fathah/hermes-desktop

5.7

Adjusted Score

5.7

Raw Score

100%

Time Factor

2026-08-24

Last Push

14.1K

Stars

TypeScript

Language

200.6K

Lines of Code

851

Files

552

Pattern Hits

2026-08-29

Scan Date

0.07

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 58MEDIUM 185LOW 309

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 552 distinct pattern matches across 13 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 Separators166 hits · 496 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/installer-utils.test.ts	38	// ─── readLogs (test the logic, not the import) ─────────	COMMENT
MEDIUM	tests/installer-utils.test.ts	71	// ─── MCP server YAML parsing ───────────────────────────	COMMENT
MEDIUM	tests/installer-utils.test.ts	164	// ─── Memory provider discovery logic ────────────────────	COMMENT
MEDIUM	tests/installer-utils.test.ts	237	// ─── OAuth credential discovery ─────────────────	COMMENT
MEDIUM	tests/installer-utils.test.ts	313	// ─── OpenClaw detector ─────────────────────────────────	COMMENT
MEDIUM	tests/installer-utils.test.ts	354	// ─── Backward compatibility checks ─────────────────────	COMMENT
MEDIUM	tests/buildUserContent.test.ts	63	// ── helpers ──────────────────────────────────────────────	COMMENT
MEDIUM	tests/buildUserContent.test.ts	112	// ── tests ────────────────────────────────────────────────	COMMENT
MEDIUM	tests/constants.test.ts	16	// ─── PROVIDERS ──────────────────────────────────────────	COMMENT
MEDIUM	tests/constants.test.ts	91	// ─── GATEWAY_PLATFORMS ──────────────────────────────────	COMMENT
MEDIUM	tests/constants.test.ts	148	// ─── GATEWAY_SECTIONS ───────────────────────────────────	COMMENT
MEDIUM	tests/constants.test.ts	188	// ─── SETTINGS_SECTIONS ──────────────────────────────────	COMMENT
MEDIUM	tests/constants.test.ts	224	// ─── Static constants ───────────────────────────────────	COMMENT
MEDIUM	tests/constants.test.ts	254	// ─── providerRouteForEnvKey ─────────────────────────────	COMMENT
MEDIUM	tests/sse-parser.test.ts	8	// ─── parseSseBlock ──────────────────────────────────────	COMMENT
MEDIUM	tests/sse-parser.test.ts	45	// ─── processCustomEvent ─────────────────────────────────	COMMENT
MEDIUM	tests/sse-parser.test.ts	163	// ─── processSseData ─────────────────────────────────────	COMMENT
MEDIUM	tests/ipc-handlers.test.ts	62	// ─── New feature handlers registered ────────────────────	COMMENT
MEDIUM	tests/ipc-handlers.test.ts	91	// ─── Legacy handlers still present ──────────────────────	COMMENT
MEDIUM	tests/validation.test.ts	191	// ── Nous Portal (issue #367) ─────────────────────────────────	COMMENT
MEDIUM	tests/validation.test.ts	191	// ── Nous Portal (issue #367) ─────────────────────────────────	COMMENT
MEDIUM	tests/preload-api-surface.test.ts	66	// ─── New APIs exist ─────────────────────────────────────	COMMENT
MEDIUM	tests/preload-api-surface.test.ts	137	// ─── Legacy APIs still present ──────────────────────────	COMMENT
MEDIUM	tests/preload-api-surface.test.ts	240	// ─── IPC channel consistency ────────────────────────────	COMMENT
MEDIUM	scripts/verify-369-wsl-drift.js	36	// ── A. Run audit, look for drift issues ─────────────────────	COMMENT
MEDIUM	scripts/verify-369-wsl-drift.js	61	// ── B. Auto-fix the first autoFixable drift ────────────────	COMMENT
MEDIUM	scripts/verify-369-wsl-drift.js	86	// ── C. Confirm Windows-side .env now has the value ──────────	COMMENT
MEDIUM	scripts/verify-369-wsl-drift.js	97	// ── D. Re-run audit — the same drift should be gone ────────	COMMENT
MEDIUM	src/renderer/src/constants.ts	1	// ── Shared Types ────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/constants.ts	35	// ── Providers ───────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/constants.ts	652	// ── Theme ───────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/constants.ts	701	// ── Font ────────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/constants.ts	731	// ── Settings API Key Sections ───────────────────────────	COMMENT
MEDIUM	src/renderer/src/constants.ts	1001	// ── Gateway Sections ────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/constants.ts	1337	// ── Install ─────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/attachmentUtils.test.ts	19	// ── helpers ──────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/attachmentUtils.test.ts	49	// ── processFiles ─────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/attachmentUtils.test.ts	202	// ── filesFromClipboard ───────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/attachmentUtils.ts	63	// ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/attachmentUtils.ts	65	// ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/ModelPicker.test.tsx	100	// ── initial render ──────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/ModelPicker.test.tsx	114	// ── open / close ────────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/ModelPicker.test.tsx	162	// ── model list rendering ────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/ModelPicker.test.tsx	210	// ── model selection ─────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/ModelPicker.test.tsx	232	// ── search / filtering ──────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/ModelPicker.test.tsx	290	// ── provider rail ───────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/ModelPicker.test.tsx	306	// ── configure providers/models footer ───────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/ModelPicker.test.tsx	324	// ── edge cases ──────────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/mediaUtils.test.ts	26	// ── Explicit MEDIA: tokens ─────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/mediaUtils.test.ts	65	// ── Whole-line bare paths ──────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/mediaUtils.test.ts	95	// ── Inline bare paths (mid-sentence) ───────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/mediaUtils.test.ts	239	// ── False-positive guards ──────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Chat/mediaUtils.test.ts	362	// ── Misc ───────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Office/office3d/trips.ts	37	// ── Tuning ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Office/office3d/layout.ts	61	// ── Partition between work area (west) and rest room (east) ────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Office/office3d/layout.ts	89	// ── Desks (work area, west of the partition) ───────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Office/office3d/layout.ts	98	// ── CEO executive desk ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Office/office3d/layout.ts	113	// ── CEO glass corner office (south-west of the work area) ──────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Office/office3d/layout.ts	291	// ── Rest room (east of the partition) ──────────────────────────────────────	COMMENT
MEDIUM	src/renderer/src/screens/Office/office3d/Office3D.tsx	249	// ── Developer building-mover ──────────────────────────────────────────────	COMMENT
106 more matches not shown…

Cross-Language Confusion (JS/TS)57 hits · 312 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/repro-session-proliferation.js	48	print(json.dumps({"total": total, "rows": rows}))	CODE
HIGH	scripts/repro-long-conversation.js	42	print(json.dumps({"total": total, "rows": rows}))	CODE
HIGH	scripts/repro-gateway-restart-midchat.js	43	print(json.dumps({"rows": rows}))	CODE
HIGH	scripts/repro-gateway-restart-v2.js	32	print(json.dumps({"rows": rows}))	CODE
HIGH⚡	src/main/ssh-docker.ts	170	return False	CODE
HIGH⚡	src/main/ssh-docker.ts	177	return True	CODE
HIGH⚡	src/main/ssh-docker.ts	178	return False	CODE
HIGH	src/main/ssh-docker.ts	139	elif os.path.exists(home):	CODE
HIGH	src/main/ssh-docker.ts	214	print(json.dumps({	CODE
HIGH	src/main/ssh-docker.ts	311	print(json.dumps({"ok": False, "error": msg}))	CODE
HIGH	src/main/ssh-docker.ts	352	print(json.dumps({"ok": True, "dataHome": data_home, "execUser": exec_user, "cliPath": cli_path}))	CODE
HIGH	src/main/ssh-docker.ts	390	print(json.dumps({"ok": False, "error": msg, "warnings": warnings}))	CODE
HIGH	src/main/ssh-docker.ts	421	elif os.path.isdir(home):	CODE
HIGH	src/main/ssh-docker.ts	426	elif os.path.exists(home):	CODE
HIGH	src/main/ssh-docker.ts	483	print(json.dumps({"ok": True, "version": version.stdout.strip(), "warnings": warnings}))	CODE
HIGH⚡	src/main/ssh-remote.ts	485	print(json.dumps({"totalSessions": 0, "totalMessages": 0}))	CODE
HIGH⚡	src/main/ssh-remote.ts	491	print(json.dumps({"totalSessions": s, "totalMessages": m}))	CODE
HIGH⚡	src/main/ssh-remote.ts	493	print(json.dumps({"totalSessions": 0, "totalMessages": 0}))	CODE
HIGH⚡	src/main/ssh-remote.ts	1592	print(json.dumps({"data_url": None})); sys.exit(0)	CODE
HIGH⚡	src/main/ssh-remote.ts	1597	print(json.dumps({"data_url": None})); sys.exit(0)	CODE
HIGH⚡	src/main/ssh-remote.ts	1600	print(json.dumps({"data_url": None})); sys.exit(0)	CODE
HIGH⚡	src/main/ssh-remote.ts	1604	print(json.dumps({"data_url": None})); sys.exit(0)	CODE
HIGH⚡	src/main/ssh-remote.ts	1605	print(json.dumps({"data_url": "data:%s;base64,%s" % (mime, base64.b64encode(data).decode("ascii"))}))	CODE
HIGH⚡	src/main/ssh-remote.ts	1607	print(json.dumps({"data_url": None}))	CODE
HIGH⚡	src/main/ssh-remote.ts	1705	print(json.dumps(result))	CODE
HIGH⚡	src/main/ssh-remote.ts	1707	print("[]")	CODE
HIGH⚡	src/main/ssh-remote.ts	1884	if not os.path.exists(pid_file): return False	CODE
HIGH⚡	src/main/ssh-remote.ts	1895	return True	CODE
HIGH⚡	src/main/ssh-remote.ts	1897	return False	CODE
HIGH⚡	src/main/ssh-remote.ts	2280	return None	CODE
HIGH⚡	src/main/ssh-remote.ts	2286	return None	CODE
HIGH⚡	src/main/ssh-remote.ts	2294	return None	CODE
HIGH⚡	src/main/ssh-remote.ts	2688	print(response.status)	CODE
HIGH⚡	src/main/ssh-remote.ts	2690	print(0)	CODE
HIGH	src/main/ssh-remote.ts	177	elif raw.startswith("$HOME/"):	CODE
HIGH	src/main/ssh-remote.ts	187	print(json.dumps(rows))	CODE
HIGH	src/main/ssh-remote.ts	292	print(json.dumps(skills))	CODE
HIGH	src/main/ssh-remote.ts	1019	return False	CODE
HIGH	src/main/ssh-remote.ts	1039	print(json.dumps(result))	CODE
HIGH	src/main/ssh-remote.ts	1388	print("[]"); sys.exit(0)	CODE
HIGH	src/main/ssh-remote.ts	1404	print(json.dumps(result))	CODE
HIGH	src/main/ssh-remote.ts	1436	print("[]"); sys.exit(0)	CODE
HIGH	src/main/ssh-remote.ts	1540	print(json.dumps(items))	CODE
HIGH	src/main/ssh-remote.ts	1682	print("[]"); sys.exit(0)	CODE
HIGH	src/main/ssh-remote.ts	1924	print(json.dumps(profiles))	CODE
HIGH	src/main/ssh-remote.ts	2361	print(current)	CODE
HIGH	src/main/ssh-remote.ts	2365	print(port)	CODE
HIGH	src/main/ssh-remote.ts	2606	print(sock.getsockname()[1])	CODE
HIGH	src/main/ssh-remote.ts	3469	print(json.dumps(result))	CODE
HIGH⚡	src/main/hermes-agent-compat.ts	82	return None	CODE
HIGH⚡	src/main/hermes-agent-compat.ts	86	return None	CODE
HIGH⚡	src/main/hermes-agent-compat.ts	130	return None	CODE
HIGH	src/main/hermes-agent-compat.ts	141	return None	CODE
HIGH	src/main/hermes-agent-compat.ts	486	print(json.dumps({	CODE
HIGH	src/main/hermes-agent-compat.ts	524	elif re.search(r"\bembedded_chat\s:\sbool\s=\sTrue\b", source):	CODE
HIGH	src/main/hermes-agent-compat.ts	527	elif re.search(r"(\bembedded_chat\s:\sbool\s=\s)False\b", source):	CODE
HIGH	src/main/hermes-agent-compat.ts	573	print(json.dumps({	CODE

Hyper-Verbose Identifiers236 hits · 230 pts

Severity	File	Line	Snippet	Context
LOW	AGENTS.md	71	def test_rejects_expired_tokens():	CODE
LOW	AGENTS.md	75	def test_handles_missing_password():	CODE
LOW	CLAUDE.md	71	def test_rejects_expired_tokens():	CODE
LOW	CLAUDE.md	75	def test_handles_missing_password():	CODE
LOW	tests/connection-config-security.test.ts	10	async function loadConnectionConfigModule(): Promise<	CODE
LOW	tests/remote-history.test.ts	30	function extractLocalRecoveryFunction(): string {	CODE
LOW	tests/remote-history.test.ts	32	"async function sendMessageViaBestApiWithLocalRecovery(",	CODE
LOW	tests/remote-history.test.ts	148	"async function sendMessageViaBestApiWithLocalRecovery(",	CODE
LOW	tests/ipc-handlers.test.ts	29	function extractPreloadInvokeChannels(src: string): string[] {	CODE
LOW	tests/hermes-agent-compat.test.ts	137	def hermes_one_get_model_library():	CODE
LOW	.agents/skills/lat-md/SKILL.md	141	def test_rejects_expired_tokens():	CODE
LOW	.claude/skills/lat-md/SKILL.md	141	def test_rejects_expired_tokens():	CODE
LOW	scripts/drive-live-regression-suite.js	77	function assertNoDuplicateRenderedImages(state, label) {	CODE
LOW	src/renderer/src/App.tsx	189	function handleDismissVerifyWarning(): void {	CODE
LOW	src/renderer/src/utils/analytics.ts	48	function getOrCreateAnonymousId(): string {	CODE
LOW	src/renderer/src/screens/Settings/ConfigHealth.tsx	45	function publishConfigHealthReport(report: Report): void {	CODE
LOW	src/renderer/src/screens/Chat/mediaUtils.ts	201	function markdownDestinationRanges(content: string): Array<[number, number]> {	CODE
LOW	src/renderer/src/screens/Chat/chatNotifications.ts	2	export function shouldPlayCompletionSound(	CODE
LOW	src/renderer/src/screens/Chat/dashboardEventAdapter.ts	171	function toolEventFromGatewayEvent(event: DashboardStreamEvent): ChatToolEvent {	CODE
LOW	src/renderer/src/screens/Chat/dashboardEventAdapter.ts	547	function hasReasoningSinceLastUser(	CODE
LOW	src/renderer/src/screens/Chat/dashboardEventAdapter.ts	560	function addCompletionReasoningFallback(	CODE
LOW	src/renderer/src/screens/Chat/dashboardEventAdapter.ts	592	function completeAssistantWithFinalText(	CODE
LOW	src/renderer/src/screens/Chat/dashboardEventAdapter.ts	641	export function applyDashboardStreamEvent(	CODE
LOW	src/renderer/src/screens/Chat/sessionHistory.ts	149	function normalizeBubbleContentForMatch(s: string): string {	CODE
LOW	src/renderer/src/screens/Chat/sessionHistory.ts	159	function buildDbAssistantSplitSequences(	CODE
LOW	src/renderer/src/screens/Chat/sessionHistory.ts	248	function isSyntheticLiveToolMessage(m: ChatMessage): boolean {	CODE
LOW	src/renderer/src/screens/Chat/sessionHistory.ts	262	function consumeCanonicalToolMatch(	CODE
LOW	src/renderer/src/screens/Chat/sessionHistory.ts	282	function mergeDbMetadataIntoStreamed(	CODE
LOW	src/renderer/src/screens/Chat/sessionHistory.ts	338	function compactOrphanDuplicateUserRuns(	CODE
LOW	src/renderer/src/screens/Chat/sessionHistory.ts	398	function anchorUnmatchedUsersBeforeConsumedTurnRows(	CODE
LOW	src/renderer/src/screens/Chat/sessionHistory.ts	468	function hasUniqueCurrentUserContent(	CODE
LOW	src/renderer/src/screens/Chat/sessionHistory.ts	506	function findNextOutputAnchorIndex(	CODE
LOW	src/renderer/src/screens/Chat/sessionHistory.ts	522	function hasEquivalentAssistantError(	CODE
LOW	src/renderer/src/screens/Chat/sessionHistory.ts	552	export function preserveLocalAssistantErrors(	CODE
LOW	src/renderer/src/screens/Chat/sessionHistory.ts	639	function firstDbIndexMatchingActiveTurnOutput(	CODE
LOW	src/renderer/src/screens/Chat/sessionHistory.ts	660	function findPreviousLocalErrorIndex(	CODE
LOW	src/renderer/src/screens/Chat/sessionHistory.ts	910	function dropLossyStreamedReasoning(	CODE
LOW	src/renderer/src/screens/Chat/dashboardGatewayClient.ts	48	export function normalizeDashboardNotification(	CODE
LOW	src/renderer/src/screens/Chat/liveToolEvents.ts	7	function toolProgressToNameAndPreview(progress: string): {	CODE
LOW	src/renderer/src/screens/Chat/liveToolEvents.ts	28	export function liveToolEventFromProgress(progress: string): ChatToolEvent {	CODE
LOW	src/renderer/src/screens/Chat/liveToolEvents.ts	91	function findLatestRunningSyntheticToolIndex(	CODE
LOW	src/renderer/src/screens/Chat/liveToolEvents.ts	110	function findLatestRunningSyntheticToolByNameIndex(	CODE
LOW	src/renderer/src/screens/Chat/liveToolEvents.ts	167	function upsertToolResultAfterCall(	CODE
LOW	…enderer/src/screens/Chat/slash/virtualSlashCommands.ts	31	export function createSlashCommandVirtualLayout(	CODE
LOW	…enderer/src/screens/Chat/slash/virtualSlashCommands.ts	73	export function getVisibleSlashCommandRows(	CODE
LOW	…er/src/screens/Chat/hooks/useDashboardChatTransport.ts	139	export function dashboardChatEnabledFromEnv(	CODE
LOW	…er/src/screens/Chat/hooks/useDashboardChatTransport.ts	145	export function dashboardChatEnabledForConnection(	CODE
LOW⚡	…er/src/screens/Chat/hooks/useDashboardChatTransport.ts	160	export function dashboardShouldPersistLocalOverlays(	CODE
LOW⚡	…er/src/screens/Chat/hooks/useDashboardChatTransport.ts	166	export function isDashboardSessionNotFoundError(err: unknown): boolean {	CODE
LOW⚡	…er/src/screens/Chat/hooks/useDashboardChatTransport.ts	171	export function isDashboardSlashWorkerExitError(err: unknown): boolean {	CODE
LOW⚡	…er/src/screens/Chat/hooks/useDashboardChatTransport.ts	176	export async function submitDashboardPromptWithRecovery(	CODE
LOW	…er/src/screens/Chat/hooks/useDashboardChatTransport.ts	225	export async function ensureDashboardRuntimeSession(	CODE
LOW	…er/src/screens/Chat/hooks/useDashboardChatTransport.ts	299	function builtInProviderForCustomBaseUrl(	CODE
LOW⚡	…er/src/screens/Chat/hooks/useDashboardChatTransport.ts	369	export function dashboardDataUrlForTextAttachment(	CODE
LOW⚡	…er/src/screens/Chat/hooks/useDashboardChatTransport.ts	379	function dashboardAttachmentUnsupportedError(err: unknown): boolean {	CODE
LOW⚡	…er/src/screens/Chat/hooks/useDashboardChatTransport.ts	384	export function dashboardPromptTextForAttachments(	CODE
LOW	…er/src/screens/Chat/hooks/useDashboardChatTransport.ts	412	export function dashboardPromptTextWithAttachmentRefs(	CODE
LOW	…er/src/screens/Chat/hooks/useDashboardChatTransport.ts	419	export async function syncDashboardAttachmentsForSubmit(	CODE
LOW	…er/src/screens/Chat/hooks/useDashboardChatTransport.ts	501	export function resolveDashboardProviderForModel(	CODE
LOW	…er/src/screens/Chat/hooks/useDashboardChatTransport.ts	780	export function dashboardSeedMessagesFromTranscript(	CODE
176 more matches not shown…

Over-Commented Block43 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	tests/install-gate-providers.test.ts	101	});	COMMENT
LOW	tests/ssh-remote-paths.test.ts	1	import { describe, expect, it } from "vitest";	COMMENT
LOW	tests/config-value-paths.test.ts	1	import { describe, it, expect, beforeEach, afterEach, vi } from "vitest";	COMMENT
LOW	.agents/skills/typescript-expert/SKILL.md	201		COMMENT
LOW	…ills/typescript-expert/references/tsconfig-strict.json	41	"baseUrl": ".",	COMMENT
LOW	src/renderer/src/constants.ts	361	// OpenAI-compatible endpoint, so it isn't labelled just "Local".	COMMENT
LOW	src/renderer/src/constants.ts	521	// providers route as `provider: "custom"` + explicit `baseUrl` (host-derives the	COMMENT
LOW	src/renderer/src/screens/Chat/attachmentUtils.ts	61	}	COMMENT
LOW	src/renderer/src/screens/Chat/attachmentUtils.ts	181	const probeCtx = probeCanvas.getContext("2d");	COMMENT
LOW	src/renderer/src/screens/Chat/attachmentUtils.ts	221	// Phase 1 — lossy formats: step quality down from 0.85 to 0.5	COMMENT
LOW	src/renderer/src/screens/Chat/sessionHistory.ts	801	// `onChatError`). Preserve those tail-of-stream additions so the	COMMENT
LOW	src/renderer/src/screens/Office/RepInteractionPanel.tsx	181	// the panel can stay mounted while the tab is hidden and the user changes the	COMMENT
LOW	src/renderer/src/screens/Office/RepInteractionPanel.tsx	241	// The panel stays mounted while the Office selection changes (e.g. clicking	COMMENT
LOW	src/renderer/src/screens/Office/office3d/layout.ts	101	// grid which fills the rows to the north, with surrounding decor	COMMENT
LOW	src/renderer/src/screens/Office/office3d/Office3D.tsx	241		COMMENT
LOW	…/renderer/src/screens/Office/office3d/core/cityPlan.ts	21	// ── Office entrance (south wall doorway) ──────────────────────────────────	COMMENT
LOW	src/renderer/src/screens/Providers/Providers.tsx	241	// blurring the API key input lost their typed key — config.yaml	COMMENT
LOW	src/renderer/src/screens/Providers/Providers.tsx	301	// typing in the Model field still feels responsive.	COMMENT
LOW	src/main/remote-skills.ts	1	import { getApiUrl, getRemoteAuthHeader } from "./hermes";	COMMENT
LOW	src/main/profiles.ts	381	}	COMMENT
LOW	src/main/ssh-docker.ts	21	// remote file read/write (config, .env, sessions, logs, profiles) sees	COMMENT
LOW	src/main/yaml-path.ts	1	// Tiny indentation-aware YAML reader that resolves a dotted key path against	COMMENT
LOW	src/main/config-health.ts	521	}	COMMENT
LOW	src/main/ssh-remote.ts	2501	}	COMMENT
LOW	src/main/ssh-remote.ts	3341	// That wrapper does `sudo -u hermes <venv>/bin/hermes "$@"`, and the sudoers	COMMENT
LOW	src/main/default-models.ts	61	// qwen/qwen3-32b, qwen/qwen3-8b, Qwen/Qwen3-Coder, qwen/qwen3-coder-next,	COMMENT
LOW	src/main/agent-sync.ts	21	} from "../shared/agent-sync";	COMMENT
LOW	src/main/installer.ts	41	// data. install.ps1's default is %LOCALAPPDATA%\hermes, but some	COMMENT
LOW	src/main/hermes.ts	1241	const bodyObj: Record<string, unknown> = {	COMMENT
LOW	src/main/hermes.ts	1261	const bodyBuf = Buffer.from(body, "utf-8");	COMMENT
LOW	src/main/hermes.ts	2441		COMMENT
LOW	src/main/hermes.ts	3081	// process.env > .env > provider.	COMMENT
LOW	src/main/hermes.ts	3101	// The result is a divergence: the desktop happily sends	COMMENT
LOW	src/main/hermes.ts	3161	const key = profileKey(profile);	COMMENT
LOW	src/main/gpu-fallback.ts	21	function shouldHonorPersistedGpuFlag(): boolean {	COMMENT
LOW	src/main/models.ts	321	// required for dual-engine compat: upstream-main's	COMMENT
LOW	src/main/config.ts	961	// runtime-provider resolver reads it to pick the transport for	COMMENT
LOW	src/main/config.ts	981	content = upsertBlockChild(content, "model", "provider", provider);	COMMENT
LOW	src/main/config.ts	1441	// The Python hermes gateway (gateway/config.py) decides which messaging	COMMENT
LOW	src/main/secrets/securityInvariants.test.ts	101	// INV-3: list() and get() AGREE on membership. If a key is enumerated by	COMMENT
LOW	src/main/secrets/index.ts	201	const provider = getSecretsProvider(profile);	COMMENT
LOW	src/main/secrets/commandProvider.ts	81	// env-shaped line falls through to the bare-value branch, because a bare	COMMENT
LOW	src/main/secrets/getSpawnFloor.test.ts	1	import { afterEach, beforeEach, describe, expect, it, vi } from "vitest";	COMMENT

Modern AI Meta-Vocabulary16 hits · 37 pts

Severity	File	Line	Snippet	Context
MEDIUM	AGENTS.md	36	- Section ids: `lat.md/path/to/file#Heading#SubHeading` — full form uses project-root-relative path (e.g. `lat.md/te	CODE
MEDIUM	CLAUDE.md	36	- Section ids: `lat.md/path/to/file#Heading#SubHeading` — full form uses project-root-relative path (e.g. `lat.md/te	CODE
MEDIUM	lat.md/provider-setup.md	154	[[src/renderer/src/components/ProviderKeysSection.tsx#ProviderModelsManager]] renders below the key field in the config	CODE
MEDIUM	lat.md/model-context.md	1	# Model context window	COMMENT
MEDIUM	.agents/skills/lat-md/SKILL.md	64	Examples: `lat.md/tests/search#RAG Replay Tests`, `cli#init`, `parser#Wiki Links`.	CODE
MEDIUM	.agents/skills/hermes-agent/SKILL.md	20	- 5.2 [Tool Orchestration (model_tools.py)](#52-tool-orchestration-model_toolspy)	CODE
MEDIUM	.agents/skills/hermes-agent/SKILL.md	164	├── model_tools.py # Tool orchestration, _discover_tools(), handle_function_call()	CODE
MEDIUM	.agents/skills/hermes-agent/SKILL.md	1262	├── autonomous-ai-agents/ # Multi-agent orchestration	CODE
MEDIUM	.claude/skills/lat-md/SKILL.md	64	Examples: `lat.md/tests/search#RAG Replay Tests`, `cli#init`, `parser#Wiki Links`.	CODE
MEDIUM	.claude/skills/hermes-agent/SKILL.md	20	- 5.2 [Tool Orchestration (model_tools.py)](#52-tool-orchestration-model_toolspy)	CODE
MEDIUM	.claude/skills/hermes-agent/SKILL.md	164	├── model_tools.py # Tool orchestration, _discover_tools(), handle_function_call()	CODE
MEDIUM	.claude/skills/hermes-agent/SKILL.md	1262	├── autonomous-ai-agents/ # Multi-agent orchestration	CODE
MEDIUM	src/main/agent-config-providers.test.ts	120	// The agent's config scaffold writes `providers: {}` (inline empty dict).	COMMENT
MEDIUM	src/main/model-discovery.ts	623	// @lat: [[model-context#Model context window#Gauge resolution order]]	COMMENT
MEDIUM	src/main/config.ts	949	// @lat: [[model-context#Model context window#Storage and propagation]]	COMMENT
MEDIUM	src/main/agent-config-providers.ts	219	// The agent's config scaffold writes an inline empty dict (`providers: {}`),	COMMENT

Excessive Try-Catch Wrapping23 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	…ents/skills/typescript-expert/scripts/ts_diagnostic.py	18	except Exception as e:	CODE
MEDIUM	src/main/ssh-docker.ts	119	def run(args, timeout=8):	CODE
LOW⚡	src/main/ssh-docker.ts	165	except Exception:	CODE
LOW	src/main/ssh-docker.ts	124	except Exception:	CODE
LOW	src/main/ssh-docker.ts	143	except Exception:	CODE
LOW	src/main/ssh-docker.ts	402	except Exception:	CODE
LOW	src/main/ssh-docker.ts	444	except Exception:	CODE
LOW	src/main/ssh-docker.ts	477	except Exception as exc:	CODE
LOW⚡	src/main/ssh-remote.ts	1606	except Exception:	CODE
LOW⚡	src/main/ssh-remote.ts	1706	except Exception as e:	CODE
LOW⚡	src/main/ssh-remote.ts	1892	except Exception:	CODE
LOW⚡	src/main/ssh-remote.ts	2689	except Exception:	CODE
LOW	src/main/ssh-remote.ts	385	except Exception:	CODE
LOW	src/main/ssh-remote.ts	1014	except Exception:	CODE
LOW	src/main/ssh-remote.ts	1450	except Exception:	CODE
LOW	src/main/ssh-remote.ts	1476	except Exception:	CODE
LOW	src/main/ssh-remote.ts	1493	except Exception:	CODE
LOW	src/main/ssh-remote.ts	1507	except Exception:	CODE
MEDIUM	src/main/hermes-agent-compat.ts	126	def _hermes_one_current_model_row():	CODE
LOW⚡	src/main/hermes-agent-compat.ts	129	except Exception:	CODE
LOW	src/main/hermes-agent-compat.ts	102	except Exception:	CODE
LOW	src/main/hermes-agent-compat.ts	470	except Exception:	CODE
LOW	src/main/hermes-agent-compat.ts	571	except Exception:	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	src/main/ssh-remote.test.ts	73	expect(isUsableApiServerKey("your-api-key")).toBe(false);	CODE

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/main/claw3d.ts	706	// Step 1: Clone (or pull if already cloned)	COMMENT
LOW	src/main/claw3d.ts	775	// Step 2: npm install	COMMENT

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/main/claw3d.ts	706	// Step 1: Clone (or pull if already cloned)	COMMENT
LOW	src/main/claw3d.ts	775	// Step 2: npm install	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/main/gpu-fallback.ts	37	// because the GPU process still attempts to initialize. The robust fix is to	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…ents/skills/typescript-expert/scripts/ts_diagnostic.py	8		CODE
LOW	…ents/skills/typescript-expert/scripts/ts_diagnostic.py	9		CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/probe-selectors.js	21	const placeholder = el.getAttribute("placeholder");	CODE
LOW	scripts/repro-edit-model-emptykey.js	61	placeholder: el.getAttribute("placeholder"),	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…ents/skills/typescript-expert/scripts/ts_diagnostic.py	74		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings