BigBodyCobain/Shadowbroker

30.6

Adjusted Score

30.6

Raw Score

100%

Time Factor

2026-07-11

Last Push

9.7K

Stars

Python

Language

364.2K

Lines of Code

1.0K

Files

8.0K

Pattern Hits

2026-07-14

Scan Date

0.04

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 0HIGH 40MEDIUM 1454LOW 6535

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 8029 distinct pattern matches across 19 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.

Decorative Section Separators1344 hits · 4584 pts

Severity	File	Line	Snippet	Context
MEDIUM	.gitlab-ci.yml	66	# ── Backend image ────────────────────────────────────────────────────────	COMMENT
MEDIUM	.gitlab-ci.yml	87	# ── Frontend image ───────────────────────────────────────────────────────	COMMENT
MEDIUM	.gitlab-ci.yml	108	# ── Reverse mirror to GitHub ─────────────────────────────────────────────	COMMENT
MEDIUM	start.sh	67	# ── Zombie cleanup ─────────────────────────────────────────────────	COMMENT
MEDIUM	start.sh	97	# ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	kill_wormhole.sh	2	# ============================================================	COMMENT
MEDIUM	kill_wormhole.sh	5	# ============================================================	COMMENT
MEDIUM⚡	frontend/src/mesh/infonetEconomyClient.ts	501	// ─── Additional payload builders (write-action wiring phase) ─────────────	COMMENT
MEDIUM	frontend/src/mesh/infonetEconomyClient.ts	38	// ─── Status ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/mesh/infonetEconomyClient.ts	71	// ─── Petitions ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/mesh/infonetEconomyClient.ts	116	// ─── Event payload validation ────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/mesh/infonetEconomyClient.ts	132	// ─── Upgrades ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/mesh/infonetEconomyClient.ts	157	// ─── Markets ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/mesh/infonetEconomyClient.ts	218	// ─── Gates ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/mesh/infonetEconomyClient.ts	262	// ─── Reputation ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/mesh/infonetEconomyClient.ts	285	// ─── Bootstrap ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/mesh/infonetEconomyClient.ts	309	// ─── Signed write: append an Infonet economy event ───────────────────────	COMMENT
MEDIUM	frontend/src/mesh/infonetEconomyClient.ts	445	// ─── End-to-end sign + append helper ────────────────────────────────────	COMMENT
MEDIUM	frontend/src/mesh/infonetEconomyClient.ts	738	// ─── Upgrade-hash governance — propose / signal-ready ──────────────────	COMMENT
MEDIUM	frontend/src/mesh/meshIdentity.ts	971	// ─── DH Key Exchange (X25519 / ECDH P-256 fallback) ─────────────────────	COMMENT
MEDIUM	frontend/src/mesh/meshIdentity.ts	1328	// ─── Contact Management (storage) ──────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	1	// ─── ShadowBroker Dashboard Data Types ─────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	5	// ─── FLIGHTS ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	87	// ─── SHIPS / MARITIME ───────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	145	// ─── SATELLITES ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	211	// ─── EARTHQUAKES ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	222	// ─── GPS JAMMING ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	233	// ─── FIRE HOTSPOTS (NASA FIRMS) ─────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	246	// ─── TRAINS ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	265	// ─── CCTV CAMERAS ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	277	// ─── KIWISDR RECEIVERS ─────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	291	// ─── PSK REPORTER SPOTS ─────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	304	// ─── SATNOGS GROUND STATIONS ────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	334	// ─── TINYGS LORA SATELLITES ─────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	350	// ─── POLICE SCANNERS (OpenMHZ) ──────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	363	// ─── SIGINT (APRS / Meshtastic / JS8Call) ───────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	402	// ─── INTERNET OUTAGES (IODA) ────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	416	// ─── DATA CENTERS ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	500	// ─── UAP SIGHTINGS ─────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	518	// ─── WASTEWATER SCAN ────────────────────────────────��─────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	560	// ─── CORRELATION ALERTS ────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	562	// ─── CROWDTHREAT ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	615	// ─── NEWS / GLOBAL INCIDENTS ────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	651	// ─── UKRAINE FRONTLINE ──────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	668	// ─── GDELT INCIDENTS ────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	696	// ─── LIVEUAMAP ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	713	// ─── STOCKS & COMMODITIES ───────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	724	// ─── SPACE WEATHER ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	739	// ─── WEATHER (RAINVIEWER) ───────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	746	// ─── AIRPORTS ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	757	// ─── RADIO FEEDS ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	768	// ─── ROUTE ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	777	// ─── REGION DOSSIER ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	789	// ─── FRESHNESS METADATA ─────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	793	// ─── FIMI DISINFORMATION ────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	819	// ─── ROOT DATA OBJECT ───────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	1191	// ─── SAR ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/types/dashboard.ts	1248	// ─── COMPONENT PROPS ────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/components/PredictionsPanel.tsx	29	// ─── Types ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/components/PredictionsPanel.tsx	103	// ─── Helpers ─────────────────────────────────────────────────────────────────	COMMENT
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Hyper-Verbose Identifiers4207 hits · 4198 pts

Severity	File	Line	Snippet	Context
LOW⚡	frontend/src/mesh/infonetEconomyClient.ts	503	export function buildChallengeVotePayload(	CODE
LOW⚡	frontend/src/mesh/infonetEconomyClient.ts	513	export function buildResolutionStakePayload(	CODE
LOW	frontend/src/mesh/infonetEconomyClient.ts	305	export function fetchBootstrapMarketState(marketId: string): Promise<BootstrapMarketState> {	CODE
LOW	frontend/src/mesh/infonetEconomyClient.ts	407	export function buildChallengeFilePayload(	CODE
LOW	frontend/src/mesh/infonetEconomyClient.ts	417	export function buildGateSuspendFilePayload(	CODE
LOW	frontend/src/mesh/infonetEconomyClient.ts	434	export function buildBootstrapResolutionVotePayload(	CODE
LOW	frontend/src/mesh/infonetEconomyClient.ts	548	export function buildGateShutdownFilePayload(	CODE
LOW	frontend/src/mesh/infonetEconomyClient.ts	565	export function buildGateShutdownAppealFilePayload(	CODE
LOW	frontend/src/mesh/infonetEconomyClient.ts	694	export async function buildEvidenceSubmitPayload(args: {	CODE
LOW	frontend/src/mesh/infonetEconomyClient.ts	740	export function buildUpgradeProposePayload(args: {	CODE
LOW	frontend/src/mesh/infonetEconomyClient.ts	761	export function buildUpgradeSignalReadyPayload(	CODE
LOW	frontend/src/mesh/gateCompatTelemetry.ts	74	function compatTelemetryStorageSelection(): {	CODE
LOW	frontend/src/mesh/gateCompatTelemetry.ts	123	export function normalizeGateCompatReason(reason: string): string {	CODE
LOW	frontend/src/mesh/gateCompatTelemetry.ts	210	export function getGateCompatTelemetryEventName(): string {	CODE
LOW	frontend/src/mesh/gateCompatTelemetry.ts	223	export function getGateCompatTelemetrySnapshot(): GateCompatTelemetrySnapshot {	CODE
LOW	frontend/src/mesh/gateCompatTelemetry.ts	289	export function summarizeGateCompatTelemetry(	CODE
LOW	frontend/src/mesh/gateCompatTelemetry.ts	310	export function recordGateCompatTelemetry(input: {	CODE
LOW⚡	frontend/src/mesh/controlPlaneStatusClient.ts	185	export function invalidatePrivacyProfileCache(): void {	CODE
LOW⚡	frontend/src/mesh/controlPlaneStatusClient.ts	193	export function invalidateInfonetNodeStatusCache(): void {	CODE
LOW⚡	frontend/src/mesh/controlPlaneStatusClient.ts	197	export async function fetchPrivacyProfileSnapshot(	CODE
LOW	frontend/src/mesh/controlPlaneStatusClient.ts	221	export async function fetchInfonetNodeStatusSnapshot(	CODE
LOW	frontend/src/mesh/controlPlaneStatusClient.ts	234	export async function fetchNodeSettingsSnapshot(): Promise<NodeSettingsSnapshot> {	CODE
LOW	frontend/src/mesh/controlPlaneStatusClient.ts	292	export async function ensureInfonetParticipantNodeReady(): Promise<void> {	CODE
LOW	frontend/src/mesh/meshGateLocalRuntime.ts	270	export async function isInlineGateCryptoSupported(): Promise<boolean> {	CODE
LOW	frontend/src/mesh/meshGateLocalRuntime.ts	275	export async function probeInlineGateCryptoSupport(): Promise<InlineGateCryptoSupport> {	CODE
LOW	frontend/src/mesh/meshGateLocalRuntime.ts	333	export async function decryptInlineGateMessages(	CODE
LOW	frontend/src/mesh/contactTrustSummary.ts	25	function normalizeExistingTrustSummary(	CODE
LOW	frontend/src/mesh/contactTrustSummary.ts	120	function deriveRootWitnessProvenanceState(args: {	CODE
LOW	frontend/src/mesh/contactTrustSummary.ts	159	export function rootWitnessContinuityLabel(	CODE
LOW⚡	frontend/src/mesh/gateAccessProof.ts	28	function gateAccessProofExtendedMaxAgeMs(): number {	CODE
LOW⚡	frontend/src/mesh/gateAccessProof.ts	34	function gateAccessHeaderReusableUntilMs(entry: {	CODE
LOW⚡	frontend/src/mesh/gateAccessProof.ts	44	export function pruneExpiredGateAccessHeaders(now: number = Date.now()): void {	CODE
LOW⚡	frontend/src/mesh/gateAccessProof.ts	52	export function invalidateGateAccessHeaders(gateId?: string): void {	CODE
LOW	frontend/src/mesh/gateCatalogSnapshot.ts	54	export function invalidateGateCatalogSnapshot(): void {	CODE
LOW	frontend/src/mesh/gateCatalogSnapshot.ts	58	export function invalidateGateDetailSnapshot(gateId?: string): void {	CODE
LOW	frontend/src/mesh/wormholeClient.ts	151	export function invalidateWormholeRuntimeCache(): void {	CODE
LOW	frontend/src/mesh/wormholeClient.ts	232	export async function updatePrivateDeliveryAction(	CODE
LOW	frontend/src/mesh/meshDmRatchet.ts	139	async function getOrCreateWrapKey(): Promise<CryptoKey> {	CODE
LOW	frontend/src/mesh/meshDmRatchet.ts	188	async function readPersistedRatchetState(): Promise<string \| null> {	CODE
LOW	frontend/src/mesh/meshDmRatchet.ts	203	async function writePersistedRatchetState(value: string): Promise<void> {	CODE
LOW	frontend/src/mesh/meshDeadDrop.ts	63	export async function deadDropTokensForContacts(	CODE
LOW⚡	frontend/src/mesh/wormholeIdentityClient.ts	541	function gateKeyStatusActiveRoomTtlMs(): number {	CODE
LOW⚡	frontend/src/mesh/wormholeIdentityClient.ts	547	function gateKeyStatusSessionStreamTtlMs(): number {	CODE
LOW⚡	frontend/src/mesh/wormholeIdentityClient.ts	553	function gateKeyStatusReusableUntilMs(	CODE
LOW⚡	frontend/src/mesh/wormholeIdentityClient.ts	587	function normalizeGateCompatReason(reason: string): string {	CODE
LOW⚡	frontend/src/mesh/wormholeIdentityClient.ts	591	function gateLocalRuntimeRequiredDetail(reason: string): string {	CODE
LOW⚡	frontend/src/mesh/wormholeIdentityClient.ts	595	function recordGateLocalRuntimeRequired(	CODE
LOW⚡	frontend/src/mesh/wormholeIdentityClient.ts	1115	export function getWormholeDmInviteImportErrorResult(	CODE
LOW⚡	frontend/src/mesh/wormholeIdentityClient.ts	1124	export async function fetchWormholeDmRootHealth(): Promise<WormholeDmRootHealth> {	CODE
LOW⚡	frontend/src/mesh/wormholeIdentityClient.ts	1130	export async function bootstrapWormholeIdentity(): Promise<WormholeIdentity> {	CODE
LOW	frontend/src/mesh/wormholeIdentityClient.ts	63	export function isWormholePrepAbortedError(error: unknown): boolean {	CODE
LOW	frontend/src/mesh/wormholeIdentityClient.ts	68	export function abortWormholeInteractivePrep(): void {	CODE
LOW	frontend/src/mesh/wormholeIdentityClient.ts	571	function isGateSessionStreamActiveForGate(gateId: string): boolean {	CODE
LOW	frontend/src/mesh/wormholeIdentityClient.ts	608	function buildGateLocalRuntimeRequiredError(	CODE
LOW	frontend/src/mesh/wormholeIdentityClient.ts	617	function gateCompatApprovalStorage(): Storage \| null {	CODE
LOW	frontend/src/mesh/wormholeIdentityClient.ts	639	function ensureGateCompatApprovalsLoaded(): void {	CODE
LOW	frontend/src/mesh/wormholeIdentityClient.ts	663	function persistGateCompatApprovals(): void {	CODE
LOW	frontend/src/mesh/wormholeIdentityClient.ts	681	function hasApprovedGateCompatFallback(gateId: string): boolean {	CODE
LOW	frontend/src/mesh/wormholeIdentityClient.ts	687	export function approveGateCompatFallback(gateId: string): void {	CODE
LOW	frontend/src/mesh/wormholeIdentityClient.ts	708	export function hasGateCompatFallbackApproval(gateId: string): boolean {	CODE
4147 more matches not shown…

Excessive Try-Catch Wrapping1071 hits · 940 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/auth.py	62	def _current_admin_key() -> str:	CODE
MEDIUM	backend/auth.py	69	def _allow_insecure_admin() -> bool:	CODE
MEDIUM	backend/auth.py	79	def _debug_mode_enabled() -> bool:	CODE
MEDIUM	backend/auth.py	86	def _admin_key_required_in_production() -> bool:	CODE
MEDIUM	backend/auth.py	1025	def _external_assurance_status_snapshot() -> dict[str, Any]:	CODE
MEDIUM	backend/auth.py	1364	def _anonymous_mode_state() -> dict[str, Any]:	CODE
LOW⚡	backend/auth.py	65	except Exception:	CODE
LOW⚡	backend/auth.py	75	except Exception:	CODE
LOW⚡	backend/auth.py	82	except Exception:	CODE
LOW⚡	backend/auth.py	90	except Exception:	CODE
LOW⚡	backend/auth.py	100	except Exception as exc:	CODE
LOW⚡	backend/auth.py	562	except Exception:	CODE
LOW⚡	backend/auth.py	584	except Exception:	CODE
LOW⚡	backend/auth.py	587	except Exception as exc:	CODE
LOW⚡	backend/auth.py	1288	except Exception:	CODE
LOW⚡	backend/auth.py	1389	except Exception:	CODE
LOW	backend/auth.py	379	except Exception:	CODE
LOW	backend/auth.py	535	except Exception:	CODE
LOW	backend/auth.py	603	except Exception:	CODE
LOW	backend/auth.py	644	except Exception:	CODE
LOW	backend/auth.py	1067	except Exception as exc:	CODE
LOW	backend/auth.py	1087	except Exception as exc:	CODE
LOW	backend/auth.py	1135	except Exception:	CODE
LOW	backend/auth.py	1138	except Exception:	CODE
LOW	backend/auth.py	1214	except Exception:	CODE
LOW	backend/wormhole_server.py	48	except Exception as exc:	CODE
LOW	backend/wormhole_server.py	109	except Exception:	CODE
LOW	backend/node_state.py	87	except Exception:	CODE
LOW	backend/node_state.py	183	except Exception:	CODE
LOW	backend/node_state.py	252	except Exception as exc:	CODE
MEDIUM	backend/main.py	390	def _privacy_core_status() -> dict[str, Any]:	CODE
MEDIUM	backend/main.py	1528	def _swarm_bootstrap_after_transport_ready() -> None:	CODE
MEDIUM	backend/main.py	2677	def _safe_int(val, default=0):	CODE
MEDIUM	backend/main.py	2761	def _startup_wormhole_runtime():	CODE
MEDIUM	backend/main.py	2790	def _prime_route_database():	CODE
MEDIUM	backend/main.py	2802	def _prime_aircraft_database():	CODE
MEDIUM	backend/main.py	3473	def _blocking_upgrade() -> str \| None:	CODE
MEDIUM	backend/main.py	3590	def _upgrade_invite_scoped_contact_preferences_background() -> dict[str, Any]:	CODE
MEDIUM	backend/main.py	3831	def _do_refresh():	CODE
MEDIUM	backend/main.py	6825	def _rns_private_dm_ready() -> bool:	CODE
MEDIUM	backend/main.py	6851	def _high_privacy_profile_enabled() -> bool:	CODE
LOW⚡	backend/main.py	53	except Exception:	CODE
LOW⚡	backend/main.py	349	except Exception as exc:	CODE
LOW⚡	backend/main.py	1534	except Exception:	CODE
LOW⚡	backend/main.py	1545	except Exception:	CODE
LOW⚡	backend/main.py	2195	except Exception as exc:	CODE
LOW⚡	backend/main.py	2198	except Exception:	CODE
LOW⚡	backend/main.py	2213	except Exception:	CODE
LOW⚡	backend/main.py	2465	except Exception:	CODE
LOW⚡	backend/main.py	2750	except Exception:	CODE
LOW⚡	backend/main.py	2753	except Exception:	CODE
LOW⚡	backend/main.py	2856	except Exception:	CODE
LOW⚡	backend/main.py	2863	except Exception:	CODE
LOW⚡	backend/main.py	2867	except Exception:	CODE
LOW⚡	backend/main.py	2873	except Exception:	CODE
LOW⚡	backend/main.py	3495	except Exception:	CODE
LOW⚡	backend/main.py	3549	except Exception:	CODE
LOW⚡	backend/main.py	3596	except Exception as exc:	CODE
LOW⚡	backend/main.py	3607	except Exception as exc:	CODE
LOW⚡	backend/main.py	3751	except Exception:	CODE
1011 more matches not shown…

Unused Imports758 hits · 677 pts

Severity	File	Line	Context
LOW	backend/auth.py	45	CODE
LOW	backend/auth.py	45	CODE
LOW	backend/auth.py	45	CODE
LOW	backend/auth.py	45	CODE
LOW	backend/wormhole_server.py	3	CODE
LOW	backend/main.py	225	CODE
LOW	backend/main.py	225	CODE
LOW	backend/main.py	263	CODE
LOW	backend/main.py	297	CODE
LOW	backend/main.py	297	CODE
LOW	backend/main.py	9183	CODE
LOW	backend/main.py	9271	CODE
LOW	backend/main.py	9292	CODE
LOW	backend/limiter.py	29	CODE
LOW	backend/routers/mesh_public.py	45	CODE
LOW	backend/routers/mesh_public.py	54	CODE
LOW	backend/routers/mesh_public.py	55	CODE
LOW	backend/routers/cctv.py	6	CODE
LOW	backend/routers/cctv.py	8	CODE
LOW	backend/routers/osint.py	2	CODE
LOW	backend/routers/mesh_peer_sync.py	5	CODE
LOW	backend/routers/mesh_peer_sync.py	6	CODE
LOW	backend/routers/mesh_peer_sync.py	8	CODE
LOW	backend/routers/mesh_peer_sync.py	8	CODE
LOW	backend/routers/mesh_peer_sync.py	9	CODE
LOW	backend/routers/mesh_peer_sync.py	10	CODE
LOW	backend/routers/mesh_peer_sync.py	11	CODE
LOW	backend/routers/health.py	3	CODE
LOW	backend/routers/health.py	4	CODE
LOW	backend/routers/intel_feeds.py	2	CODE
LOW	backend/routers/tools.py	4	CODE
LOW	backend/routers/tools.py	9	CODE
LOW	backend/routers/mesh_dm.py	2	CODE
LOW	backend/routers/mesh_dm.py	3	CODE
LOW	backend/routers/mesh_dm.py	12	CODE
LOW	backend/routers/mesh_dm.py	19	CODE
LOW	backend/routers/mesh_dm.py	20	CODE
LOW	backend/routers/mesh_dm.py	20	CODE
LOW	backend/routers/entity_graph.py	2	CODE
LOW	backend/routers/infonet.py	18	CODE
LOW	backend/routers/infonet.py	28	CODE
LOW	backend/routers/sigint.py	2	CODE
LOW	backend/routers/sigint.py	3	CODE
LOW	backend/routers/sigint.py	5	CODE
LOW	backend/routers/radio.py	2	CODE
LOW	backend/routers/radio.py	3	CODE
LOW	backend/routers/radio.py	5	CODE
LOW	backend/routers/mesh_operator.py	3	CODE
LOW	backend/routers/mesh_operator.py	4	CODE
LOW	backend/routers/mesh_operator.py	5	CODE
LOW	backend/routers/mesh_operator.py	7	CODE
LOW	backend/routers/analytics.py	3	CODE
LOW	backend/routers/scm.py	2	CODE
LOW	backend/routers/mesh_oracle.py	3	CODE
LOW	backend/routers/mesh_oracle.py	3	CODE
LOW	backend/routers/mesh_oracle.py	4	CODE
LOW	backend/routers/mesh_oracle.py	5	CODE
LOW	backend/routers/mesh_oracle.py	7	CODE
LOW	backend/routers/wormhole.py	4	CODE
LOW	backend/routers/wormhole.py	8	CODE
698 more matches not shown…

Modern Structural Boilerplate192 hits · 194 pts

Severity	File	Line	Snippet	Context
LOW⚡	backend/auth.py	55	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/node_state.py	58	def set_sync_state(state: SyncWorkerState) -> None:	CODE
LOW	backend/main.py	21	logger = logging.getLogger(__name__)	CODE
LOW	backend/routers/mesh_public.py	65	logger = logging.getLogger(__name__)	CODE
LOW	backend/routers/cctv.py	10	logger = logging.getLogger(__name__)	CODE
LOW	backend/routers/mesh_peer_sync.py	14	logger = logging.getLogger(__name__)	CODE
LOW	backend/routers/intel_feeds.py	19	logger = logging.getLogger(__name__)	CODE
LOW	backend/routers/tools.py	11	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/routers/mesh_dm.py	34	logger = logging.getLogger(__name__)	CODE
LOW	backend/routers/infonet.py	598	__all__ = ["router"]	CODE
LOW	backend/routers/admin.py	18	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/routers/ai_intel.py	27	logger = logging.getLogger(__name__)	CODE
LOW	backend/routers/mesh_operator.py	9	logger = logging.getLogger(__name__)	CODE
LOW	backend/routers/analytics.py	34	logger = logging.getLogger(__name__)	CODE
LOW	backend/routers/wormhole.py	157	logger = logging.getLogger(__name__)	CODE
LOW	backend/routers/data.py	16	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/routers/agent_shell.py	34	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/routers/agent_shell.py	42	def _set_winsize(fd: int, rows: int, cols: int) -> None:	CODE
LOW	…ckend/tests/mesh/test_signed_write_transport_matrix.py	65	def _set_transport_tier(monkeypatch: pytest.MonkeyPatch, tier: str) -> None:	CODE
LOW⚡	backend/services/openclaw_channel.py	29	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/unusual_whales_connector.py	24	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/ais_stream.py	14	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/openclaw_infonet.py	21	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/satnogs_fetcher.py	11	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/openclaw_watchdog.py	20	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/privacy_core_attestation.py	18	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/liveuamap_settings.py	12	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/liveuamap_settings.py	38	def set_liveuamap_ui_opt_in(opted_in: bool) -> None:	CODE
LOW	backend/services/cctv_pipeline.py	12	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/region_dossier.py	9	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/services/tinygs_fetcher.py	29	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/privacy_core_client.py	28	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/transport_lane_isolation.py	6	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/services/ai_pin_store.py	21	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/thermal_sentinel.py	18	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/services/carrier_tracker.py	68	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/carrier_tracker.py	601	def update_carrier_positions() -> None:	CODE
LOW⚡	backend/services/ai_intel_store.py	31	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/layer_enable_refresh.py	11	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/updater.py	26	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/kiwisdr_fetcher.py	29	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/liveuamap_scraper.py	9	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/openclaw_bridge.py	20	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/services/feed_ingester.py	21	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/fetch_health.py	10	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/oracle_service.py	12	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/radio_intercept.py	10	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/shodan_connector.py	20	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/geopolitics.py	19	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/sentinel_search.py	16	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/correlation_engine.py	20	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/analysis_zone_store.py	20	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/prediction_markets_settings.py	12	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/services/prediction_markets_settings.py	33	def set_prediction_markets_ui_opt_in(opted_in: bool) -> None:	CODE
LOW	backend/services/env_check.py	32	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/agent_shell_settings.py	12	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/data_fetcher.py	111	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/tor_hidden_service.py	20	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/psk_reporter_fetcher.py	14	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/telegram_translate.py	14	logger = logging.getLogger(__name__)	CODE
132 more matches not shown…

Deep Nesting249 hits · 180 pts

Severity	File	Line	Context
LOW	backend/auth.py	157	CODE
LOW	backend/auth.py	179	CODE
LOW	backend/main.py	121	CODE
LOW	backend/main.py	1271	CODE
LOW	backend/main.py	1979	CODE
LOW	backend/main.py	2115	CODE
LOW	backend/main.py	2203	CODE
LOW	backend/main.py	2228	CODE
LOW	backend/main.py	2367	CODE
LOW	backend/main.py	2695	CODE
LOW	backend/main.py	3215	CODE
LOW	backend/main.py	3619	CODE
LOW	backend/main.py	4382	CODE
LOW	backend/main.py	5971	CODE
LOW	backend/main.py	7524	CODE
LOW	backend/main.py	10317	CODE
LOW	backend/main.py	2734	CODE
LOW	backend/limiter.py	80	CODE
LOW	backend/routers/mesh_public.py	381	CODE
LOW	backend/routers/mesh_public.py	620	CODE
LOW	backend/routers/mesh_public.py	784	CODE
LOW	backend/routers/mesh_public.py	1783	CODE
LOW	backend/routers/cctv.py	241	CODE
LOW	backend/routers/infonet.py	448	CODE
LOW	backend/routers/ai_intel.py	1001	CODE
LOW	backend/routers/ai_intel.py	1122	CODE
LOW	backend/routers/ai_intel.py	1350	CODE
LOW	backend/routers/ai_intel.py	2943	CODE
LOW	backend/routers/ai_intel.py	3183	CODE
LOW	backend/routers/ai_intel.py	3383	CODE
LOW	backend/routers/ai_intel.py	3406	CODE
LOW	backend/routers/ai_intel.py	3229	CODE
LOW	backend/routers/mesh_operator.py	33	CODE
LOW	backend/routers/data.py	333	CODE
LOW	backend/tests/test_2c_exception_visibility.py	606	CODE
LOW	backend/tests/test_3c_router_extraction.py	134	CODE
LOW	backend/tests/test_per_operator_outbound_attribution.py	246	CODE
LOW	backend/tests/mesh/test_gate_secret_rotation_guard.py	29	CODE
LOW	backend/services/openclaw_channel.py	165	CODE
LOW	backend/services/openclaw_channel.py	684	CODE
LOW	backend/services/unusual_whales_connector.py	138	CODE
LOW	backend/services/ais_stream.py	466	CODE
LOW	backend/services/ais_stream.py	536	CODE
LOW	backend/services/ais_stream.py	596	CODE
LOW	backend/services/sigint_bridge.py	333	CODE
LOW	backend/services/sigint_bridge.py	878	CODE
LOW	backend/services/sigint_bridge.py	978	CODE
LOW	backend/services/sigint_bridge.py	1267	CODE
LOW	backend/services/openclaw_infonet.py	152	CODE
LOW	backend/services/openclaw_watchdog.py	105	CODE
LOW	backend/services/openclaw_watchdog.py	551	CODE
LOW	backend/services/openclaw_watchdog.py	612	CODE
LOW	backend/services/entity_profile.py	28	CODE
LOW	backend/services/privacy_core_attestation.py	124	CODE
LOW	backend/services/cctv_pipeline.py	365	CODE
LOW	backend/services/cctv_pipeline.py	506	CODE
LOW	backend/services/cctv_pipeline.py	731	CODE
LOW	backend/services/cctv_pipeline.py	799	CODE
LOW	backend/services/region_dossier.py	67	CODE
LOW	backend/services/region_dossier.py	167	CODE
189 more matches not shown…

Cross-File Repetition18 hits · 90 pts

Severity	File	Snippet	Context
HIGH	backend/main.py	copy any gate_message chain events into the local gate_store for read/decrypt. only events that are resident in the loca	STRING
HIGH	backend/routers/mesh_public.py	copy any gate_message chain events into the local gate_store for read/decrypt. only events that are resident in the loca	STRING
HIGH	backend/routers/mesh_peer_sync.py	copy any gate_message chain events into the local gate_store for read/decrypt. only events that are resident in the loca	STRING
HIGH	backend/main.py	list all peers (or filter by bucket: sync, push, bootstrap).	STRING
HIGH	backend/routers/mesh_public.py	list all peers (or filter by bucket: sync, push, bootstrap).	STRING
HIGH	backend/routers/mesh_operator.py	list all peers (or filter by bucket: sync, push, bootstrap).	STRING
HIGH	backend/main.py	add a peer to the store. body: {peer_url, transport?, label?, role?, buckets?[]}.	STRING
HIGH	backend/routers/mesh_public.py	add a peer to the store. body: {peer_url, transport?, label?, role?, buckets?[]}.	STRING
HIGH	backend/routers/mesh_operator.py	add a peer to the store. body: {peer_url, transport?, label?, role?, buckets?[]}.	STRING
HIGH	backend/main.py	remove a peer. body: {peer_url, bucket?}. if bucket omitted, removes from all buckets.	STRING
HIGH	backend/routers/mesh_public.py	remove a peer. body: {peer_url, bucket?}. if bucket omitted, removes from all buckets.	STRING
HIGH	backend/routers/mesh_operator.py	remove a peer. body: {peer_url, bucket?}. if bucket omitted, removes from all buckets.	STRING
HIGH	backend/main.py	enable or disable a peer. body: {peer_url, bucket, enabled: bool}.	STRING
HIGH	backend/routers/mesh_public.py	enable or disable a peer. body: {peer_url, bucket, enabled: bool}.	STRING
HIGH	backend/routers/mesh_operator.py	enable or disable a peer. body: {peer_url, bucket, enabled: bool}.	STRING
HIGH	backend/services/mesh/mesh_reputation.py	actually write to disk (called by timer or atexit).	STRING
HIGH	backend/services/mesh/mesh_dm_relay.py	actually write to disk (called by timer or atexit).	STRING
HIGH	backend/services/mesh/mesh_oracle.py	actually write to disk (called by timer or atexit).	STRING

Cross-Language Confusion22 hits · 79 pts

Severity	File	Line	Snippet	Context
HIGH	backend/routers/ai_intel.py	1670	"returns": "{best_match: {...}\|null, results: [{source_layer, entity_type, label, id, callsign, registra	CODE
HIGH⚡	backend/services/privacy_core_client.py	760	"Build it with: cd privacy-core && cargo build --release"	CODE
HIGH	backend/services/updater.py	31	"docker compose pull && docker compose up -d"	CODE
HIGH	backend/services/infonet/bootstrap/argon2id.py	12	"bootstrap_resolution_vote" \|\| protocol_version \|\| node_id \|\|	STRING
HIGH	backend/services/infonet/bootstrap/argon2id.py	13	market_id \|\| side \|\| snapshot_event_hash \|\| pow_nonce	STRING
HIGH	…es/infonet/privacy/function_keys/challenge_response.py	6	Operator issues a fresh nonce; key-holder signs (challenge \|\| nonce	STRING
HIGH	…nd/services/infonet/privacy/function_keys/nullifier.py	8	nullifier = SHA-256(secret \|\| operator_id)	STRING
HIGH	…nd/services/infonet/privacy/function_keys/nullifier.py	35	"""Return the hex SHA-256 of ``secret \|\| operator_id`` (UTF-8 for	STRING
HIGH	backend/services/infonet/markets/evidence.py	9	- ``evidence_content_hash`` — SHA-256 of ``(market_id \|\| claimed_outcome	STRING
HIGH	backend/services/infonet/markets/evidence.py	14	- ``submission_hash`` — SHA-256 of ``(evidence_content_hash \|\| node_id	STRING
HIGH	backend/services/infonet/markets/evidence.py	67	"""SHA-256 of ``content_hash \|\| node_id \|\| timestamp``.	STRING
HIGH	scripts/e2e_dm_short_address_live.py	1087	"cd /home/ubuntu/Shadowbroker && docker compose -f docker-compose.yml -f docker-compose.participant.yml rest	CODE
HIGH⚡	scripts/e2e_dm_short_address_live.py	1701	"cp /tmp/docker-compose.participant.yml docker-compose.participant.yml 2>/dev/null \|\| true && "	STRING
HIGH⚡	scripts/e2e_dm_short_address_live.py	1707	"docker cp /tmp/mesh_dm_relay.py shadowbroker-backend:/app/services/mesh/mesh_dm_relay.py 2>/dev/null \|\| true; "	STRING
HIGH⚡	scripts/e2e_dm_short_address_live.py	1708	"docker cp /tmp/mesh_signed_events.py shadowbroker-backend:/app/services/mesh/mesh_signed_events.py 2>/dev/null	STRING
HIGH⚡	scripts/e2e_dm_short_address_live.py	1709	"docker cp /tmp/openclaw_infonet.py shadowbroker-backend:/app/services/openclaw_infonet.py 2>/dev/null \|\| true;	STRING
HIGH⚡	scripts/e2e_dm_short_address_live.py	1710	"docker cp /tmp/wormhole_supervisor.py shadowbroker-backend:/app/services/wormhole_supervisor.py 2>/dev/null \|\|	STRING
HIGH⚡	scripts/e2e_dm_short_address_live.py	1711	"docker cp /tmp/tor_hidden_service.py shadowbroker-backend:/app/services/tor_hidden_service.py 2>/dev/null \|\| tr	STRING
HIGH⚡	scripts/e2e_dm_short_address_live.py	1712	"docker cp /tmp/privacy_core_attestation.py shadowbroker-backend:/app/services/privacy_core_attestation.py 2>/de	STRING
HIGH⚡	scripts/e2e_dm_short_address_live.py	1713	"docker cp /tmp/wormhole_router.py shadowbroker-backend:/app/routers/wormhole.py 2>/dev/null \|\| true; "	STRING
HIGH⚡	scripts/e2e_dm_short_address_live.py	1714	"docker cp /tmp/main.py shadowbroker-backend:/app/main.py 2>/dev/null \|\| true; "	STRING
HIGH	scripts/e2e_dm_short_address_live.py	1659	"git fetch origin && git reset --hard origin/main && "	STRING

Over-Commented Block60 hits · 56 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.gitlab.yml	1	# Compose override that points the backend and frontend at the GitLab	COMMENT
LOW	docker-compose.yml	41	- MESH_INFONET_ALLOW_CLEARNET_SYNC=${MESH_INFONET_ALLOW_CLEARNET_SYNC:-false}	COMMENT
LOW	.gitlab-ci.yml	1	# GitLab CI/CD for Shadowbroker	COMMENT
LOW	.gitlab-ci.yml	21	# - The image build/push uses $CI_JOB_TOKEN, which GitLab provides	COMMENT
LOW	frontend/vitest.config.js	1	const path = require('path');	COMMENT
LOW	frontend/vitest.config.js	21	// findByText / waitFor against React reconciliation):	COMMENT
LOW	frontend/next.config.ts	1	import type { NextConfig } from 'next';	COMMENT
LOW	frontend/src/components/AIIntelPanel.tsx	381	const [nodeId, setNodeId] = React.useState('');	COMMENT
LOW	frontend/src/components/MeshChat.tsx	1	// Re-export from decomposed MeshChat module.	COMMENT
LOW	…d/src/__tests__/mesh/messagesViewFirstContact.test.tsx	861	fireEvent.click(screen.getByRole('button', { name: 'CONTACTS' }));	COMMENT
LOW	…d/src/__tests__/mesh/messagesViewFirstContact.test.tsx	881	// (a) CI runner starvation — two parallel ci.yml invocations	COMMENT
LOW	frontend/src/lib/api.ts	1	// All API calls use relative paths (e.g. /api/flights).	COMMENT
LOW	backend/ais_proxy.js	1	// AIS Stream WebSocket proxy.	COMMENT
LOW	backend/routers/health.py	101	# who care about MITM-protection posture deserve a visible signal.	COMMENT
LOW	backend/routers/tools.py	121	# ── Sentinel proxy routes (Issue #299/#300/#301, reported by tg12) ──────────	COMMENT
LOW	backend/routers/tools.py	161	# any same-origin script (XSS, malicious browser extension, dev-tools HAR	COMMENT
LOW	backend/routers/ai_intel.py	2661	# Issue #302 (tg12): pre-fix, GET /api/ai/connect-info had two problems:	COMMENT
LOW	backend/routers/ai_intel.py	2681	# ``hmac_secret_set: false``	COMMENT
LOW	backend/routers/ai_intel.py	3141	@router.get("/api/ai/channel/status", dependencies=[Depends(require_local_operator)])	COMMENT
LOW	backend/routers/ai_intel.py	3321	# ws://host/api/ai/channel/ws?ts=...&nonce=...&sig=...	COMMENT
LOW	backend/tests/test_ais_upstream_health.py	161	# alone doesn't escalate when no key is set."	COMMENT
LOW	backend/tests/test_control_surface_auth.py	81	# STAC search + remote SWIR raster reads. Unauthenticated abuse	COMMENT
LOW	backend/tests/test_sentinel_routes_auth_gate.py	221	assert r.status_code == 200	COMMENT
LOW	backend/services/openclaw_channel.py	2041	# ---------------------------------------------------------------------------	COMMENT
LOW	backend/services/ais_stream.py	341	_vessels: dict[int, dict] = {}	COMMENT
LOW	backend/services/config.py	141	MESH_DM_REQUEST_MAILBOX_LIMIT: int = 12	COMMENT
LOW	backend/services/config.py	181	# When False, mailbox bindings are memory-only (agents re-register on restart).	COMMENT
LOW	backend/services/config.py	201	# Relative paths resolve from the backend directory.	COMMENT
LOW	backend/services/config.py	221	# Ordinary shipped gate flows keep compose/post local and submit encrypted	COMMENT
LOW	backend/services/config.py	281	# before send-time. Anonymous mode uses a cadence gate so user clicks do	COMMENT
LOW	backend/services/config.py	301	# dev = permissive local/dev behavior; testnet-private = strict private	COMMENT
LOW	backend/services/config.py	321	MESH_PRIVATE_CLEARNET_FALLBACK_ACKNOWLEDGE: bool = False	COMMENT
LOW	backend/services/config.py	341	# case backend/services/network_utils.py auto-generates a stable	COMMENT
LOW	backend/services/region_dossier.py	21	#	COMMENT
LOW	backend/services/carrier_tracker.py	161	},	COMMENT
LOW	backend/services/network_utils.py	21	_session.mount("https://", HTTPAdapter(max_retries=_retry, pool_maxsize=20))	COMMENT
LOW	backend/services/network_utils.py	41	# The handle:	COMMENT
LOW	backend/services/mesh/mesh_crypto.py	81	#	COMMENT
LOW	backend/services/mesh/mesh_rns.py	41	# ── S15B: DM wire-visible ciphertext length alignment ──────────────────	COMMENT
LOW	backend/services/mesh/mesh_rollout_flags.py	41	# recoverable from disk. Epoch/event_id ceilings already bound policy	COMMENT
LOW	backend/services/mesh/mesh_rollout_flags.py	61	# observed a given author, but a fresh peer (empty sequence state) would	COMMENT
LOW	backend/services/mesh/mesh_rollout_flags.py	81	# migration, but doing so should degrade release readiness immediately.	COMMENT
LOW	backend/services/mesh/mesh_gate_mls.py	2001	int(binding.epoch),	COMMENT
LOW	backend/services/fetchers/earth_observation.py	681	# NUFORC's website switched to a JS-rendered Mapbox GL map. The old HTML	COMMENT
LOW	desktop-shell/tauri-skeleton/dev.sh	1	#!/usr/bin/env bash	COMMENT
LOW	desktop-shell/tauri-skeleton/build.sh	1	#!/usr/bin/env bash	COMMENT
LOW	desktop-shell/tauri-skeleton/build.sh	21	# The web deployment (Docker/Vercel) is unaffected - it continues to use	COMMENT
LOW	desktop-shell/tauri-skeleton/src-tauri/src/policy.rs	1	//! Native-side policy enforcement and audit ring for local-control commands.	COMMENT
LOW	desktop-shell/tauri-skeleton/src-tauri/src/companion.rs	1	//! Optional localhost/browser companion mode.	COMMENT
LOW	desktop-shell/tauri-skeleton/src-tauri/src/companion.rs	21	//! `main.rs` (not by `companion_enable`) so that the Tauri main window also	COMMENT
LOW	desktop-shell/tauri-skeleton/src-tauri/src/companion.rs	61	}	COMMENT
LOW	desktop-shell/tauri-skeleton/src-tauri/src/tray.rs	1	//! Cross-platform tray / menu-bar background lifecycle.	COMMENT
LOW	desktop-shell/tauri-skeleton/src-tauri/src/main.rs	21	pub audit_ring: SharedAuditRing,	COMMENT
LOW	desktop-shell/tauri-skeleton/src-tauri/src/main.rs	41		COMMENT
LOW	desktop-shell/tauri-skeleton/src-tauri/src/main.rs	61	// every invocation in its AuditRing.	COMMENT
LOW	desktop-shell/tauri-skeleton/src-tauri/src/main.rs	501	// JavaScript on every page load (including full reloads),	COMMENT
LOW	…shell/tauri-skeleton/src-tauri/src/companion_server.rs	1	//! Loopback-only HTTP server for packaged desktop builds.	COMMENT
LOW	privacy-core/src/lib.rs	1	//! Privacy Core skeleton for the ShadowBroker / Infonet migration.	COMMENT
LOW	.github/workflows/ci.yml	1	name: CI - Lint & Test	COMMENT
LOW	helm/chart/values-gitlab.yaml	1	# Helm values override that points the chart at the GitLab Container	COMMENT

Verbosity Indicators21 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW⚡	frontend/src/mesh/meshDmRatchet.ts	583	// Step 1: new receiving chain	COMMENT
LOW⚡	frontend/src/mesh/meshDmRatchet.ts	590	// Step 2: new sending chain with a fresh DH key	COMMENT
LOW	backend/main.py	2259	# Step 1: Ask the peer which gates it has and how many events each	COMMENT
LOW	backend/main.py	2297	# Step 2: For each gate with new events, pull the batch	COMMENT
LOW⚡	backend/tests/mesh/test_secure_storage_passphrase.py	339	# Step 1: create raw envelope (simulate old Docker behavior)	COMMENT
LOW⚡	backend/tests/mesh/test_secure_storage_passphrase.py	344	# Step 2: now set up with secret and no raw fallback	COMMENT
LOW	backend/services/region_dossier.py	206	# Step 1: Reverse geocode	STRING
LOW	backend/services/region_dossier.py	222	# Step 2: Parallel fetch with real timeouts that do not block on executor shutdown	STRING
LOW⚡	backend/services/tinygs_fetcher.py	325	# Step 1: Get TLE data (from cache or CelesTrak)	COMMENT
LOW⚡	backend/services/tinygs_fetcher.py	331	# Step 2: Try to fetch TinyGS telemetry (non-blocking, uses cache)	COMMENT
LOW⚡	backend/services/tinygs_fetcher.py	334	# Step 3: Propagate all satellites via SGP4	COMMENT
LOW⚡	backend/services/tinygs_fetcher.py	340	# Step 4: Merge and filter	COMMENT
LOW	backend/services/thermal_sentinel.py	55	# Step 1: STAC search for Sentinel-2 scenes	COMMENT
LOW	backend/services/thermal_sentinel.py	69	# Step 2: Try SWIR band analysis if rasterio is available	COMMENT
LOW	backend/services/thermal_sentinel.py	88	# Step 3: Cross-reference with FIRMS fire data	COMMENT
LOW⚡	backend/services/fetchers/earth_observation.py	1220	# Step 1: GET the month index to capture session cookies + fresh nonce.	COMMENT
LOW	backend/services/fetchers/earth_observation.py	1247	# Step 2: POST to admin-ajax.php with length=-1 to pull the whole month.	COMMENT
LOW	backend/services/infonet/markets/resolution.py	240	# Step 0: zero-evidence → INVALID, return everything.	COMMENT
LOW	backend/services/infonet/markets/resolution.py	358	# Step 2: oracle-rep supermajority.	COMMENT
LOW	backend/services/infonet/markets/resolution.py	410	# Step 3: distribute resolution stakes per rep type.	COMMENT
LOW	backend/services/infonet/markets/resolution.py	456	# Step 4: evidence bonds.	COMMENT

Structural Annotation Overuse21 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW⚡	frontend/src/mesh/meshDmRatchet.ts	583	// Step 1: new receiving chain	COMMENT
LOW⚡	frontend/src/mesh/meshDmRatchet.ts	590	// Step 2: new sending chain with a fresh DH key	COMMENT
LOW	backend/main.py	2259	# Step 1: Ask the peer which gates it has and how many events each	COMMENT
LOW	backend/main.py	2297	# Step 2: For each gate with new events, pull the batch	COMMENT
LOW⚡	backend/tests/mesh/test_secure_storage_passphrase.py	339	# Step 1: create raw envelope (simulate old Docker behavior)	COMMENT
LOW⚡	backend/tests/mesh/test_secure_storage_passphrase.py	344	# Step 2: now set up with secret and no raw fallback	COMMENT
LOW	backend/services/region_dossier.py	206	# Step 1: Reverse geocode	STRING
LOW	backend/services/region_dossier.py	222	# Step 2: Parallel fetch with real timeouts that do not block on executor shutdown	STRING
LOW⚡	backend/services/tinygs_fetcher.py	325	# Step 1: Get TLE data (from cache or CelesTrak)	COMMENT
LOW⚡	backend/services/tinygs_fetcher.py	331	# Step 2: Try to fetch TinyGS telemetry (non-blocking, uses cache)	COMMENT
LOW⚡	backend/services/tinygs_fetcher.py	334	# Step 3: Propagate all satellites via SGP4	COMMENT
LOW⚡	backend/services/tinygs_fetcher.py	340	# Step 4: Merge and filter	COMMENT
LOW	backend/services/thermal_sentinel.py	55	# Step 1: STAC search for Sentinel-2 scenes	COMMENT
LOW	backend/services/thermal_sentinel.py	69	# Step 2: Try SWIR band analysis if rasterio is available	COMMENT
LOW	backend/services/thermal_sentinel.py	88	# Step 3: Cross-reference with FIRMS fire data	COMMENT
LOW⚡	backend/services/fetchers/earth_observation.py	1220	# Step 1: GET the month index to capture session cookies + fresh nonce.	COMMENT
LOW	backend/services/fetchers/earth_observation.py	1247	# Step 2: POST to admin-ajax.php with length=-1 to pull the whole month.	COMMENT
LOW	backend/services/infonet/markets/resolution.py	240	# Step 0: zero-evidence → INVALID, return everything.	COMMENT
LOW	backend/services/infonet/markets/resolution.py	358	# Step 2: oracle-rep supermajority.	COMMENT
LOW	backend/services/infonet/markets/resolution.py	410	# Step 3: distribute resolution stakes per rep type.	COMMENT
LOW	backend/services/infonet/markets/resolution.py	456	# Step 4: evidence bonds.	COMMENT

Self-Referential Comments5 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	backend/tests/mesh/test_5d_replay_persistence.py	174	# Create a new store from the same directory — simulates restart	COMMENT
MEDIUM	backend/tests/mesh/test_nonce_capacity_isolation.py	179	# Create a fresh relay instance and load	COMMENT
MEDIUM⚡	backend/tests/mesh/test_secure_storage_rotation.py	183	# Create a DPAPI envelope (Windows default)	COMMENT
MEDIUM	backend/tests/mesh/test_secure_storage_rotation.py	235	# Create a passphrase master key	COMMENT
MEDIUM	backend/services/mesh/mesh_gate_mls.py	1954	# Create a durable gate envelope: the plaintext encrypted under the	COMMENT

AI Structural Patterns21 hits · 18 pts

Severity	File	Line	Context
LOW	backend/main.py	445	CODE
LOW	backend/main.py	4056	CODE
LOW	backend/routers/mesh_peer_sync.py	154	CODE
LOW	backend/routers/sigint.py	35	CODE
LOW	backend/routers/ai_intel.py	1078	CODE
LOW	backend/tests/mesh/test_dm_alias_rotation_binding.py	44	CODE
LOW	backend/scripts/release_helper.py	65	CODE
LOW	backend/services/entity_profile.py	188	CODE
LOW	backend/services/entity_trail.py	172	CODE
LOW	backend/services/ai_pin_store.py	232	CODE
LOW	backend/services/telemetry.py	1543	CODE
LOW	backend/services/telemetry.py	1771	CODE
LOW	backend/services/privacy_claims.py	1352	CODE
LOW	backend/services/wormhole_status.py	62	CODE
LOW	backend/services/mesh/mesh_infonet_sync_support.py	182	CODE
LOW	backend/services/mesh/mesh_wormhole_contacts.py	1276	CODE
LOW	backend/services/mesh/mesh_private_dispatcher.py	604	CODE
LOW	backend/services/mesh/mesh_dm_relay.py	1494	CODE
LOW	backend/services/fetchers/trains.py	133	CODE
LOW	backend/services/infonet/tests/_chain_factory.py	31	CODE
LOW	openclaw-skills/shadowbroker/sb_query.py	474	CODE

Redundant / Tautological Comments9 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	start.sh	108	# Check if UV is available (preferred, much faster installs)	COMMENT
LOW	backend/routers/ai_intel.py	3285	# Check if client disconnected	COMMENT
LOW	backend/services/openclaw_bridge.py	215	# Increment sequence	COMMENT
LOW	backend/services/feed_ingester.py	102	# Check if first item looks like a GeoJSON Feature	COMMENT
LOW	backend/services/network_utils.py	278	# Check if this domain recently failed with requests — skip straight to curl	COMMENT
LOW	backend/services/mesh/mesh_oracle.py	581	# Check if this staker already has an active stake on this message	COMMENT
LOW	backend/services/mesh/mesh_oracle.py	595	# Check if there are existing stakes — extend grace period	COMMENT
LOW	backend/services/mesh/mesh_oracle.py	656	# Check if ALL stakes for this message have expired	COMMENT
LOW	backend/services/fetchers/prediction_markets.py	916	# Check if query appears in title or word overlap	COMMENT

Dead Code11 hits · 12 pts

Severity	File	Line	Context
MEDIUM	backend/services/fetchers/earth_observation.py	1703	CODE
MEDIUM	backend/services/fetchers/earth_observation.py	1706	CODE
MEDIUM	backend/services/fetchers/earth_observation.py	1707	CODE
MEDIUM	backend/services/fetchers/earth_observation.py	1719	CODE
MEDIUM	backend/services/fetchers/earth_observation.py	1720	CODE
MEDIUM	backend/services/fetchers/earth_observation.py	1721	CODE
MEDIUM	backend/services/fetchers/earth_observation.py	1722	CODE
MEDIUM	backend/services/fetchers/earth_observation.py	1782	CODE
MEDIUM	backend/services/fetchers/earth_observation.py	1787	CODE
MEDIUM	backend/services/fetchers/earth_observation.py	1789	CODE
MEDIUM	scripts/e2e_dm_short_address_live.py	1431	CODE

Modern AI Meta-Vocabulary4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	1027	│ │ ├── data_fetcher.py # Core scheduler — orchestrates all data sources	CODE
MEDIUM	README.md	1072	│ │ ├── mesh_wormhole_ratchet.py # Double-ratchet DM scaffolding	CODE
MEDIUM	…es/infonet/privacy/function_keys/challenge_response.py	70	# scaffolding accepts any opaque bytes.	COMMENT
MEDIUM	backend/services/infonet/tests/test_infonet_router.py	47	# Sprint 11+ scaffolding: all report not_implemented.	COMMENT

Fake / Example Data9 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/i18n/translations/zh-CN.json	320	"placeholder": "输入消息..."	CODE
LOW	frontend/src/i18n/translations/en.json	320	"placeholder": "Type a message..."	CODE
LOW	frontend/src/i18n/translations/fr.json	320	"placeholder": "Tapez un message..."	CODE
LOW	backend/tests/test_per_operator_outbound_attribution.py	104	("user@example.com", "user-example-com"),	CODE
LOW⚡	backend/services/env_check.py	187	return "placeholder"	CODE
LOW⚡	backend/services/env_check.py	199	return "placeholder"	CODE
LOW⚡	…end/services/infonet/tests/test_privacy_scaffolding.py	135	fake_key = FunctionKey(secret=b"fake", epoch="2026-04", credential=b"")	CODE
LOW⚡	…end/services/infonet/tests/test_privacy_scaffolding.py	138	ok, reason = verify_response(response=response, key=fake_key, now=1000.5)	CODE
LOW	openclaw-skills/shadowbroker/SKILL.md	266	await sb.send_command("osint_lookup", {"tool": "leaks", "email": "user@example.com"})	CODE

Example Usage Blocks5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.gitlab.yml	5	# Usage:	COMMENT
LOW	backend/scripts/scan-secrets.sh	4	# Usage:	COMMENT
LOW	desktop-shell/tauri-skeleton/dev.sh	10	# Usage:	COMMENT
LOW	desktop-shell/tauri-skeleton/build.sh	24	# Usage:	COMMENT
LOW	helm/chart/values-gitlab.yaml	5	# Usage:	COMMENT

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	backend/services/fetchers/nuforc_enrichment.py	343	# No date filter — just return the most recent entry for this state	COMMENT
MEDIUM	backend/services/infonet/time_validity.py	45	# Byzantine arithmetic with up to ~5 colluding nodes (median is robust).	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings