publish-daily-beta.sh	429	# ============================================================	COMMENT
MEDIUM	docker-publish-daily-beta.sh	431	# ============================================================	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	704	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	install/install.sh	706	# -----------------------------------------------------------------------------	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
1112 more matches not shown…

Excessive Try-Catch Wrapping674 hits · 593 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	4463	def _notify_no_archive():	CODE
LOW⚡	backend/app/main.py	1835	except Exception as e:	CODE
LOW⚡	backend/app/main.py	2059	except Exception as e:	CODE
LOW⚡	backend/app/main.py	2063	except Exception as e:	CODE
LOW⚡	backend/app/main.py	4347	except Exception as e:	CODE
LOW⚡	backend/app/main.py	4349	except Exception as e:	CODE
LOW⚡	backend/app/main.py	5126	except Exception as e:	CODE
LOW⚡	backend/app/main.py	5130	except Exception as e:	CODE
LOW⚡	backend/app/main.py	5460	except Exception as e:	CODE
LOW⚡	backend/app/main.py	5589	except Exception as e:	CODE
LOW⚡	backend/app/main.py	5736	except Exception as e:	CODE
LOW⚡	backend/app/main.py	5840	except Exception as e:	CODE
LOW	backend/app/main.py	675	except Exception as e:	CODE
LOW	backend/app/main.py	1062	except Exception as e:	CODE
LOW	backend/app/main.py	1192	except Exception:	CODE
LOW	backend/app/main.py	1244	except Exception as e:	CODE
LOW	backend/app/main.py	1345	except Exception as e:	CODE
LOW	backend/app/main.py	1390	except Exception:	CODE
LOW	backend/app/main.py	1408	except Exception as e:	CODE
LOW	backend/app/main.py	1541	except Exception:	CODE
LOW	backend/app/main.py	1589	except Exception as e:	CODE
LOW	backend/app/main.py	1755	except Exception:	CODE
LOW	backend/app/main.py	1891	except Exception as e:	CODE
LOW	backend/app/main.py	1917	except Exception as e:	CODE
LOW	backend/app/main.py	1928	except Exception as e:	CODE
LOW	backend/app/main.py	2025	except Exception as e:	CODE
LOW	backend/app/main.py	2122	except Exception as e:	CODE
LOW	backend/app/main.py	2147	except Exception as e:	CODE
LOW	backend/app/main.py	2188	except Exception as e:	CODE
LOW	backend/app/main.py	2245	except Exception as e:	CODE
LOW	backend/app/main.py	2287	except Exception:	CODE
LOW	backend/app/main.py	2300	except Exception as e:	CODE
LOW	backend/app/main.py	2310	except Exception as e:	CODE
LOW	backend/app/main.py	2405	except Exception as notif_err:	CODE
LOW	backend/app/main.py	2409	except Exception as plate_err:	CODE
LOW	backend/app/main.py	2626	except Exception:	CODE
LOW	backend/app/main.py	2670	except Exception as e:	CODE
LOW	backend/app/main.py	2929	except Exception as e:	CODE
LOW	backend/app/main.py	2994	except Exception as e:	CODE
LOW	backend/app/main.py	3079	except Exception as e:	CODE
LOW	backend/app/main.py	3193	except Exception:	CODE
LOW	backend/app/main.py	3207	except Exception as e:	CODE
LOW	backend/app/main.py	3214	except Exception as e:	CODE
LOW	backend/app/main.py	3264	except Exception:	CODE
LOW	backend/app/main.py	3295	except Exception as e:	CODE
LOW	backend/app/main.py	3309	except Exception as e:	CODE
LOW	backend/app/main.py	3351	except Exception as e:	CODE
LOW	backend/app/main.py	3380	except Exception as e:	CODE
LOW	backend/app/main.py	3449	except Exception as e:	CODE
LOW	backend/app/main.py	3528	except Exception as e:	CODE
LOW	backend/app/main.py	3569	except Exception as e:	CODE
LOW	backend/app/main.py	3829	except Exception as e:	CODE
LOW	backend/app/main.py	3953	except Exception as e:	CODE
LOW	backend/app/main.py	3993	except Exception as e:	CODE
LOW	backend/app/main.py	4040	except Exception:	CODE
LOW	backend/app/main.py	4203	except Exception as e:	CODE
LOW	backend/app/main.py	4240	except Exception as e:	CODE
614 more matches not shown…

Unused Imports628 hits · 496 pts

Severity	File	Line	Context
LOW	backend/app/cli.py	9	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	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/database.py	167	CODE
LOW	backend/app/core/asyncio_handlers.py	10	CODE
LOW	backend/app/core/logging_filters.py	11	CODE
LOW	backend/app/core/local_config.py	26	CODE
LOW	backend/app/utils/tray_split.py	17	CODE
LOW	backend/app/utils/safe_path.py	18	CODE
568 more matches not shown…

Self-Referential Comments79 hits · 237 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker-publish-daily-beta.sh	332	# 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	backend/app/main.py	3107	# 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	719	# Create a temporary engine for the import (current engine was disposed)	COMMENT
MEDIUM	backend/app/api/routes/projects.py	1689	# Create the project	COMMENT
MEDIUM	backend/app/api/routes/projects.py	1814	# Create the project	COMMENT
MEDIUM	backend/app/services/layer_timelapse.py	112	# Create a concat file listing all frames	COMMENT
MEDIUM	backend/app/services/smart_plug_manager.py	443	# Create a minimal plug-like object for the service	COMMENT
MEDIUM	backend/app/services/bambu_mqtt.py	2118	# Create a hash of relevant AMS data to detect changes	COMMENT
MEDIUM	backend/app/services/virtual_printer/manager.py	1626	# This method is kept for backward compat with the settings endpoint.	COMMENT
MEDIUM	backend/tests/conftest.py	186	# Create a new session maker for the test engine	COMMENT
MEDIUM	backend/tests/conftest.py	316	# 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	640	# 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	437	# Create a mock provider with digest enabled	COMMENT
MEDIUM	…ckend/tests/unit/services/test_notification_service.py	525	# 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_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	1291	# Create a printer with model X1C so the API can validate	COMMENT
MEDIUM	backend/tests/integration/test_print_queue_api.py	2123	# 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
MEDIUM	backend/tests/integration/test_ownership_permissions.py	439	# Create an archive to link to the queue item	COMMENT
MEDIUM	backend/tests/integration/test_ownership_permissions.py	966	# Create a new user with items	COMMENT
19 more matches not shown…

Deep Nesting276 hits · 202 pts

Severity	File	Line	Context
LOW	backend/app/main.py	1068	CODE
LOW	backend/app/main.py	1375	CODE
LOW	backend/app/main.py	2227	CODE
LOW	backend/app/main.py	2249	CODE
LOW	backend/app/main.py	3327	CODE
LOW	backend/app/main.py	3384	CODE
LOW	backend/app/main.py	3581	CODE
LOW	backend/app/main.py	3842	CODE
LOW	backend/app/main.py	3966	CODE
LOW	backend/app/main.py	5229	CODE
LOW	backend/app/main.py	5500	CODE
LOW	backend/app/main.py	5614	CODE
LOW	backend/app/main.py	5956	CODE
LOW	backend/app/main.py	4754	CODE
LOW	backend/app/main.py	4930	CODE
LOW	backend/app/main.py	5062	CODE
LOW	backend/app/main.py	5138	CODE
LOW	backend/app/main.py	4463	CODE
LOW	backend/app/core/auth.py	893	CODE
LOW	backend/app/core/auth.py	1229	CODE
LOW	backend/app/core/database.py	475	CODE
LOW	backend/app/core/database.py	659	CODE
LOW	backend/app/core/database.py	3406	CODE
LOW	backend/app/utils/threemf_tools.py	25	CODE
LOW	backend/app/utils/threemf_tools.py	214	CODE
LOW	backend/app/utils/threemf_tools.py	310	CODE
LOW	backend/app/utils/threemf_tools.py	427	CODE
LOW	backend/app/utils/threemf_tools.py	505	CODE
LOW	backend/app/utils/threemf_tools.py	563	CODE
LOW	backend/app/utils/threemf_tools.py	721	CODE
LOW	backend/app/utils/threemf_tools.py	925	CODE
LOW	backend/app/utils/threemf_tools.py	1021	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	1705	CODE
LOW	backend/app/api/routes/slicer_presets.py	99	CODE
LOW	backend/app/api/routes/slicer_presets.py	182	CODE
LOW	backend/app/api/routes/auth.py	214	CODE
LOW	backend/app/api/routes/auth.py	366	CODE
LOW	backend/app/api/routes/auth.py	664	CODE
LOW	backend/app/api/routes/auth.py	1774	CODE
LOW	backend/app/api/routes/system.py	244	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	667	CODE
LOW	backend/app/api/routes/library.py	450	CODE
LOW	backend/app/api/routes/library.py	543	CODE
LOW	backend/app/api/routes/library.py	606	CODE
LOW	backend/app/api/routes/library.py	1106	CODE
LOW	backend/app/api/routes/library.py	1213	CODE
LOW	backend/app/api/routes/library.py	1485	CODE
LOW	backend/app/api/routes/library.py	1785	CODE
LOW	backend/app/api/routes/library.py	1935	CODE
LOW	backend/app/api/routes/library.py	2103	CODE
LOW	backend/app/api/routes/library.py	2598	CODE
LOW	backend/app/api/routes/library.py	2953	CODE
LOW	backend/app/api/routes/library.py	3212	CODE
216 more matches not shown…

Redundant / Tautological Comments122 hits · 177 pts

Severity	File	Line	Snippet	Context
LOW	install/install.sh	304	# Check if Homebrew is installed	COMMENT
LOW	install/install.sh	867	# 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	1843	# Check if Spoolman is enabled	COMMENT
LOW	backend/app/main.py	1634	# Check if assignment already exists for this slot	COMMENT
LOW	backend/app/main.py	1875	# Check if Spoolman is reachable	COMMENT
LOW	backend/app/main.py	2494	# Check if this is an expected print from reprint/scheduled	COMMENT
LOW	backend/app/main.py	2683	# Check if there's already a "printing" archive for this printer/file	COMMENT
LOW	backend/app/main.py	4309	# Check if queue is now empty and send notification	COMMENT
LOW	backend/app/main.py	4365	# Check if any provider has on_bed_cooled enabled (skip registration if none)	COMMENT
LOW	backend/app/main.py	4868	# Check if camera stream is active - use buffered frame to avoid freeze	COMMENT
LOW	backend/app/main.py	6566	# Check if auth is enabled. Fail CLOSED on any exception during the	COMMENT
LOW	backend/app/core/auth.py	1045	# Check if it's an API key (starts with bb_)	COMMENT
LOW	backend/app/core/auth.py	1264	# Check if key matches (verify against hash)	COMMENT
LOW	backend/app/core/auth.py	1397	# Check if it's an API key (starts with bb_)	COMMENT
LOW	backend/app/core/auth.py	1480	# Check if it's an API key (starts with bb_)	COMMENT
LOW	backend/app/core/auth.py	1734	# Check if it's an API key (starts with bb_)	COMMENT
LOW	backend/app/core/database.py	1208	# Check if archive_id needs to be made nullable (requires table recreation in SQLite)	STRING
LOW	backend/app/utils/threemf_tools.py	342	# Check if only one extruder is active.	COMMENT
LOW	backend/app/models/archive.py	48	# Print result	COMMENT
LOW	backend/app/api/routes/auth.py	232	# Check if admin users already exist	COMMENT
LOW	backend/app/api/routes/auth.py	262	# Check if username already exists (shouldn't happen if no admin users exist, but check anyway)	COMMENT
LOW	backend/app/api/routes/auth.py	376	# Check if auth is enabled	COMMENT
LOW	backend/app/api/routes/auth.py	401	# Check if LDAP is enabled	COMMENT
LOW	backend/app/api/routes/auth.py	600	# Check if it's an API key (starts with bb_)	COMMENT
LOW	backend/app/api/routes/auth.py	972	# Check if advanced auth is enabled	COMMENT
LOW	backend/app/api/routes/auth.py	1149	# 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	1226	# Check if debug logging is enabled and collect sensitive values for redaction	COMMENT
LOW	backend/app/api/routes/library.py	1744	# Check if subfolder has any remaining files	COMMENT
LOW	backend/app/api/routes/library.py	1752	# Check if it has any remaining child folders	COMMENT
LOW	backend/app/api/routes/library.py	2170	# Check if folder already exists	COMMENT
LOW	backend/app/api/routes/library.py	2224	# Check if folder exists	COMMENT
LOW	backend/app/api/routes/library.py	3003	# Check if this is the requested plate	COMMENT
LOW	backend/app/api/routes/users.py	101	# Check if advanced auth is enabled	COMMENT
LOW	backend/app/api/routes/users.py	106	# Check if username already exists (case-insensitive)	COMMENT
LOW	backend/app/api/routes/users.py	128	# Check if email already exists (case-insensitive)	COMMENT
LOW	backend/app/api/routes/users.py	257	# Check if new username already exists (case-insensitive)	COMMENT
LOW	backend/app/api/routes/users.py	269	# 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	296	# Check if this is a prerelease (has b/beta/alpha/rc/daily suffix anywhere)	COMMENT
LOW	backend/app/api/routes/updates.py	389	# Check if beta updates should be included	COMMENT
LOW	backend/app/api/routes/archives.py	2932	# Check if source 3MF exists - this is where actual mesh data typically lives	COMMENT
LOW	backend/app/api/routes/groups.py	95	# Check if group name already exists	COMMENT
LOW	backend/app/api/routes/groups.py	179	# Check if updating name to one that already exists	COMMENT
LOW	backend/app/api/routes/groups.py	286	# Check if user is already in group	COMMENT
LOW	backend/app/api/routes/groups.py	324	# Check if user is in group	COMMENT
LOW	backend/app/api/routes/camera.py	174	# Check if client disconnected	COMMENT
LOW	backend/app/api/routes/camera.py	544	# Check if stream was explicitly stopped (e.g., by stop endpoint)	COMMENT
LOW	backend/app/api/routes/camera.py	1026	# Check if there's an active stream for this printer	COMMENT
LOW	backend/app/api/routes/settings.py	245	# Check if any MQTT settings are being updated	COMMENT
62 more matches not shown…

Modern Structural Boilerplate159 hits · 160 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/core/auth.py	25	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/threemf_tools.py	18	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/models/__init__.py	42	__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	55	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/app/api/routes/auth.py	183	async def set_advanced_auth_enabled(db: AsyncSession, enabled: bool) -> None:	CODE
LOW⚡	backend/app/api/routes/auth.py	190	async def set_auth_enabled(db: AsyncSession, enabled: bool) -> None:	CODE
LOW	backend/app/api/routes/auth.py	205	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/spoolman.py	39	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/support.py	46	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/library.py	76	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	52	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	40	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	65	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	64	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/makerworld.py	49	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	44	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/github_backup.py	26	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/_spoolman_helpers.py	20	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	92	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	63	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	43	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/print_queue.py	46	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/api/routes/projects.py	47	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
LOW	backend/app/api/routes/inventory.py	72	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/services/print_scheduler.py	47	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/services/timelapse_processor.py	11	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/services/library_trash.py	32	logger = logging.getLogger(__name__)	CODE
99 more matches not shown…

Over-Commented Block202 hits · 160 pts

Severity	File	Line	Snippet	Context
LOW	requirements.txt	1	# Web Framework	COMMENT
LOW	requirements.txt	101		COMMENT
LOW	requirements.txt	121	# Transitive pin: urllib3 2.6.3 has CVE-2026-44431 and CVE-2026-44432;	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	requirements-dev.txt	21	# Transitive of pip-audit→CacheControl. 1.2.1 patches GHSA-6v7p-g79w-8964	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	# Example: DATABASE_URL=postgresql+asyncpg://bambuddy:password@db-host:5432/bambuddy	COMMENT
LOW	docker-compose.yml	141	# Example for a single NAS mount:	COMMENT
LOW	docker-publish-daily-beta.sh	1	#!/bin/bash	COMMENT
LOW	docker-publish-daily-beta.sh	21	# Prerequisites:	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/utils/colors.ts	1	// Runtime color-name catalog, populated once at app startup by ColorCatalogProvider	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	21	// is the @BBL token → printer-preset fragment map derived from the backend's	COMMENT
LOW	frontend/src/utils/slicerPrinterMatch.ts	101	// Bambu Studio's naming convention for bundled presets: the 0.4 nozzle is	COMMENT
LOW	frontend/src/utils/slicerPrinterMatch.ts	161	// identical — e.g. "Q1" preset against "Bambu Lab Q1 0.4 nozzle" —	COMMENT
LOW	frontend/src/components/ConfigureAmsSlotModal.tsx	201	const normalized = name.toLowerCase().trim();	COMMENT
LOW	frontend/src/components/ConfigureAmsSlotModal.tsx	221	//	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/QueueTimelineView.tsx	81	const nowMs = now.getTime();	COMMENT
LOW	frontend/src/components/SliceModal.tsx	61	// preview slice on first open of an unsliced project file (cached after);	COMMENT
LOW	frontend/src/components/SliceModal.tsx	201	const [errorMessage, setErrorMessage] = useState<string \| null>(null);	COMMENT
LOW	frontend/src/components/SliceModal.tsx	261	});	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	121		COMMENT
LOW	frontend/src/__tests__/setup.ts	81		COMMENT
LOW	frontend/src/__tests__/utils/date.test.ts	441	describe('localDateKey (#1446 — Print Activity heatmap bucketing)', () => {	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	// A 401/403 from the token mint is an AUTH decision, not a transient	COMMENT
LOW	frontend/src/api/client.ts	481	// Air conditioning mode (0=cooling, 1=heating)	COMMENT
LOW	frontend/src/api/client.ts	2821	// True when color_name was synthesised from subtype because Spoolman has no	COMMENT
LOW	frontend/src/pages/SettingsPage.tsx	901	// causing the text field to reset mid-typing. Instead, let the useEffect	COMMENT
LOW	frontend/src/pages/MakerworldPage.tsx	121	// MakerWorld folder" (auto-created if missing). Any other value is the id	COMMENT
LOW	frontend/src/pages/spoolbuddy/SpoolBuddyDashboard.tsx	261	const byTag = spools.find((s) => tagsEquivalent(s.tag_uid, displayedTagId));	COMMENT
LOW	deploy/docker-entrypoint.sh	1	#!/bin/sh	COMMENT
LOW	slicer-api/docker-compose.yml	1	# Optional slicer-API sidecar stack for Bambuddy.	COMMENT
LOW	gcode_viewer/js/prettygcode.js	41	// next segment is recalculated. Reduces the number of sin/cos calls.	COMMENT
LOW	gcode_viewer/js/prettygcode.js	141	// Calculate xy_segment_theta, z_segment_theta, and e_segment_theta	COMMENT
LOW	gcode_viewer/js/prettygcode.js	981		COMMENT
LOW	gcode_viewer/js/bambuddy_adapter.js	241	var args = Array.prototype.slice.call(arguments);	COMMENT
LOW	backend/app/main.py	261	# per-request ContextVar so the format string above can reference it.	COMMENT
LOW	backend/app/main.py	341	# fires when stg_cur enters 22 ("Filament unloading") at end-of-print — toolhead	COMMENT
LOW	backend/app/main.py	361	# (#1542 follow-up — power-cycle ghost prints). The value is True after	COMMENT
LOW	backend/app/main.py	401	# Track printers waiting for bed to cool after print completion.	COMMENT
LOW	backend/app/main.py	421	# Debounce: a printer must stay offline this long before we notify. Sized	COMMENT
LOW	backend/app/main.py	501	_expected_print_creators: dict[tuple[int, str], int] = {}	COMMENT
142 more matches not shown…

Cross-Language Confusion21 hits · 102 pts

Severity	File	Line	Snippet	Context
HIGH	backend/app/core/auth.py	1684	- Ownerless items (created_by_id = null) require ``all_permission``	STRING
HIGH	backend/app/models/library.py	96	# Soft-delete / trash bin (Issue #1008). When non-null, the file is in the	COMMENT
HIGH	backend/app/models/archive.py	87	# Soft-delete sentinel (#1343). When non-null, the UI hides this archive	COMMENT
HIGH	backend/app/schemas/library.py	216	# never null, so the FE can iterate without a guard.	COMMENT
HIGH	backend/app/api/routes/library.py	4712	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	878	"git pull && docker compose build --pull && docker compose up -d"	CODE
HIGH	backend/app/services/print_scheduler.py	2069	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/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	406	"""Ownerless archive (created_by_id=null) requires REPRINT_ALL.	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	859	# And a fresh GET also sees it as null, not the literal string "None".	COMMENT
HIGH	backend/tests/integration/test_printers_api.py	1279	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	101	# Step 1: Read and validate APP_VERSION	COMMENT
LOW⚡	docker-publish-daily-beta.sh	126	# Step 2: Build & push Docker images	COMMENT
LOW⚡	docker-publish-daily-beta.sh	287	# Step 3: Create/update GitHub release	COMMENT
LOW⚡	docker-publish-daily-beta.sh	379	# 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	496	// 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	548	// Step 1: pick Plate 2.	COMMENT
LOW⚡	frontend/src/__tests__/components/SliceModal.test.tsx	552	// Step 2: profile dropdowns are now visible.	COMMENT
LOW⚡	frontend/src/__tests__/components/SliceModal.test.tsx	555	// Step 3: submit and verify the plate index made it into the body.	COMMENT
LOW⚡	frontend/src/api/client.ts	3560	// Step 1: send a verification code to the user's email (proof of possession)	COMMENT
LOW⚡	frontend/src/api/client.ts	3563	// Step 2: confirm with the code received by email	COMMENT
LOW	backend/app/core/database.py	3081	# Step 1: link old log entries to their archive via print_name + printer_id.	COMMENT
LOW	backend/app/core/database.py	3105	# Step 2: backfill cost / energy_kwh / energy_cost onto the latest linked	STRING
LOW	backend/app/services/ldap_service.py	239	# 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	4490	# Step 1: Stale detection triggers	COMMENT
LOW⚡	backend/tests/unit/services/test_bambu_mqtt.py	4494	# Step 2: Paho fires disconnect callback (from socket close)	COMMENT
LOW⚡	backend/tests/unit/services/test_bambu_mqtt.py	4499	# Step 3: Paho reconnects	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3003	# Step 1: Right extruder loads AMS 0 slot 0	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3015	# Step 2: Switch to left, load AMS HT	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3028	# Step 3: Switch back to right, load AMS 0 slot 2	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3041	# 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	101	# Step 1: Read and validate APP_VERSION	COMMENT
LOW⚡	docker-publish-daily-beta.sh	126	# Step 2: Build & push Docker images	COMMENT
LOW⚡	docker-publish-daily-beta.sh	287	# Step 3: Create/update GitHub release	COMMENT
LOW⚡	docker-publish-daily-beta.sh	379	# 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	496	// 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	548	// Step 1: pick Plate 2.	COMMENT
LOW⚡	frontend/src/__tests__/components/SliceModal.test.tsx	552	// Step 2: profile dropdowns are now visible.	COMMENT
LOW⚡	frontend/src/__tests__/components/SliceModal.test.tsx	555	// Step 3: submit and verify the plate index made it into the body.	COMMENT
LOW⚡	frontend/src/api/client.ts	3560	// Step 1: send a verification code to the user's email (proof of possession)	COMMENT
LOW⚡	frontend/src/api/client.ts	3563	// Step 2: confirm with the code received by email	COMMENT
LOW	backend/app/core/database.py	3081	# Step 1: link old log entries to their archive via print_name + printer_id.	COMMENT
LOW	backend/app/core/database.py	3105	# Step 2: backfill cost / energy_kwh / energy_cost onto the latest linked	STRING
LOW	backend/app/services/ldap_service.py	239	# 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	4490	# Step 1: Stale detection triggers	COMMENT
LOW⚡	backend/tests/unit/services/test_bambu_mqtt.py	4494	# Step 2: Paho fires disconnect callback (from socket close)	COMMENT
LOW⚡	backend/tests/unit/services/test_bambu_mqtt.py	4499	# Step 3: Paho reconnects	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3003	# Step 1: Right extruder loads AMS 0 slot 0	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3015	# Step 2: Switch to left, load AMS HT	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3028	# Step 3: Switch back to right, load AMS 0 slot 2	COMMENT
LOW	backend/tests/unit/services/test_bambu_mqtt.py	3041	# 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 Repetition10 hits · 50 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	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_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 Data47 hits · 42 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/i18n/locales/zh-TW.ts	3178	emailPlaceholder: 'user@example.com',	CODE
LOW	frontend/src/i18n/locales/pt-BR.ts	3178	emailPlaceholder: 'user@example.com',	CODE
LOW	frontend/src/i18n/locales/zh-CN.ts	3178	emailPlaceholder: 'user@example.com',	CODE
LOW	frontend/src/i18n/locales/en.ts	3219	emailPlaceholder: 'user@example.com',	CODE
LOW	frontend/src/i18n/locales/ko.ts	3018	emailPlaceholder: 'user@example.com',	CODE
LOW	frontend/src/i18n/locales/ja.ts	3190	emailPlaceholder: 'user@example.com',	CODE
LOW	frontend/src/pages/SettingsPage.tsx	6232	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	1911	# and "user@example.com" are treated as the same identity, preventing	COMMENT
LOW	backend/tests/unit/test_db_dialect.py	240	assert rows[0] == "user@example.com"	CODE
LOW⚡	backend/tests/unit/services/test_ldap_service.py	482	displayName="John Doe",	CODE
LOW⚡	backend/tests/unit/services/test_ldap_service.py	483	cn="John Doe",	CODE
LOW⚡	backend/tests/unit/services/test_ldap_service.py	493	assert results[0].display_name == "John Doe"	CODE
LOW⚡	backend/tests/unit/services/test_ldap_service.py	585	displayName="John Doe",	CODE
LOW⚡	backend/tests/unit/services/test_ldap_service.py	595	assert info.display_name == "John Doe"	CODE
LOW⚡	backend/tests/unit/services/test_orca_cloud.py	221	await svc.password_login("user@example.com", "secret")	CODE
LOW⚡	backend/tests/unit/services/test_orca_cloud.py	240	await svc.password_login("user@example.com", "secret")	CODE
LOW⚡	backend/tests/unit/services/test_orca_cloud.py	250	await svc.password_login("user@example.com", "wrong")	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	543	json={"email": "user@example.com", "password": "x", "region": "china"},	CODE
LOW	backend/tests/integration/test_cloud_auth.py	566	"email": "user@example.com",	CODE
LOW⚡	backend/tests/integration/test_spoolbuddy.py	216	fake_key = "ssh-ed25519 AAAATESTKEY bambuddy-spoolbuddy"	CODE
LOW⚡	backend/tests/integration/test_spoolbuddy.py	221	AsyncMock(return_value=fake_key),	CODE
LOW⚡	backend/tests/integration/test_spoolbuddy.py	231	assert resp.json()["ssh_public_key"] == fake_key	CODE
LOW	backend/tests/integration/test_ldap_provision.py	167	display_name="John Doe",	CODE

AI Slop Vocabulary16 hits · 38 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	1833	# 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/printers.py	3836	# the publish is the robust ack signal.	COMMENT
LOW	backend/app/api/routes/printers.py	696	# No conversion needed - just use the raw value directly	COMMENT
MEDIUM	backend/app/services/bambu_mqtt.py	3214	# Track RUNNING state for more robust completion detection	COMMENT
MEDIUM	backend/app/services/bambu_mqtt.py	3305	# Use _was_running flag in addition to _previous_gcode_state for more robust detection	COMMENT
LOW	backend/app/services/bambu_mqtt.py	1876	# We've already processed the status fields above, so just return if no ams list	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	351	# Operators group is auto-seeded by the test harness — no need to create it.	COMMENT

AI Structural Patterns31 hits · 23 pts

Severity	File	Line	Context
LOW	backend/app/api/routes/library.py	1785	CODE
LOW	backend/app/api/routes/print_log.py	27	CODE
LOW	backend/app/api/routes/cloud.py	1158	CODE
LOW	backend/app/api/routes/archives.py	347	CODE
LOW	backend/app/api/routes/archives.py	619	CODE
LOW	backend/app/api/routes/archives.py	793	CODE
LOW	backend/app/api/routes/archives.py	892	CODE
LOW	backend/app/api/routes/archives.py	2604	CODE
LOW	backend/app/api/routes/archives.py	4109	CODE
LOW	backend/app/api/routes/pipeline_runs.py	780	CODE
LOW	backend/app/api/routes/local_backup.py	48	CODE
LOW	backend/app/api/routes/camera.py	976	CODE
LOW	backend/app/api/routes/notification_templates.py	173	CODE
LOW	backend/app/api/routes/settings.py	1243	CODE
LOW	backend/app/api/routes/printers.py	883	CODE
LOW	backend/app/api/routes/printers.py	2186	CODE
LOW	backend/app/api/routes/notifications.py	248	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	140	CODE
LOW	backend/app/services/usage_tracker.py	863	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	465	CODE
LOW	backend/app/services/bambu_mqtt.py	3601	CODE
LOW	backend/app/services/email_service.py	88	CODE
LOW	backend/app/services/printer_manager.py	680	CODE
LOW	backend/app/services/virtual_printer/manager.py	145	CODE
LOW	backend/tests/integration/test_auth_apikey_rbac.py	279	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	4354	# Register bed cooldown waiter (event-driven via on_bed_temp_update callback).	COMMENT
MEDIUM⚡	backend/app/api/routes/pipeline_runs.py	365	# Source resolution + orchestration	COMMENT
MEDIUM	backend/app/api/routes/pipeline_runs.py	578	# set unconditionally since the orchestration actually got here.	COMMENT
MEDIUM	backend/app/api/routes/pipeline_runs.py	945	# orchestration single-sourced. The result inherits parent_run_id.	COMMENT
MEDIUM	backend/app/services/bambu_mqtt.py	2709	# 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	gcode_viewer/js/three.min.js	37	c.update(h));h.material.uniforms.t2D.value=d;!0===d.matrixAutoUpdate&&d.updateMatrix();h.material.uniforms.uvTransform.v	CODE
CRITICAL	gcode_viewer/js/jquery.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	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

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings