3.9

Adjusted Signal

3.9

Raw Pattern Score

100%

Time Factor

2026-10-26

Last Push

6.8K

Stars

JavaScript

Language

243.3K

Lines of Code

1.0K

Files

523

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 7.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 333 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

Are imports declared and package/API names verified? 15 finding(s).

Agent Over-Engineering Ratio 15.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 459 finding(s).

PR Review Velocity Impact 17.6/100 · LOW

Which changes need focused human review? 523 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 0HIGH 15MEDIUM 172LOW 336

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 523 distinct pattern matches across 14 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.

Decorative Section Separators167 hits · 489 pts

Severity	File	Line	Snippet	Context
MEDIUM	install.sh	23	# ─── helpers ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	100	# ─── preflight ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	131	# ─── install hermes-agent (delegate to Nous upstream installer) ──────────	COMMENT
MEDIUM	install.sh	163	# ─── clone workspace ──────────────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	179	# ─── env + install ────────────────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	219	# ─── seed Hermes skills (Conductor needs workspace-dispatch) ─────────────	COMMENT
MEDIUM	install.sh	236	# ─── macOS LaunchAgent (plist) ───────────────────────────────────────────	COMMENT
MEDIUM	install.sh	277	# ─── done ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	playground-ws-worker/src/worker.ts	144	// ───── Persistence helpers ─────	COMMENT
MEDIUM	playground-ws-worker/src/worker.ts	256	// ───── Alarm-driven prune ─────	COMMENT
MEDIUM	playground-ws-worker/src/worker.ts	287	// ───── Hibernation-safe socket helpers ─────	COMMENT
MEDIUM	playground-ws-worker/src/worker.ts	386	// ───── Fetch handler ─────	COMMENT
MEDIUM	playground-ws-worker/src/worker.ts	420	// ───── HTTP polling endpoints (reliable fallback for WebSockets) ─────	COMMENT
MEDIUM	playground-ws-worker/src/worker.ts	588	// ───── Hibernation event handlers ─────	COMMENT
MEDIUM	src/server/swarm-lifecycle.ts	145	// ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src/server/swarm-lifecycle.ts	149	// ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src/server/claude-api.ts	33	// ── Types ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/claude-api.ts	72	// ── Helpers ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/claude-api.ts	120	// ── Health ────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/claude-api.ts	126	// ── Sessions ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/claude-api.ts	239	// ── Conversion helpers (Claude → Chat format) ─────────────────	COMMENT
MEDIUM	src/server/claude-api.ts	360	// ── Chat (streaming) ─────────────────────────────────────────────	COMMENT
MEDIUM	src/server/claude-api.ts	487	// ── Memory ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/claude-api.ts	493	// ── Skills ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/claude-api.ts	507	// ── Config ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/claude-api.ts	539	// ── Models ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/claude-api.ts	548	// ── Connection check ─────────────────────────────────────────────	COMMENT
MEDIUM	src/server/knowledge-browser.ts	120	// ─── Legacy env-var fallback ──────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/knowledge-browser.ts	132	// ─── GitHub Knowledge Provider ─────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/knowledge-browser.ts	229	// ─── Config-aware root resolution ──────────────────────────────────────────────	COMMENT
MEDIUM	src/server/knowledge-browser.ts	294	// ─── Path helpers ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/knowledge-browser.ts	322	// ─── Page parsing ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/chat-event-bus.ts	10	// ─── Singleton state (survives Vite HMR via globalThis) ─────────────────	COMMENT
MEDIUM	src/server/gateway-capabilities.ts	160	// ── Types ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/gateway-capabilities.ts	231	// ── State ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/gateway-capabilities.ts	406	// ── Probing ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/gateway-capabilities.ts	926	// ── Accessors ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/provider-usage.ts	16	// ── Types ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/provider-usage.ts	52	// ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/provider-usage.ts	67	// ── Claude OAuth ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/provider-usage.ts	429	// ── Codex (OpenAI ChatGPT/Codex CLI OAuth) ──────────────────────────────────	COMMENT
MEDIUM	src/server/provider-usage.ts	768	// ── OpenAI (API Key) ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/provider-usage.ts	888	// ── OpenRouter ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/provider-usage.ts	981	// ── Gemini (Google AI Studio) ────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/provider-usage.ts	1059	// ── Aggregate ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/gateway.ts	56	// ── Device Identity (Ed25519) ─────────────────────────────────────	COMMENT
MEDIUM	src/server/gateway.ts	102	// ── Constants ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src/server/gateway.ts	110	// ── Circuit breaker ───────────────────────────────────────────────	COMMENT
MEDIUM	src/screens/chat/components/chat-sidebar.tsx	139	// ── Reusable nav item ───────────────────────────────────────────────────	COMMENT
MEDIUM	src/screens/chat/components/chat-sidebar.tsx	333	// ── Last-visited route tracking ─────────────────────────────────────────	COMMENT
MEDIUM	src/screens/chat/components/chat-sidebar.tsx	359	// ── Section header ──────────────────────────────────────────────────────	COMMENT
MEDIUM	src/screens/chat/components/chat-sidebar.tsx	443	// ── Collapsible section wrapper ─────────────────────────────────────────	COMMENT
MEDIUM	src/screens/chat/components/chat-sidebar.tsx	644	// ── Persist helper ──────────────────────────────────────────────────────	COMMENT
MEDIUM	src/screens/chat/components/chat-sidebar.tsx	673	// ── Main component ──────────────────────────────────────────────────────	COMMENT
MEDIUM	src/screens/chat/components/chat-sidebar.tsx	937	// ── Nav definitions ─────────────────────────────────────────────────	COMMENT
MEDIUM	…screens/playground/hooks/use-playground-multiplayer.ts	368	// ───── HTTP polling transport (reliable fallback) ─────	COMMENT
MEDIUM	src/screens/agora/hooks/use-agora-room.ts	56	// ── Movement (WASD / arrows) ───────────────────────────────	COMMENT
MEDIUM	src/screens/agora/hooks/use-agora-room.ts	118	// ── Ambient drift for fake users ──────────────────────────	COMMENT
MEDIUM	src/screens/agora/hooks/use-agora-room.ts	132	// ── Tap-to-walk (mobile) ───────────────────────────────────	COMMENT
MEDIUM	src/screens/agora/hooks/use-agora-room.ts	157	// ── Chat ──────────────────────────────────────────────────	COMMENT
107 more matches not shown…

Hyper-Verbose Identifiers284 hits · 290 pts

Severity	File	Line	Snippet	Context
LOW	src/stores/chat-store.ts	396	function stripFinalTagsFromMessage(msg: ChatMessage): ChatMessage {	CODE
LOW	src/stores/chat-store.ts	482	function getMessageRealtimeSequence(	CODE
LOW	src/stores/chat-store.ts	551	function sortMessagesChronologically(	CODE
LOW	src/stores/chat-store.ts	564	function isExternalInboundUserSource(source: unknown): boolean {	CODE
LOW	src/stores/chat-store.ts	587	function isOptimisticUserCandidate(	CODE
LOW	src/stores/chat-store.ts	598	function messageMultipartSignature(	CODE
LOW	src/stores/chat-store.ts	1371	function ensureAssistantTextContent(msg: ChatMessage): ChatMessage {	CODE
LOW	src/stores/chat-store.ts	1384	function mergeRealtimeAssistantMetadata(	CODE
LOW	src/stores/mission-store.ts	660	export function saveMissionStoreBeforeUnload(): void {	CODE
LOW	src/server/swarm-runtime-reset.ts	12	export function listResettableSwarmWorkerIds(): Array<string> {	CODE
LOW	src/server/swarm-runtime-reset.ts	16	export function resolveResetTargetWorkerIds(workerIds?: Array<string> \| null): {	CODE
LOW	src/server/swarm-profile-config.ts	144	export function renderSwarmWorkerIdentity(worker: SwarmWorkerIdentity): string {	CODE
LOW	src/server/swarm-lifecycle.ts	326	function readRuntimeMissionContext(workerId: string): { missionId: string \| null; assignmentId: string \| null } {	CODE
LOW	src/server/external-memory-browser.ts	118	export function listExternalMemoryProviders(): {	CODE
LOW	src/server/external-memory-browser.ts	295	export function listExternalMemoryCandidates(options: {	CODE
LOW	src/server/external-memory-browser.ts	320	export function searchExternalMemoryCandidates(options: {	CODE
LOW	src/server/external-memory-browser.ts	356	export function editExternalMemoryCandidate(options: {	CODE
LOW	src/server/external-memory-browser.ts	371	export function approveExternalMemoryCandidate(options: {	CODE
LOW	src/server/external-memory-browser.ts	382	export function rejectExternalMemoryCandidate(options: {	CODE
LOW	src/server/external-memory-browser.ts	395	export function deleteExternalMemoryCandidate(options: {	CODE
LOW	src/server/swarm-missions.ts	222	export function markMissionAssignmentDispatched(input: {	CODE
LOW	src/server/swarm-missions.ts	307	export function recordMissionAssignmentBlocked(input: {	CODE
LOW	src/server/swarm-missions.ts	364	export function appendMissionContinuation(input: {	CODE
LOW	src/server/swarm-missions.ts	473	export function markMissionAssignmentReviewed(input: { missionId?: string \| null; assignmentId: string; reviewerId?: str	CODE
LOW	src/server/swarm-missions.ts	490	export function markMissionAssignmentsReviewedByWorker(input: {	CODE
LOW	src/server/knowledge-browser.ts	74	function normalizeFrontmatterValue(input: unknown): string \| undefined {	CODE
LOW	src/server/knowledge-browser.ts	296	function normalizeRelativeKnowledgePath(input: string): string {	CODE
LOW	src/server/profiles-browser.ts	71	function stickyActiveProfileEnabled(): boolean {	CODE
LOW	src/server/profiles-browser.ts	90	function validateProfileIdentifier(name: string): string {	CODE
LOW	src/server/auth-middleware.ts	157	export function isPasswordProtectionEnabled(): boolean {	CODE
LOW	src/server/auth-middleware.ts	189	export function getSessionTokenFromCookie(	CODE
LOW	src/server/session-utils.ts	63	export function shouldBindMainToPortableSession({	CODE
LOW	src/server/portable-history.ts	6	export function shouldReplayPortableHistory(options?: {	CODE
LOW	src/server/portable-history.ts	22	export function selectPortableConversationHistory(	CODE
LOW	src/server/openai-compat-api.ts	156	function parseClaudeToolProgressChunk(payload: string): StreamChunkType \| null {	CODE
LOW	src/server/hermes-cron-profiles.ts	205	function validateProfileAndMaybeJob(profile: string, jobId?: string): void {	CODE
LOW	src/server/hermes-config-store.ts	234	function applyRemoveCustomProvider(	CODE
LOW	src/server/claude-tasks-backend.ts	51	function mapKanbanStatusToTaskColumn(status: string): TaskColumn {	CODE
LOW	src/server/claude-tasks-backend.ts	69	function mapTaskColumnToKanbanStatus(column: TaskColumn): 'backlog' \| 'ready' \| 'running' \| 'review' \| 'blocked' \| 'done	CODE
LOW	src/server/claude-tasks-backend.ts	113	export function getClaudeTasksBackendMeta(): KanbanBackendMeta {	CODE
LOW	src/server/aioncore-companion.ts	101	export function normalizeExternalAgentRuntime(	CODE
LOW	src/server/aioncore-companion.ts	180	export async function getAionCoreCompanionSnapshot(): Promise<AionCoreCompanionSnapshot> {	CODE
LOW	src/server/aioncore-companion.ts	210	export async function healthCheckExternalAgentRuntime(	CODE
LOW	src/server/swarm-roster.ts	158	export function resolveSwarmWorkerDisplayName(workerId: string, worker?: Pick<SwarmRosterWorker, 'name'> \| null): string	CODE
LOW	src/server/swarm-mode.ts	45	export function applySwarmModeToLoopFlags(input: {	CODE
LOW	src/server/tool-artifacts-store.ts	130	export function createOrUpdateToolArtifact(input: CreateArtifactInput): ToolArtifact {	CODE
LOW	src/server/context-usage.ts	67	function stringifyStructuredContent(content: unknown): string {	CODE
LOW	src/server/context-usage.ts	93	export function estimateContextTokensFromMessages(	CODE
LOW	src/server/context-usage.ts	121	export function estimateContextTokensFromCacheRead(	CODE
LOW	src/server/context-usage.ts	129	export function estimateContextTokensFromSessionUsage(	CODE
LOW	src/server/context-usage.ts	185	function readConfiguredContextLength(payload: Record<string, unknown>): number {	CODE
LOW	src/server/context-usage.ts	207	async function readConfiguredModelContext(): Promise<ResolvedModelContext \| null> {	CODE
LOW	src/server/context-usage.ts	232	async function readGatewayRuntimeSnapshot(	CODE
LOW	src/server/context-usage.ts	313	function extractComparableLocalTurns(	CODE
LOW	src/server/context-usage.ts	328	async function resolveMirroredRuntimeSessionId(	CODE
LOW	src/server/update-system.ts	77	function persistPendingReleaseNotes(sections: Array<ReleaseNoteSection>): void {	CODE
LOW	src/server/update-system.ts	234	export function updateAvailableFromDivergence(	CODE
LOW	src/server/update-system.ts	283	export function readWorkspaceUpdateStatus(	CODE
LOW	src/server/conductor-mission-sanitize.ts	44	export function sanitizeConductorMissionGoal(	CODE
LOW	src/server/gateway-capabilities.ts	689	export function getCapabilityWarningMessage(	CODE
224 more matches not shown…

Cross-Language Confusion (JS/TS)11 hits · 60 pts

Severity	File	Line	Snippet	Context
HIGH	src/server/swarm-lifecycle.ts	54	print(json.dumps(result)); raise SystemExit	CODE
HIGH	src/server/swarm-lifecycle.ts	78	print(json.dumps(result))	CODE
HIGH	src/server/external-memory-browser.ts	222	elif mode in ("edit", "approve", "reject", "delete"):	CODE
HIGH	src/server/external-memory-browser.ts	246	elif mode == "approve":	CODE
HIGH	src/server/external-memory-browser.ts	273	print(json.dumps(result))	CODE
HIGH⚡	src/server/swarm-chat-reader.ts	95	elif btype == "tool_use":	CODE
HIGH⚡	src/server/swarm-chat-reader.ts	97	elif btype == "tool_result":	CODE
HIGH⚡	src/server/swarm-chat-reader.ts	107	elif isinstance(parsed, dict):	CODE
HIGH	src/server/swarm-chat-reader.ts	122	elif isinstance(raw_ts, str):	CODE
HIGH	src/server/swarm-chat-reader.ts	135	print(json.dumps({	CODE
HIGH	src/routes/api/crew-status.ts	164	print(json.dumps(out))	STRING

Structural Annotation Overuse15 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW	README.md	183	#### Step 1: Start your backend	COMMENT
LOW	README.md	203	### Step 2: Install & Run Hermes Workspace	COMMENT
LOW	README.md	434	### Step 1: Configure Environment	COMMENT
LOW	README.md	455	### Step 2: Start the Services	COMMENT
LOW	README.md	470	### Step 3: Access the Workspace	COMMENT
LOW	src/components/onboarding/tour-steps.tsx	4	// Step 1: Welcome	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	31	// Step 2: Sidebar	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	39	// Step 3: New Session	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	47	// Step 4: Dashboard	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	55	// Step 5: Agent Hub	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	63	// Step 7: Skills	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	71	// Step 8: Terminal	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	79	// Step 9: Usage Meter (in header)	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	87	// Step 10: Settings	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	95	// Step 11: Finish	COMMENT

Verbosity Indicators10 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	src/components/onboarding/tour-steps.tsx	4	// Step 1: Welcome	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	31	// Step 2: Sidebar	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	39	// Step 3: New Session	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	47	// Step 4: Dashboard	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	55	// Step 5: Agent Hub	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	63	// Step 7: Skills	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	71	// Step 8: Terminal	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	79	// Step 9: Usage Meter (in header)	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	87	// Step 10: Settings	COMMENT
LOW⚡	src/components/onboarding/tour-steps.tsx	95	// Step 11: Finish	COMMENT

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	src/server/pty-helper.py	104	except (IOError, OSError):	CODE
HIGH	src/server/pty-helper.py	78	except:	CODE
HIGH	src/server/pty-helper.py	111	except:	CODE

Over-Commented Block14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	install.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker-compose.dev.yml	1	# Hermes Workspace — Development Overlay	COMMENT
LOW	docker-compose.yml	1	# Hermes Workspace + Agent — Docker Compose Setup	COMMENT
LOW	docker-compose.yml	21	# docker compose -f docker-compose.yml -f docker-compose.dev.yml up	COMMENT
LOW	docker-compose.yml	101	# Internal Docker network URL (not localhost!)	COMMENT
LOW	vite.config.ts	481	},	COMMENT
LOW	vite.config.ts	501	// 3. default 3000 (matches README/docs/docker-compose expectations)	COMMENT
LOW	vite.config.ts	601	})	COMMENT
LOW	scripts/swarm-lifecycle-sweep.sh	1	#!/usr/bin/env bash	COMMENT
LOW	src/server/mcp-hub/sources/generic-json.ts	321	// setCache with an expired entry is not straightforward; instead we use the	COMMENT
LOW	src/screens/chat/local-model-override.ts	1	// Module-level local model override — set by composer when user picks a local model.	COMMENT
LOW	src/screens/chat/hooks/use-realtime-chat-history.ts	221	//	COMMENT
LOW	…screens/mcp/-marketplace-install-confirmation.test.tsx	341	// Click Install — starts the in-flight fetch	COMMENT
LOW	src/components/terminal/terminal-workspace.tsx	461	}	COMMENT

Modern AI Meta-Vocabulary4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	OVERNIGHT-PR-SHAKEDOWN.md	47	- 2026-06-05 17:25 EDT: CYCLE 17 — INTEGRATED ECHO STUDIO LABS GATING + FIXED STALE REMOTE REF. On start, local was 3 co	CODE
MEDIUM	OVERNIGHT-PR-SHAKEDOWN.md	58	- 2026-06-05 04:42 EDT: CYCLE 2b complete. Integrated 2 more additive feature PRs: #450 (external memory provider browse	CODE
MEDIUM	…y/goals/2026-05-05-hermesworld-viral-sprint/handoff.md	107	### 9. Character/graphics pipeline scaffolding started in code	COMMENT
MEDIUM	docs/swarm2-agent-ide-spec.md	422	### Phase 3 — Autopilot orchestration	COMMENT

Excessive Try-Catch Wrapping5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	src/server/swarm-lifecycle.ts	61	except Exception:	CODE
LOW	src/server/swarm-lifecycle.ts	76	except Exception as e:	CODE
LOW	src/server/external-memory-browser.ts	195	except Exception:	CODE
MEDIUM	src/server/external-memory-browser.ts	190	def row_to_candidate(row):	CODE
LOW⚡	src/server/swarm-chat-reader.ts	111	except Exception:	CODE

Example Usage Blocks4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	install.sh	4	# Usage:	COMMENT
LOW	docker-compose.dev.yml	15	# Usage:	COMMENT
LOW	scripts/ascii-trailer.sh	6	# Usage:	COMMENT
LOW	scripts/swarm-lifecycle-sweep.sh	11	# Usage:	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/build-hermesworld-static.py	120	<script>(function(){if(window.matchMedia&&window.matchMedia("(prefers-reduced-motion: reduce)").matches){return;}var c=d	CODE

Fake / Example Data3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/security.yml	57	\| grep -v "placeholder" \	CODE
LOW	src/screens/agora/hooks/use-agora-room.ts	179	// Random fake-user chatter for demo flavor (~every 12-25s)	COMMENT
LOW	…creens/mcp/-marketplace-placeholder-detection.test.tsx	98	id: 'placeholder',	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/server/pty-helper.py	67	# Set stdout to binary/unbuffered	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/server/pty-helper.py	14		CODE

outsourc-e/hermes-workspace

Open-Source Code Quality, Security and Technical Debt Review