2.4

Adjusted Signal

2.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.6K

Stars

Rust

Language

1.0M

Lines of Code

3.6K

Files

1.7K

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 6.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1342 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 72 finding(s).

Agent Over-Engineering Ratio 6.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 659 finding(s).

PR Review Velocity Impact 11.0/100 · LOW

Which changes need focused human review? 1673 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 6HIGH 25MEDIUM 248LOW 1394

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 1673 distinct pattern matches across 15 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Over-Commented Block824 hits · 792 pts

Severity	File	Line	Snippet	Context
LOW	desktop/native/tray-status.m	1	// The desktop tray addon (macOS): the tray menu's live model status row, a native view on one item	COMMENT
LOW	packages/tracing/dashboard/src/vite-env.d.ts	1	/// <reference types="svelte" />	COMMENT
LOW	packages/logger/src/index.ts	1	// Browser-safe logger — spec §6.5	COMMENT
LOW	packages/agent/src/util/vcs-availability.ts	21	// const home = normalize(homedir())	COMMENT
LOW	packages/agent/src/projections/autopilot-state.ts	61	autopilot_outcome: ({ event, state, emit }) => {	COMMENT
LOW	packages/agent/src/window/projection.ts	661	// Update consumer autopilot knowledge after advisor response or leader turn.	COMMENT
LOW	packages/agent/src/window/projection.ts	1081	}	COMMENT
LOW	packages/agent/src/workers/turn-executor.ts	81	}	COMMENT
LOW	packages/storage/src/chat/store-live.ts	21		COMMENT
LOW	packages/markdown-cst/src/handlers/noop.ts	41		COMMENT
LOW	packages/markdown-cst/src/handlers/noop.ts	81	gfmFootnoteDefinitionLabelString: () => {},	COMMENT
LOW	…kages/daemon-management/native/mac-update-validation.c	1	#include "mac-update-validation.h"	COMMENT
LOW	packages/daemon-management/native/owned-command.c	1	/* A transient command group whose lifetime is bounded by its parent's pipe.	COMMENT
LOW	packages/daemon-management/native/mac-update-extract.c	1	/* This standalone process extracts only into an empty private staging directory.	COMMENT
LOW	packages/daemon-management/native/mac-update-lease.c	1	/* Installation admission is close-on-exec except for an explicit installer continuation. */	COMMENT
LOW	…kages/daemon-management/native/mac-update-filesystem.c	1	/* Bounded synchronous operations for the finite installer process, under installation exclusion. */	COMMENT
LOW	packages/daemon-management/native/desktop-host.c	1	/* Process-lifetime primitives. No JavaScript callbacks run from the watchdog. */	COMMENT
LOW	…es/daemon-management/native/windows-update-signature.h	1	#ifndef MAGNITUDE_WINDOWS_UPDATE_SIGNATURE_H	COMMENT
LOW	packages/daemon-management/native/machine-identity.c	1	/* Local device description only. No serial number or UUID crosses this boundary. */	COMMENT
LOW	packages/daemon-management/native/application-memory.c	1	/* Read-only memory sampling. Runs off the Electron thread and never acquires termination rights. */	COMMENT
LOW	…/daemon-management/native/test/mac-update-primitives.c	1	/* Isolated mechanical acceptance; this fixture does not authorize application installation. */	COMMENT
LOW	packages/event-core/src/core/projection-bus.ts	421	const stateGetters = new Map<string, StateGetterEntry>()	COMMENT
LOW	packages/event-core/src/worker/defineForked.ts	281	// -----------------------------------------------------------------------	COMMENT
LOW	packages/event-core/src/projection/__test_constraint.ts	21	// fields where Encoded includes undefined but Type IS Option<T>.	COMMENT
LOW	packages/event-core/src/projection/index.ts	61	// type FSMSingletonEventHandler,	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	1	// /**	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	21	// type StateNames,	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	41	// export interface FSMCollectionInstance<TState extends TaggedItem & { id: string }> {	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	61	//	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	81	// */	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	101	// readonly instanceId: (event: Timestamped<TEvent>) => string	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	121	// T extends TransitionMatrix,	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	141	// // ---------------------------------------------------------------------------	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	161	// >(	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	181	// return Layer.scoped(signal.tag, PubSub.unbounded<TState>())	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	201	// // Main projection layer	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	221	// PubSub.publish(changeHub, item)	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	241	// const newItem = spawner(event as Timestamped<Extract<TEvent, { type: typeof eventType }>>)	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	261	// instances.set(id, newItem)	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	281	// } else if (signal.type === 'state' && signal.state) {	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	301	// })	COMMENT
LOW	packages/event-core/src/projection/fsmCollection.ts	321	// }	COMMENT
LOW	packages/event-core/src/projection/fsmSingleton.ts	1	// /**	COMMENT
LOW	packages/event-core/src/projection/fsmSingleton.ts	21	// type AnyStateClass,	COMMENT
LOW	packages/event-core/src/projection/fsmSingleton.ts	41	// */	COMMENT
LOW	packages/event-core/src/projection/fsmSingleton.ts	61	// */	COMMENT
LOW	packages/event-core/src/projection/fsmSingleton.ts	81	// readonly eventHandlers: {	COMMENT
LOW	packages/event-core/src/projection/fsmSingleton.ts	101	// readonly signals: FSMSingletonSignals<T, StateUnion<Classes>>	COMMENT
LOW	packages/event-core/src/projection/fsmSingleton.ts	121	// function fsmSingletonImpl<	COMMENT
LOW	packages/event-core/src/projection/fsmSingleton.ts	141	// // Create signal layers	COMMENT
LOW	packages/event-core/src/projection/fsmSingleton.ts	161	// for (const state of config.fsm.states) {	COMMENT
LOW	packages/event-core/src/projection/fsmSingleton.ts	181	// const previousTag = currentState._tag	COMMENT
LOW	packages/event-core/src/projection/fsmSingleton.ts	201	//	COMMENT
LOW	packages/event-core/src/projection/fsmSingleton.ts	221	// signals	COMMENT
LOW	packages/event-core/src/flow/types.ts	1	// /**	COMMENT
LOW	packages/event-core/src/flow/types.ts	21	// // ---------------------------------------------------------------------------	COMMENT
LOW	packages/event-core/src/flow/types.ts	41	// readonly id: string	COMMENT
LOW	packages/event-core/src/flow/types.ts	61	// export interface WaitForOptions<TEvent> {	COMMENT
LOW	packages/event-core/src/flow/types.ts	81	// * Replay: returns persisted result	COMMENT
LOW	packages/event-core/src/flow/types.ts	101	// /**	COMMENT
764 more matches not shown…

Decorative Section Separators232 hits · 728 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/agent/tests/repro-timer-bugs.vitest.ts	70	// ── Event helpers ───────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/tests/repro-timer-bugs.vitest.ts	101	// ── Run helper ──────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/tests/detached-process.vitest.ts	34	// ── Helpers ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/tests/detached-process.vitest.ts	155	// ── A. DetachedProcessProjection handlers ──────────────────────────────	COMMENT
MEDIUM	packages/agent/tests/detached-process.vitest.ts	307	// ── B. TurnProjection shell_completed wake trigger ─────────────────────	COMMENT
MEDIUM	packages/agent/tests/detached-process.vitest.ts	384	// ── C. WindowProjection shell_process_exited global handler ─────────────	COMMENT
MEDIUM	packages/agent/src/tools/task-tools.ts	19	// ── Error message helpers (single source of truth) ─────────────────	COMMENT
MEDIUM	packages/agent/src/tools/task-tools.ts	48	// ── Worker subtree guard ────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/tools/task-tools.ts	63	// ── Tool failure helper ─────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/tools/task-tools.ts	68	// ── Execute functions (exported for testability) ────────────────────	COMMENT
MEDIUM	packages/agent/src/tools/task-tools.ts	421	// ── Tool definitions ─────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/display-view/tool-presentation.ts	93	// ── Phase / tone derivation ─────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/display-view/tool-presentation.ts	102	// ── Per-tool presentation builders ──────────────────────────────	COMMENT
MEDIUM	packages/agent/src/display-view/tool-presentation.ts	367	// ── Dispatch ────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/display-view/tool-presentation.ts	396	// ── Summary ─────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/projections/detached-process.ts	37	// ── Helpers ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/projections/detached-process.ts	69	// ── Projection ───────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/projections/harness-state.ts	30	// ── Translation: AppEvent → HarnessEvent ─────────────────────────────	COMMENT
MEDIUM	packages/agent/src/projections/harness-state.ts	54	// ── Translation: Agent TurnOutcome → Harness TurnEnd ─────────────────	COMMENT
MEDIUM	packages/agent/src/projections/harness-state.ts	165	// ── Reducer cache (one per toolkit identity) ─────────────────────────	COMMENT
MEDIUM	packages/agent/src/projections/harness-state.ts	186	// ── Initial state (toolkit-independent) ──────────────────────────────	COMMENT
MEDIUM	packages/agent/src/projections/harness-state.ts	200	// ── Projection ───────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/projections/harness-state.ts	272	// ── Helpers for consumers ────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/execution/harness-adapter.ts	34	// ── Identical Response Tracker ───────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/execution/harness-adapter.ts	41	// ── Config ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/execution/harness-adapter.ts	57	// ── Adapter ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/execution/harness-adapter.ts	77	// ── Per-turn mutable state ───────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/execution/harness-adapter.ts	123	// ── Helpers ──────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/execution/harness-adapter.ts	140	// ── Process ──────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/execution/harness-adapter.ts	145	// ── Thinking ─────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/execution/harness-adapter.ts	177	// ── Messages ─────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/execution/harness-adapter.ts	222	// ── Tool Input Lifecycle ─────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/execution/harness-adapter.ts	262	// ── Tool Execution Lifecycle ─────────────────────────────	COMMENT
MEDIUM	packages/agent/src/execution/harness-adapter.ts	302	// ── Turn End ─────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/execution/harness-adapter.ts	472	// ── Circuit breaker ──────────────────────────────────	COMMENT
MEDIUM⚡	packages/agent/src/workers/turn-executor.ts	363	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packages/agent/src/workers/turn-executor.ts	365	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packages/agent/src/workers/turn-executor.ts	368	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packages/agent/src/workers/turn-executor.ts	370	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	126	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	128	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	143	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	145	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	179	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	181	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	197	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	199	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	246	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	248	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	301	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	303	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	332	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	334	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	383	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/turn-executor.ts	385	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/process-metrics.ts	31	// ── Worker ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/workers/process-metrics.ts	49	// ── Sampling Loop ─────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/display/timeline-projection.ts	75	// ── Tool cluster mapping ────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/display/timeline-projection.ts	402	// ── Tool cluster mapping ────────────────────────────────────────	COMMENT
MEDIUM	packages/agent/src/display/timeline-projection.ts	416	// ── Signal definitions ──────────────────────────────────────────	COMMENT
172 more matches not shown…

Hyper-Verbose Identifiers400 hits · 425 pts

Severity	File	Line	Snippet	Context
LOW	web/src/app.tsx	444	function DesktopHarnessConnections({ canConnect, models, defaultModel, platform, selectedModel }: { canConnect: boolean;	CODE
LOW	web/src/service-view.tsx	30	export function ServiceConnectionProvider({ connection, children }: { connection: MagnitudeConnection; children: ReactNo	CODE
LOW	web/src/components/model-error.tsx	19	export function ModelLoadFailureIndicator({ failure }: { failure: ModelInstanceFailure }) {	CODE
LOW	web/src/components/add-model-dialog.tsx	595	export function UnselectableVersionFooter({ version }: { version: CandidateVersion }) {	CODE
LOW	integrations/pi/extensions/onboarding.ts	41	export function registerMagnitudeOnboarding(pi: ExtensionAPI): () => Promise<void> {	CODE
LOW	packages/providers/src/family-registry.ts	318	export function classifyModelFamilyFromMetadata(	CODE
LOW	packages/providers/src/family-registry.ts	330	export function modelFamilyMetadataConflicts(	CODE
LOW	packages/providers/src/family-registry.ts	349	export function classifyModelFamilyFromEvidence(	CODE
LOW	packages/providers/src/magnitude/errors.ts	129	function isSubscriptionRequiredDetails(value: unknown): value is SubscriptionRequiredDetails {	CODE
LOW	packages/providers/src/magnitude/errors.ts	266	export function classifyMagnitudeRejectedResponse(	CODE
LOW	packages/providers/src/magnitude/models.ts	46	export function createMagnitudeCompatibleSpec(config: MagnitudeCompatibleSpecConfig) {	CODE
LOW	packages/acn-dashboard/src/App.svelte	291	function selectedProjectionForInspector(	CODE
LOW	packages/acn-dashboard/src/App.svelte	300	function selectedClientForInspector(	CODE
LOW	packages/client-common/src/project-files/service.ts	179	export function useProjectDirectoryRefresh() {	CODE
LOW	packages/client-common/src/project-files/demand.ts	7	export function visitProjectDirectoryDemand(	CODE
LOW	packages/client-common/src/local-models/service.ts	198	export function useLocalModelCommandStatus(modelId: ModelId): LocalModelCommandStatus {	CODE
LOW	packages/utils/src/schema/render.ts	42	function extractDefaultsFromTransformation(ast: AST.AST): Map<string, SchemaShapeJsonValue> {	CODE
LOW	…ages/agent/tests/advisor-required-escalation.vitest.ts	167	function expectNoAdvisorRequirement(state: ForkTurnState) {	CODE
LOW	…ages/agent/tests/advisor-required-escalation.vitest.ts	172	function expectActiveTurnWithoutAdvisor(state: ForkTurnState, turnId: string) {	CODE
LOW	packages/agent/src/events.ts	267	export function cancellationRequiresUserInput(reason: CancelledReason): boolean {	CODE
LOW	packages/agent/src/advisor/orchestrate.ts	59	export function streamStartFailureMessage(err: AgentModelStartFailure): string {	CODE
LOW	packages/agent/src/advisor/orchestrate.ts	68	function streamTerminalErrorMessage(terminal: ModelRequestTerminal): string \| null {	CODE
LOW	packages/agent/src/tools/tool-handle.ts	8	export function createToolHandleFromToolkit(	CODE
LOW	packages/agent/src/tools/query-image.ts	38	function streamTerminalErrorMessage(terminal: ModelRequestTerminal): Option.Option<string> {	CODE
LOW	packages/agent/src/memory/transcript.ts	48	export function buildExtractionTranscript(	CODE
LOW	packages/agent/src/util/folder-tree-knapsack.ts	246	function reconstructDirChildrenBudgets(	CODE
LOW	packages/agent/src/util/edit.ts	60	export function validateAndApply(	CODE
LOW	packages/agent/src/util/capture-context-image.ts	41	export function captureContextImageFromFile(	CODE
LOW	packages/agent/src/util/capture-context-image.ts	72	export function captureContextImageInline(	CODE
LOW	…ckages/agent/src/display-view/timeline-presentation.ts	97	export function buildDisplayTimelinePresentation(	CODE
LOW	packages/agent/src/scratchpad/file-tracking.ts	6	export function extractWrittenFilePathFromToolEvent(event: ToolEvent): string \| null {	CODE
LOW	packages/agent/src/ambient/config-ambient.ts	115	export function buildConfigStateFromSlots(	CODE
LOW	packages/agent/src/observer/prompt.ts	63	function isRenderedNonUserTimelineEntry(entry: TimelineEntry): boolean {	CODE
LOW	packages/agent/src/observer/prompt.ts	67	function renderSingleObserverUserMessage(	CODE
LOW	packages/agent/src/observer/prompt.ts	157	function contextEntryToObserverMessages(timeline: readonly TimelineEntry[], timezone: string \| null): AiMessage[] {	CODE
LOW	packages/agent/src/observer/prompt.ts	208	function renderTurnToolsWithBudgets(turn: CompletedTurn, paramsBudget: number, resultBudget: number): string \| null {	CODE
LOW	packages/agent/src/observer/prompt.ts	236	function assistantTurnToObserverMessage(turn: CompletedTurn): AiMessage \| null {	CODE
LOW	packages/agent/src/observer/worker.ts	91	function reduceObserverReportState(state: ObserverReportState, event: HarnessEvent): ObserverReportState {	CODE
LOW	packages/agent/src/observer/worker.ts	146	function finalizeObserverReportState(state: ObserverReportState): ObserverReportStatus {	CODE
LOW	packages/agent/src/observer/worker.ts	154	function observerProtocolViolationLogData(violation: ObserverProtocolViolation) {	CODE
LOW	packages/agent/src/observer/worker.ts	504	function markObserverIdleIfCurrent(entry: ObserverForkState, runId: string): ObserverForkState {	CODE
LOW	packages/agent/src/truncation/json/truncate.ts	219	function truncateHeterogeneousArray(arr: JsonValue[], availableTokens: number): string {	CODE
LOW	packages/agent/src/agents/policy-context.ts	17	export function createPolicyContextProvider(	CODE
LOW	packages/agent/src/models/file-edit.ts	49	export function computeProvisionalEditDiffs(	CODE
LOW	…src/projections/display-agent-communication-helpers.ts	17	export function upsertCommunicationStream(	CODE
LOW	…src/projections/display-agent-communication-helpers.ts	44	export function finalizeCommunicationStream(	CODE
LOW	packages/agent/src/projections/compaction.ts	42	function computeContextLimitBlocked(	CODE
LOW	packages/agent/src/projections/task-assignment.ts	209	function deriveTaskAssignmentAssignee(task: TaskRecord): TaskAssignmentAssignee {	CODE
LOW	packages/agent/src/projections/agent-lifecycle.ts	151	function isRootProductiveClockRunning(state: RootWorkState): boolean {	CODE
LOW	packages/agent/src/projections/agent-lifecycle.ts	155	function accumulatedRootProductiveMs(state: RootWorkState, timestamp: number): number {	CODE
LOW	packages/agent/src/projections/agent-lifecycle.ts	233	function markRootModelActivityStarted(state: RootWorkState): RootWorkState {	CODE
LOW	packages/agent/src/projections/turn.ts	125	function ensureCommunicationTrigger(triggers: readonly TurnTrigger[]): readonly TurnTrigger[] {	CODE
LOW	packages/agent/src/projections/turn.ts	131	export function hasPendingAdvisorRequirement(fork: ForkTurnState \| undefined): boolean {	CODE
LOW	packages/agent/src/projections/turn.ts	143	function enqueueInboundCommunication(	CODE
LOW	packages/agent/src/projections/atif/mapping.ts	74	function attachmentsToContentParts(attachments: UserMessage['attachments']): AtifImagePart[] {	CODE
LOW	packages/agent/src/projections/atif/tool-definitions.ts	34	export function toolDefinitionsFromToolkit(	CODE
LOW	packages/agent/src/window/projection.ts	271	function renderTaskTreesForTaskIds(	CODE
LOW	packages/agent/src/window/estimate.ts	36	export function estimateObserverTurnEntry(data: { readonly justification: string \| null; readonly reasoning?: string \| n	CODE
LOW	packages/agent/src/window/estimate.ts	42	export function estimateAdvisorResponseEntry(data: { readonly content: string }): number {	CODE
LOW	packages/agent/src/window/estimate.ts	56	export function estimateSystemPromptTokens(	CODE
340 more matches not shown…

Empty Error Handlers16 hits · 80 pts

Severity	File	Line	Snippet	Context
HIGH	packages/release/scripts/test-unix-cpu.py	201	except ProcessLookupError:	CODE
HIGH	inference/evaluation/bench/tests/test_bench_runner.py	294	except ProcessLookupError:	CODE
HIGH	…/evaluation/bench/src/magnitude_bench/adapters/base.py	78	except psutil.Error:	CODE
HIGH	…/evaluation/bench/src/magnitude_bench/adapters/base.py	76	except psutil.Error:	CODE
HIGH	…/evaluation/bench/src/magnitude_bench/adapters/base.py	372	except (httpx.ConnectError, httpx.TimeoutException):	CODE
HIGH	…ference/evaluation/rig/src/magnitude_rig/connection.py	344	except OSError:	CODE
HIGH	…ference/evaluation/rig/src/magnitude_rig/connection.py	272	except (BrokenPipeError, OSError, ValueError):	CODE
HIGH	inference/evaluation/rig/src/magnitude_rig/state.py	40	except PermissionError:	CODE
HIGH	…ference/evaluation/rig/src/magnitude_rig/host/agent.py	359	except ProcessLookupError:	CODE
HIGH	…ference/evaluation/rig/src/magnitude_rig/host/agent.py	400	except OSError:	CODE
HIGH	…ference/evaluation/rig/src/magnitude_rig/host/agent.py	273	except OSError:	CODE
HIGH	…ference/evaluation/rig/src/magnitude_rig/host/agent.py	336	except (BrokenPipeError, OSError, ValueError):	CODE
HIGH	…ference/evaluation/rig/src/magnitude_rig/host/agent.py	412	except (ProcessLookupError, PermissionError):	CODE
HIGH	…ference/evaluation/rig/src/magnitude_rig/host/agent.py	175	except OSError:	CODE
HIGH	…ce/evaluation/rig/src/magnitude_rig/host/provenance.py	135	except FileNotFoundError:	CODE
HIGH	…ence/evaluation/rig/src/magnitude_rig/host/__main__.py	65	except OSError:	CODE

Hallucination Indicators6 hits · 60 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/acn/src/display-view-streams.ts	299	yield* acquired.value.entry.session.displayView.close(viewId)	CODE
CRITICAL	packages/acn/src/agent-runtime.ts	240	entry.session.state.work.subscribe.pipe(	CODE
CRITICAL	…src/addressed/__tests__/projection-integration.test.ts	871	segments: snapshot.projections.AddressedLog.messages.segments.map((segment: AddressedSequenceSegmentIndex,	CODE
CRITICAL	…ence/seismic/hardware/metal-execution-model/helpers.py	43	s=s.replace('declare float @air.convert.f.f32.u.i1(i1) local_unnamed_addr','define float @air.convert.f.f32.u.i1	CODE
CRITICAL	inference/seismic/ir/src/kernel/internals.rs	2661	self.builder.inner.state.intrinsic_resources.push(resources);	CODE
CRITICAL	inference/service/models/src/custom_models.rs	1309	.map(\|occurrence\| occurrence.record.installed.package.id.clone())	CODE

Verbosity Indicators27 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/agent/tests/atif-projection.vitest.ts	1160	// Step 1: user message	COMMENT
LOW⚡	packages/agent/tests/atif-projection.vitest.ts	1167	// Step 2: agent step with tool calls	COMMENT
LOW⚡	packages/harness/src/turn/harness.ts	169	// Step 1: Update unified reducer	COMMENT
LOW⚡	packages/harness/src/turn/harness.ts	172	// Step 2: onEvent hook — erased boundary, type coverage enforced by createHarness.	COMMENT
LOW⚡	packages/harness/src/turn/harness.ts	182	// Step 3: Enqueue for stream consumers (live turns only)	COMMENT
LOW⚡	packages/vcs/tests/repro-checkpoint-number.test.ts	80	// Step 1: getChangedFiles	COMMENT
LOW⚡	packages/vcs/tests/repro-checkpoint-number.test.ts	84	// Step 2: buildCommit (index handles staging)	COMMENT
LOW⚡	packages/vcs/tests/repro-checkpoint-number.test.ts	88	// Step 4: nextCheckpointNumber	COMMENT
LOW⚡	packages/vcs/tests/repro-checkpoint-number.test.ts	92	// Step 5: writeCheckpointRef	COMMENT
LOW⚡	packages/vcs/tests/repro-checkpoint-number.test.ts	96	// Step 6: updateHead	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	42	// Step 1: Create initial files + checkpoint	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	52	// Step 2: Make changes	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	60	// Step 3: diff cp1 vs cp2 using the diff() API (diffWorking compares vs HEAD)	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	66	// Step 4: diff with pathFilter	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	70	// Step 5: diff without filter	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	74	// Step 6: Get diff BEFORE restore (same as checkpoint_rollback tool)	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	79	// Step 7: Restore	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	83	// Step 8: Verify files are restored	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	95	// Step 9: Post-restore checkpoint should have real content	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	103	// Step 10: Diff between cp1 and cp2	COMMENT
LOW	packages/markdown-cst/src/tokenizer.ts	454	// We need to check if the combined data tokens form a checkbox pattern	COMMENT
LOW⚡	packages/markdown-cst/src/finalize.ts	372	// Step 1: Split at blank line boundaries (separate lists)	COMMENT
LOW⚡	packages/markdown-cst/src/finalize.ts	375	// Step 2: For each group, split at checkbox boundaries	COMMENT
LOW⚡	packages/markdown-cst/src/finalize.ts	409	// Step 1: Split at blank line boundaries (separate lists)	COMMENT
LOW⚡	packages/markdown-cst/src/finalize.ts	412	// Step 2: For each group, split at checkbox boundaries	COMMENT
LOW	inference/seismic/corpus/tests/common/mod.rs	181	/// Step 3: one differential check of one invocation.	COMMENT
LOW	inference/seismic/corpus/tests/common/mod.rs	351	/// Step 5: the interpreter's own termination class and pinned values, compared	COMMENT

Structural Annotation Overuse26 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/agent/tests/atif-projection.vitest.ts	1160	// Step 1: user message	COMMENT
LOW⚡	packages/agent/tests/atif-projection.vitest.ts	1167	// Step 2: agent step with tool calls	COMMENT
LOW⚡	packages/harness/src/turn/harness.ts	169	// Step 1: Update unified reducer	COMMENT
LOW⚡	packages/harness/src/turn/harness.ts	172	// Step 2: onEvent hook — erased boundary, type coverage enforced by createHarness.	COMMENT
LOW⚡	packages/harness/src/turn/harness.ts	182	// Step 3: Enqueue for stream consumers (live turns only)	COMMENT
LOW⚡	packages/vcs/tests/repro-checkpoint-number.test.ts	80	// Step 1: getChangedFiles	COMMENT
LOW⚡	packages/vcs/tests/repro-checkpoint-number.test.ts	84	// Step 2: buildCommit (index handles staging)	COMMENT
LOW⚡	packages/vcs/tests/repro-checkpoint-number.test.ts	88	// Step 4: nextCheckpointNumber	COMMENT
LOW⚡	packages/vcs/tests/repro-checkpoint-number.test.ts	92	// Step 5: writeCheckpointRef	COMMENT
LOW⚡	packages/vcs/tests/repro-checkpoint-number.test.ts	96	// Step 6: updateHead	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	42	// Step 1: Create initial files + checkpoint	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	52	// Step 2: Make changes	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	60	// Step 3: diff cp1 vs cp2 using the diff() API (diffWorking compares vs HEAD)	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	66	// Step 4: diff with pathFilter	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	70	// Step 5: diff without filter	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	74	// Step 6: Get diff BEFORE restore (same as checkpoint_rollback tool)	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	79	// Step 7: Restore	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	83	// Step 8: Verify files are restored	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	95	// Step 9: Post-restore checkpoint should have real content	COMMENT
LOW⚡	packages/vcs/tests/integration-full.test.ts	103	// Step 10: Diff between cp1 and cp2	COMMENT
LOW⚡	packages/markdown-cst/src/finalize.ts	372	// Step 1: Split at blank line boundaries (separate lists)	COMMENT
LOW⚡	packages/markdown-cst/src/finalize.ts	375	// Step 2: For each group, split at checkbox boundaries	COMMENT
LOW⚡	packages/markdown-cst/src/finalize.ts	409	// Step 1: Split at blank line boundaries (separate lists)	COMMENT
LOW⚡	packages/markdown-cst/src/finalize.ts	412	// Step 2: For each group, split at checkbox boundaries	COMMENT
LOW	inference/seismic/corpus/tests/common/mod.rs	181	/// Step 3: one differential check of one invocation.	COMMENT
LOW	inference/seismic/corpus/tests/common/mod.rs	351	/// Step 5: the interpreter's own termination class and pinned values, compared	COMMENT

Unused Imports55 hits · 55 pts

Severity	File	Line	Context
LOW	…ference/seismic/hardware/feedback-tuning/qwen_suite.py	4	CODE
LOW	…e/seismic/hardware/metal-execution-model/test_model.py	4	CODE
LOW	…e/seismic/hardware/metal-execution-model/test_model.py	5	CODE
LOW	…ence/seismic/hardware/metal-execution-model/program.py	6	CODE
LOW	…ence/seismic/hardware/metal-execution-model/program.py	6	CODE
LOW	…ce/seismic/frontends/python/python/seismic/__init__.py	3	CODE
LOW	…ce/seismic/frontends/python/python/seismic/__init__.py	896	CODE
LOW	…ce/seismic/frontends/python/python/seismic/__init__.py	897	CODE
LOW	inference/solver/lab/scripts/plot_neighborhood.py	17	CODE
LOW	…agnitude_bench/adapters/omlx_native/instrumentation.py	1	CODE
LOW	…nch/src/magnitude_bench/adapters/omlx_native/server.py	1	CODE
LOW	…nch/src/magnitude_bench/adapters/omlx_native/config.py	1	CODE
LOW	…rc/magnitude_bench/adapters/ollama_native/translate.py	3	CODE
LOW	…h/src/magnitude_bench/adapters/ollama_native/server.py	12	CODE
LOW	inference/evaluation/references/tests/conftest.py	1	CODE
LOW	inference/evaluation/references/tests/render_chat.py	16	CODE
LOW	inference/evaluation/references/tests/test_kl.py	8	CODE
LOW	inference/evaluation/references/tests/test_released.py	16	CODE
LOW	…aluation/references/src/magnitude_references/digest.py	2	CODE
LOW	…ation/references/src/magnitude_references/synthetic.py	10	CODE
LOW	…/evaluation/references/src/magnitude_references/run.py	14	CODE
LOW	…evaluation/references/src/magnitude_references/gguf.py	10	CODE
LOW	…aluation/references/src/magnitude_references/sanity.py	36	CODE
LOW	…aluation/references/src/magnitude_references/checks.py	16	CODE
LOW	…uation/references/src/magnitude_references/__init__.py	7	CODE
LOW	…valuation/references/src/magnitude_references/model.py	12	CODE
LOW	…ation/references/src/magnitude_references/precision.py	7	CODE
LOW	…on/references/src/magnitude_references/mlx_released.py	12	CODE
LOW	…/evaluation/references/src/magnitude_references/cli.py	11	CODE
LOW	…aluation/references/src/magnitude_references/record.py	2	CODE
LOW	…uation/references/src/magnitude_references/contract.py	3	CODE
LOW	…rences/src/magnitude_references/families/nemotron_h.py	23	CODE
LOW	…references/src/magnitude_references/families/gemma4.py	20	CODE
LOW	…references/src/magnitude_references/families/qwen35.py	29	CODE
LOW	…ferences/src/magnitude_references/families/__init__.py	2	CODE
LOW	…n/references/src/magnitude_references/families/muse.py	19	CODE
LOW	…/references/src/magnitude_references/families/llama.py	11	CODE
LOW	…n/references/src/magnitude_references/families/lfm3.py	17	CODE
LOW	…n/references/src/magnitude_references/families/lfm2.py	16	CODE
LOW	…references/src/magnitude_references/families/dflash.py	27	CODE
LOW	…ferences/src/magnitude_references/families/qwen4exp.py	29	CODE
LOW	…ferences/src/magnitude_references/families/qwen4exp.py	37	CODE
LOW	…ferences/src/magnitude_references/families/qwen4exp.py	37	CODE
LOW	inference/evaluation/rig/src/magnitude_rig/dashboard.py	11	CODE
LOW	inference/evaluation/rig/src/magnitude_rig/cli.py	15	CODE
LOW	inference/evaluation/rig/src/magnitude_rig/state.py	9	CODE
LOW	…ference/evaluation/rig/src/magnitude_rig/host/facts.py	7	CODE
LOW	…ference/evaluation/rig/src/magnitude_rig/host/trace.py	8	CODE
LOW	inference/evaluation/rig/src/magnitude_rig/host/smc.py	9	CODE
LOW	inference/evaluation/rig/src/magnitude_rig/host/gate.py	12	CODE
LOW	…ference/evaluation/rig/src/magnitude_rig/host/agent.py	65	CODE
LOW	…ce/evaluation/rig/src/magnitude_rig/host/provenance.py	31	CODE
LOW	…erence/evaluation/rig/src/magnitude_rig/host/probes.py	16	CODE
LOW	…ence/evaluation/rig/src/magnitude_rig/host/__main__.py	23	CODE
LOW	…rence/engine/chat/tests/support/tokenizer_reference.py	20	CODE

Deep Nesting51 hits · 51 pts

Severity	File	Line	Context
LOW	packages/release/scripts/reproduce-linux-catalog.py	19	CODE
LOW	…ence/seismic/hardware/feedback-tuning/qwen_controls.py	33	CODE
LOW	inference/seismic/hardware/feedback-tuning/tune.py	193	CODE
LOW	…rence/seismic/hardware/feedback-tuning/qwen_capture.py	33	CODE
LOW	inference/seismic/hardware/feedback-tuning/confirm.py	10	CODE
LOW	…ence/seismic/hardware/metal-execution-model/program.py	72	CODE
LOW	…ence/seismic/hardware/metal-execution-model/program.py	133	CODE
LOW	…ence/seismic/hardware/metal-execution-model/helpers.py	50	CODE
LOW	…ence/seismic/hardware/metal-execution-model/helpers.py	109	CODE
LOW	…ence/seismic/hardware/metal-execution-model/helpers.py	56	CODE
LOW	…rence/seismic/hardware/metal-execution-model/corpus.py	6	CODE
LOW	…ce/seismic/frontends/python/python/seismic/__init__.py	604	CODE
LOW	…nce/seismic/frontends/python/examples/compare_mnist.py	23	CODE
LOW	inference/solver/lab/analyze_neighborhood.py	17	CODE
LOW	inference/solver/lab/scripts/plot_neighborhood.py	80	CODE
LOW	inference/solver/lab/scripts/plot_neighborhood.py	133	CODE
LOW	inference/solver/lab/scripts/plot_neighborhood.py	227	CODE
LOW	inference/solver/lab/reference/cp_sat.py	200	CODE
LOW	inference/solver/lab/reference/cp_sat.py	19	CODE
LOW	inference/solver/lab/reference/cp_sat.py	68	CODE
LOW	inference/solver/lab/reference/cp_sat.py	123	CODE
LOW	inference/evaluation/bench/tests/test_bench_client.py	114	CODE
LOW	inference/evaluation/bench/src/magnitude_bench/plan.py	64	CODE
LOW	…ference/evaluation/bench/src/magnitude_bench/runner.py	69	CODE
LOW	…ference/evaluation/bench/src/magnitude_bench/runner.py	229	CODE
LOW	…ference/evaluation/bench/src/magnitude_bench/client.py	46	CODE
LOW	inference/evaluation/bench/src/magnitude_bench/cli.py	200	CODE
LOW	…ference/evaluation/bench/src/magnitude_bench/record.py	18	CODE
LOW	…/evaluation/bench/src/magnitude_bench/adapters/base.py	250	CODE
LOW	…/evaluation/bench/src/magnitude_bench/adapters/base.py	296	CODE
LOW	…h/src/magnitude_bench/adapters/ollama_native/server.py	300	CODE
LOW	…h/src/magnitude_bench/adapters/ollama_native/server.py	152	CODE
LOW	…h/src/magnitude_bench/adapters/ollama_native/server.py	349	CODE
LOW	…h/src/magnitude_bench/adapters/ollama_native/render.py	59	CODE
LOW	…ation/references/src/magnitude_references/synthetic.py	73	CODE
LOW	…evaluation/references/src/magnitude_references/gguf.py	222	CODE
LOW	…ation/references/src/magnitude_references/precision.py	60	CODE
LOW	…ation/references/src/magnitude_references/precision.py	177	CODE
LOW	…ation/references/src/magnitude_references/precision.py	345	CODE
LOW	…e/evaluation/references/src/magnitude_references/kl.py	18	CODE
LOW	…rences/src/magnitude_references/families/nemotron_h.py	134	CODE
LOW	…rences/src/magnitude_references/families/nemotron_h.py	182	CODE
LOW	…ference/evaluation/rig/src/magnitude_rig/host/facts.py	127	CODE
LOW	inference/evaluation/rig/src/magnitude_rig/host/smc.py	72	CODE
LOW	…ference/evaluation/rig/src/magnitude_rig/host/agent.py	447	CODE
LOW	…ference/evaluation/rig/src/magnitude_rig/host/agent.py	544	CODE
LOW	…ference/evaluation/rig/src/magnitude_rig/host/agent.py	159	CODE
LOW	…ce/evaluation/rig/src/magnitude_rig/host/provenance.py	66	CODE
LOW	…ce/evaluation/rig/src/magnitude_rig/host/provenance.py	214	CODE
LOW	…ce/evaluation/rig/src/magnitude_rig/host/provenance.py	92	CODE
LOW	…evaluation/rig/src/magnitude_rig/instruments/kernel.py	83	CODE

Cross-Language Confusion8 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	packages/release/scripts/reproduce-linux-catalog.py	56	"apt-get update -qq && apt-get install -y -qq ca-certificates curl >/dev/null && "	CODE
HIGH⚡	inference/evaluation/bench/tests/test_bench_cli.py	44	"--magnitude-build", '{"commit":"c","dirty_digest":null}', "--ollama-answer-prefill"]	CODE
HIGH	inference/evaluation/bench/src/magnitude_bench/cli.py	11	`--magnitude-binary PATH --magnitude-build '{"commit": …, "dirty_digest": null}'	STRING
HIGH	…luation/references/src/magnitude_references/quality.py	4	`KL(P \|\| Q)` takes P as the truth: the reference when judging an engine, the base when judging	STRING
HIGH	…luation/references/src/magnitude_references/quality.py	51	"""KL(truth \|\| test) and argmax agreement per row of two [rows, vocabulary] logits arrays."""	STRING
HIGH	inference/evaluation/rig/src/magnitude_rig/engine.py	477	sync.push(remote, list(side.source.paths), side.source.directory, f"{checkout}/src")	CODE
HIGH	inference/evaluation/rig/src/magnitude_rig/engine.py	652	sync.push(run.remote, [path.name], path.parent, inputs)	CODE
HIGH	…rence/engine/chat/tests/support/tokenizer_reference.py	100	"{\"key\": \"value\", \"list\": [1, 2, 3], \"nested\": {\"a\": null, \"b\": true}}",	CODE

AI Slop Vocabulary12 hits · 34 pts

Severity	File	Line	Snippet	Context
MEDIUM	inference/evaluation/bench/tests/test_bench_runner.py	47	script.write_text(f"#!/bin/sh\nexec {sys.executable} {harness} \"$@\"\n")	CODE
MEDIUM	…erence/evaluation/bench/src/magnitude_bench/options.py	83	#: harness's rendering; a template that renders longer in llama.cpp would otherwise end a	COMMENT
MEDIUM	inference/evaluation/bench/src/magnitude_bench/cli.py	39	#: Engines whose prompts the harness renders host-only (GGUF): their runs need `--harness`.	COMMENT
MEDIUM	inference/evaluation/harness/Cargo.toml	7	# The evaluation harness: the only in-process driver of the engine. It runs	COMMENT
MEDIUM	inference/evaluation/harness/Cargo.toml	19	# harness enables; a served engine is built without them.	COMMENT
MEDIUM	inference/evaluation/rig/tests/test_instruments.py	258	# The served engine and the harness never share a cargo invocation (feature unification).	COMMENT
MEDIUM	inference/evaluation/rig/tests/test_instruments.py	242	assert argv[argv.index("--device") + 1] == "vulkan" # the harness runs on the run's backend	CODE
MEDIUM	inference/engine/Cargo.toml	37	# so it runs without the libtest harness (which prints to stdout).	COMMENT
MEDIUM	inference/engine/Cargo.toml	58	# Development-only: lets `magnitude-harness` record tuned configurations and	COMMENT
MEDIUM	inference/engine/Cargo.toml	62	# Development-only: lets `magnitude-harness` survey every admissible tuning	COMMENT
MEDIUM	inference/engine/executor/Cargo.toml	23	# `pinned-tuning` feature by `magnitude-harness`; never by a served engine.	COMMENT
MEDIUM	inference/engine/executor/Cargo.toml	28	# feature by `magnitude-harness`; never by a served engine.	COMMENT

Excessive Try-Catch Wrapping11 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	…erence/seismic/hardware/feedback-tuning/qwen_worker.py	234	except Exception as e:	CODE
LOW	…ce/seismic/frontends/python/python/seismic/__init__.py	829	except Exception:	CODE
MEDIUM	…ce/seismic/frontends/python/python/seismic/__init__.py	332	def __repr__(self):	CODE
LOW	inference/evaluation/bench/src/magnitude_bench/store.py	55	except Exception as exc:	CODE
MEDIUM	inference/evaluation/bench/src/magnitude_bench/store.py	49	def _write_streams(self):	CODE
LOW	…ference/evaluation/bench/src/magnitude_bench/runner.py	343	except Exception as exc:	CODE
LOW	…ference/evaluation/bench/src/magnitude_bench/sizing.py	50	except Exception as error:	CODE
LOW	…ference/evaluation/rig/src/magnitude_rig/host/trace.py	61	except Exception as error:	CODE
LOW	…ference/evaluation/rig/src/magnitude_rig/host/trace.py	132	except Exception as error:	CODE
LOW	…ference/evaluation/rig/src/magnitude_rig/host/trace.py	152	except Exception as error:	CODE
LOW	…ence/evaluation/rig/src/magnitude_rig/host/__main__.py	130	except Exception as error:	CODE

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/agent/src/compaction/worker.ts	129	// 5. Run agentic compaction turn with retry	COMMENT
MEDIUM	inference/seismic/backends/metal/src/services.rs	75	/// shared loop scaffold, so their signal is much smaller than either raw	COMMENT

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

Severity	File	Line	Snippet	Context
HIGH	packages/utils/src/process/interactive-process.test.ts	149	print("resize-delivered")	CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/vcs/tests/repro-real-repo-bug.test.ts	17	execSync("git config user.email 'test@test.com'", { cwd: tmpDir })	CODE
LOW	…kages/ai/src/prompt/__tests__/normalize-vision.test.ts	99	expect(parts[1]).toMatchObject({ _tag: "TextPart", text: expect.stringContaining("placeholder") })	CODE

magnitudedev/magnitude

Open-Source Code Quality, Security and Technical Debt Review