4.0

Adjusted Signal

4.0

Raw Pattern Score

100%

Time Factor

2026-10-22

Last Push

41.4K

Stars

TypeScript

Language

140.8K

Lines of Code

574

Files

271

Pattern Hits

2026-10-31

Scan Date

0.00

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 6.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 143 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 13.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 152 finding(s).

PR Review Velocity Impact 16.9/100 · LOW

Which changes need focused human review? 271 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 2MEDIUM 121LOW 148

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 271 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 Separators114 hits · 348 pts

Severity	File	Line	Snippet	Context
MEDIUM	admin/database/seeders/service_seeder.ts	38	// ── Core / original services ──────────────────────────────────────────────	COMMENT
MEDIUM	admin/database/seeders/service_seeder.ts	213	// ── Supply Depot — curated catalog (ports 8400–8499) ─────────────────────	COMMENT
MEDIUM	admin/types/drug_reference.ts	8	// ─── Product type ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/types/drug_reference.ts	17	// ─── Manifest (from api.fda.gov/download.json) ────────────────────────────────	COMMENT
MEDIUM	admin/types/drug_reference.ts	32	// ─── Download-state marker (persisted in KV, no migration) ────────────────────	COMMENT
MEDIUM	admin/types/drug_reference.ts	68	// ─── Install-state metadata (tier-installer → InstalledResource row) ──────────	COMMENT
MEDIUM	admin/types/drug_reference.ts	89	// ─── Job params ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/types/drug_reference.ts	146	// ─── Search result DTO (collapsed by brand+generic) ──────────────────────────	COMMENT
MEDIUM	admin/types/drug_reference.ts	163	// ─── Detail DTO (full label body) ─────────────────────────────────────────────	COMMENT
MEDIUM	admin/types/drug_reference.ts	188	// ─── Interaction comparison DTO ───────────────────────────────────────────────	COMMENT
MEDIUM	admin/types/drug_reference.ts	202	// ─── Ingest status (two-phase) ────────────────────────────────────────────────	COMMENT
MEDIUM	admin/types/conditions.ts	18	// ─── Curated condition spine ──────────────────────────────────────────────────	COMMENT
MEDIUM	admin/types/conditions.ts	47	// ─── Natural remedies (Phase 2) ───────────────────────────────────────────────	COMMENT
MEDIUM	admin/types/conditions.ts	103	// ─── DTOs (server → client) ───────────────────────────────────────────────────	COMMENT
MEDIUM	admin/app/jobs/ingest_drug_data_job.ts	109	// ─── Local type aliases for yauzl callbacks ───────────────────────────────────	COMMENT
MEDIUM	admin/app/jobs/ingest_drug_data_job.ts	155	// ─── Public API ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/app/jobs/ingest_drug_data_job.ts	212	// ─── Job handler ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/app/jobs/ingest_drug_data_job.ts	364	// ─── Private helpers ───────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/app/jobs/download_drug_data_job.ts	44	// ─── Public API ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/app/jobs/download_drug_data_job.ts	103	// ─── Job handler ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/app/jobs/download_drug_data_job.ts	277	// ─── Private helpers ───────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/app/services/content_auto_update_service.ts	480	// ── Per-window budget ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/app/services/content_auto_update_service.ts	514	// ── Backoff + run recording ───────────────────────────────────────────────────	COMMENT
MEDIUM	admin/app/services/content_auto_update_service.ts	548	// ── Status snapshot ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/app/services/drug_reference_service.ts	798	// ── Download sub-status ─────────────────────────────────────────────────	COMMENT
MEDIUM	admin/app/services/drug_reference_service.ts	817	// ── Ingest sub-status ───────────────────────────────────────────────────	COMMENT
MEDIUM	admin/app/services/kiwix_catalog_service.ts	161	// ── ZIM internals ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/app/services/kiwix_catalog_service.ts	256	// ── Map internals ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/app/services/kiwix_catalog_service.ts	285	// ── Shared ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/util/conditions.ts	29	// ─── Spine parsing (fail-soft) ────────────────────────────────────────────────	COMMENT
MEDIUM	admin/util/conditions.ts	105	// ─── Lookup + projection ──────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/util/conditions.ts	123	// ─── Reverse link: indications text → curated situations ──────────────────────	COMMENT
MEDIUM	admin/util/conditions.ts	161	// ─── FULLTEXT query construction ──────────────────────────────────────────────	COMMENT
MEDIUM	admin/util/conditions.ts	195	// ─── Natural remedies (Phase 2) — parsing + lookup ───────────────────────────	COMMENT
MEDIUM	admin/util/conditions.ts	333	// ─── Result ordering ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/util/drug_labels.ts	19	// ─── Internal structural types (no Lucid) ────────────────────────────────────	COMMENT
MEDIUM	admin/util/drug_labels.ts	71	// ─── Internal helpers ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/util/drug_labels.ts	145	// ─── Exported helpers ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/util/drug_labels.ts	312	// ─── Two-step ingest helpers (pure — no I/O) ──────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/service_catalog_merge.spec.ts	24	// ── container_config ────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/service_catalog_merge.spec.ts	94	// ── ui_location ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/content_auto_update_backoff.spec.ts	29	// ── Failure backoff ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/content_auto_update_backoff.spec.ts	59	// ── Success reset ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/custom_app_guard.spec.ts	6	// ── Bind mounts ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/custom_app_guard.spec.ts	77	// ── Image references ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/drug_ingest_status.spec.ts	14	// ─── partZipPath ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/drug_ingest_status.spec.ts	44	// ─── parseDownloadState ───────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/drug_ingest_status.spec.ts	117	// ─── deriveIngestPhase ────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/drug_ingest_status.spec.ts	177	// ─── resolveExpectedTotal ─────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/drug_labels.spec.ts	9	// ─── mapDrugLabelRecord ───────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/drug_labels.spec.ts	208	// ─── normalizeDrugName ────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/drug_labels.spec.ts	258	// ─── parseDrugLabelManifest ───────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/content_auto_update.spec.ts	46	// ── Per-resource eligibility ───────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/content_auto_update.spec.ts	126	// ── Cap-bounded selection ──────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/content_auto_update.spec.ts	194	// ── Window boundary math (per-window budget reset) ─────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/content_auto_update.spec.ts	208	// ── Shared update window ───────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/app_auto_update.spec.ts	35	// ── Per-app eligibility ───────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/unit/app_auto_update.spec.ts	133	// ── Shared update window (reused from the core auto-update) ────────────────────	COMMENT
MEDIUM	admin/tests/standalone/drug_ingest_status.standalone.ts	31	// ── partZipPath ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	admin/tests/standalone/drug_ingest_status.standalone.ts	57	// ── parseDownloadState ───────────────────────────────────────────────────────	COMMENT
54 more matches not shown…

Structural Annotation Overuse28 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	install/migrate-disk-collector.sh	102	# Step 1: Stop old host process	COMMENT
LOW	install/migrate-disk-collector.sh	121	# Step 2: Backup compose.yml	COMMENT
LOW	install/migrate-disk-collector.sh	133	# Step 3: Remove old bind-mount from admin volumes	COMMENT
LOW	install/migrate-disk-collector.sh	152	# Step 4: Add disk-collector service block	COMMENT
LOW	install/migrate-disk-collector.sh	202	# Step 6: Verify	COMMENT
LOW	admin/app/jobs/run_download_job.ts	183	// Step 1: delete the OUTDATED file if it differs from the new one.	COMMENT
LOW	admin/app/services/rag_service.ts	2015	// Step 2: is the knowledge base even installed? Short-circuits before any	COMMENT
LOW	admin/app/services/rag_service.ts	2030	// Step 5: only check liveness once we know we'd otherwise act. The health	COMMENT
LOW⚡	admin/app/services/docker_service.ts	467	// Step 4: Mark service as uninstalled	COMMENT
LOW⚡	admin/app/services/docker_service.ts	473	// Step 5: Recreate the container	COMMENT
LOW⚡	admin/app/services/docker_service.ts	1393	// Step 1: Build/update the XML from current disk state	COMMENT
LOW⚡	admin/app/services/docker_service.ts	1399	// Step 2: Stop and remove old container (leave ZIM volumes intact)	COMMENT
LOW⚡	admin/app/services/docker_service.ts	1824	// Step 1: Pull new image (runtimeImage diverges from newImage for AMD, see above)	COMMENT
LOW⚡	admin/app/services/docker_service.ts	1828	// Step 2: Find and stop existing container	COMMENT
LOW	admin/app/services/docker_service.ts	386	// Step 1: Try to stop and remove the container if it exists	COMMENT
LOW	admin/app/services/docker_service.ts	416	// Step 2: Remove the container	COMMENT
LOW	admin/app/services/docker_service.ts	433	// Step 3: Clear volumes/data if needed	COMMENT
LOW	admin/app/services/docker_service.ts	1414	// Step 3: Read the service record and authoritatively set the correct command.	COMMENT
LOW	admin/app/services/docker_service.ts	1430	// Step 4: Recreate container directly (skipping _createContainer to avoid re-downloading	COMMENT
LOW	admin/app/services/docker_service.ts	1847	// Step 3: Rename old container as safety net	COMMENT
LOW	admin/app/services/docker_service.ts	1879	// Step 4: Create new container with inspected config + new image	COMMENT
LOW	admin/app/services/docker_service.ts	1954	// Step 5: Start new container. If the start itself throws (bad device/GPU config,	COMMENT
LOW	admin/app/services/docker_service.ts	1979	// Step 6: Health check — verify container stays running for 5 seconds	COMMENT
LOW⚡	admin/docs/use-cases.md	170	### Step 1: Identify Your Needs	COMMENT
LOW⚡	admin/docs/use-cases.md	173	### Step 2: Prioritize Content	COMMENT
LOW⚡	admin/docs/use-cases.md	180	### Step 3: Upload Relevant Documents	COMMENT
LOW⚡	admin/docs/use-cases.md	183	### Step 4: Download While You Can	COMMENT
LOW⚡	admin/docs/use-cases.md	186	### Step 5: Practice	COMMENT

Over-Commented Block44 hits · 43 pts

Severity	File	Line	Snippet	Context
LOW	install/uninstall_nomad.sh	1	#!/bin/bash	COMMENT
LOW	install/management_compose.yaml	21	# RELOCATING STORAGE: the host path on the LEFT of the colon below is the single source of	COMMENT
LOW	install/install_nomad.sh	1	#!/bin/bash	COMMENT
LOW	install/install_nomad.sh	181		COMMENT
LOW	install/install_nomad.sh	661	# read -rp $'\033[39m#\033[0m Do you want to proceed with running the script? (y/N) ' yes_no	COMMENT
LOW	install/install_nomad.sh	681	# jq '.scripts."'"${script_name}"'" = (.scripts."'"${script_name}"'" \| . + {"warnings": {"low-free-disk-space":	COMMENT
LOW	install/run_updater_fixes.sh	1	#!/bin/bash	COMMENT
LOW	install/run_updater_fixes.sh	21	# Downloads the updated sidecar Dockerfile (adds jq) and update-watcher.sh	COMMENT
LOW	install/update_nomad.sh	1	#!/bin/bash	COMMENT
LOW	install/migrate-disk-collector.sh	1	#!/bin/bash	COMMENT
LOW	install/nomad-translate/blocks.py	41	}	COMMENT
LOW	install/nomad-translate/entrypoint.sh	1	#!/bin/sh	COMMENT
LOW	admin/types/kv_store.ts	1		COMMENT
LOW	admin/types/kv_store.ts	61	// model name ({"llama3:8b":1.02,"qwen2.5:0.5b":1.26}). One row rather than a	COMMENT
LOW	admin/types/kv_store.ts	81	'gpu.autoRemediatedAt': 'string',	COMMENT
LOW	admin/app/utils/gpu_model.ts	21	const s = model.trim()	COMMENT
LOW	admin/app/jobs/ingest_drug_data_job.ts	61	}	COMMENT
LOW	admin/app/jobs/ingest_drug_data_job.ts	441	const createParser = (await import('stream-json')).default.parser	COMMENT
LOW	admin/app/jobs/embed_file_job.ts	201	totalArticles: totalArticles \|\| result.totalArticles,	COMMENT
LOW	admin/app/jobs/embed_file_job.ts	361	// Continuation batches (batchOffset > 0) must NOT reuse the deterministic	COMMENT
LOW	admin/app/controllers/ollama_controller.ts	161	skipRetrieval: !ragEnabled,	COMMENT
LOW	admin/app/services/benchmark_service.ts	61	// for the NOMAD Score v2 rollout (uncapped index vs a frozen Reference Build).	COMMENT
LOW	admin/app/services/benchmark_service.ts	101	type ScoreRawsV2 = Record<ScoreChannelV2, number>	COMMENT
LOW	admin/app/services/benchmark_service.ts	121	// covers both architectures because a manifest list resolves per-arch on pull.	COMMENT
LOW	admin/app/services/benchmark_service.ts	321	// Remote inference cannot be attributed to this machine.	COMMENT
LOW	admin/app/services/benchmark_service.ts	561	})	COMMENT
LOW	admin/app/services/benchmark_service.ts	1001	const ollamaService = new (await import('./ollama_service.js')).OllamaService()	COMMENT
LOW	admin/app/services/benchmark_service.ts	1021	// Best-effort — a warm-up hiccup must not fail the run (the timed loop will	COMMENT
LOW	admin/app/services/ollama_service.ts	141	// Sampling controls. Left unset for normal chat, which inherits the backend's	COMMENT
LOW	admin/app/services/drug_reference_service.ts	821	// A pruned-but-successful ingest leaves rows + the last-updated marker and	COMMENT
LOW	admin/app/services/rag_pipeline_service.ts	281	msg.role === 'assistant'	COMMENT
LOW	admin/app/services/eval_generation_service.ts	281	]	COMMENT
LOW	admin/app/services/rag_service.ts	1341	exact: true,	COMMENT
LOW	admin/app/services/rag_service.ts	2441		COMMENT
LOW	admin/app/services/docker_service.ts	321	// Check if a service wasn't marked as installed but has an existing container	COMMENT
LOW	admin/app/services/docker_service.ts	901	this._broadcast(	COMMENT
LOW	admin/app/services/system_service.ts	461	// Clear the bogus value up front. If a probe replaces the entry below	COMMENT
LOW	admin/app/services/kiwix_catalog_service.ts	121	// carries in a separate `<flavour>` element: `wikibooks_en_all_nopic_2026-04.zim`	COMMENT
LOW	admin/config/session.ts	1	// import env from '#start/env'	COMMENT
LOW	admin/config/session.ts	21	// /**	COMMENT
LOW	admin/config/session.ts	41	// * list of available stores and their config.	COMMENT
LOW	admin/config/queue.ts	1	import env from '#start/env'	COMMENT
LOW	.github/workflows/release.yml	81	GH_TOKEN: ${{ secrets.COSMISTACKBOT_ACCESS_TOKEN }}	COMMENT
LOW	.github/scripts/finalize-release-notes.sh	1	#!/usr/bin/env bash	COMMENT

Verbosity Indicators23 hits · 35 pts

Severity	File	Line	Snippet	Context
LOW	install/migrate-disk-collector.sh	102	# Step 1: Stop old host process	COMMENT
LOW	install/migrate-disk-collector.sh	121	# Step 2: Backup compose.yml	COMMENT
LOW	install/migrate-disk-collector.sh	133	# Step 3: Remove old bind-mount from admin volumes	COMMENT
LOW	install/migrate-disk-collector.sh	152	# Step 4: Add disk-collector service block	COMMENT
LOW	install/migrate-disk-collector.sh	202	# Step 6: Verify	COMMENT
LOW	admin/app/jobs/run_download_job.ts	183	// Step 1: delete the OUTDATED file if it differs from the new one.	COMMENT
LOW	admin/app/services/rag_service.ts	2015	// Step 2: is the knowledge base even installed? Short-circuits before any	COMMENT
LOW	admin/app/services/rag_service.ts	2030	// Step 5: only check liveness once we know we'd otherwise act. The health	COMMENT
LOW⚡	admin/app/services/docker_service.ts	467	// Step 4: Mark service as uninstalled	COMMENT
LOW⚡	admin/app/services/docker_service.ts	473	// Step 5: Recreate the container	COMMENT
LOW⚡	admin/app/services/docker_service.ts	1393	// Step 1: Build/update the XML from current disk state	COMMENT
LOW⚡	admin/app/services/docker_service.ts	1399	// Step 2: Stop and remove old container (leave ZIM volumes intact)	COMMENT
LOW⚡	admin/app/services/docker_service.ts	1824	// Step 1: Pull new image (runtimeImage diverges from newImage for AMD, see above)	COMMENT
LOW⚡	admin/app/services/docker_service.ts	1828	// Step 2: Find and stop existing container	COMMENT
LOW	admin/app/services/docker_service.ts	386	// Step 1: Try to stop and remove the container if it exists	COMMENT
LOW	admin/app/services/docker_service.ts	416	// Step 2: Remove the container	COMMENT
LOW	admin/app/services/docker_service.ts	433	// Step 3: Clear volumes/data if needed	COMMENT
LOW	admin/app/services/docker_service.ts	1414	// Step 3: Read the service record and authoritatively set the correct command.	COMMENT
LOW	admin/app/services/docker_service.ts	1430	// Step 4: Recreate container directly (skipping _createContainer to avoid re-downloading	COMMENT
LOW	admin/app/services/docker_service.ts	1847	// Step 3: Rename old container as safety net	COMMENT
LOW	admin/app/services/docker_service.ts	1879	// Step 4: Create new container with inspected config + new image	COMMENT
LOW	admin/app/services/docker_service.ts	1954	// Step 5: Start new container. If the start itself throws (bad device/GPU config,	COMMENT
LOW	admin/app/services/docker_service.ts	1979	// Step 6: Health check — verify container stays running for 5 seconds	COMMENT

Hyper-Verbose Identifiers26 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	admin/app/utils/token_estimate.ts	164	export function estimateTokensConservative(text: string, ratio = 1): number {	CODE
LOW	admin/app/utils/zim_filename.ts	17	export function findReplacedWikipediaFiles(	CODE
LOW	admin/app/utils/fs.ts	47	export async function listDirectoryContentsRecursive(path: string): Promise<FileEntry[]> {	CODE
LOW	admin/app/utils/rag_relevance.ts	25	export function invalidateMinRelevanceCache(): void {	CODE
LOW	admin/app/utils/chat_images.ts	98	export function attachImagesToLatestUserMessage(	CODE
LOW	admin/app/utils/response_style.ts	23	export function invalidateResponseStyleCache(): void {	CODE
LOW	admin/app/utils/downloads.ts	294	export async function doResumableDownloadWithRetry({	CODE
LOW	admin/app/utils/service_catalog_merge.ts	120	export function mergeUiLocationPreservingHostPort(	CODE
LOW	admin/app/utils/model_capabilities.ts	19	export function capabilitiesFromOllamaShow(value: unknown): ModelCapabilities \| null {	CODE
LOW	admin/app/utils/model_capabilities.ts	32	export function visionCapabilityFromLlamaProps(value: unknown): ModelVisionCapability \| null {	CODE
LOW	admin/app/utils/model_capabilities.ts	71	export function installedModelsFromOpenAIResponse(value: unknown): InstalledModelMetadata[] {	CODE
LOW	admin/app/utils/content_auto_update_backoff.ts	25	export async function recordResourceUpdateSuccess(resource: InstalledResource): Promise<void> {	CODE
LOW	admin/app/utils/content_auto_update_backoff.ts	35	export async function recordResourceUpdateFailure(	CODE
LOW	admin/app/utils/affirmative_remedies.ts	21	export async function affirmativeRemediesEnabled(): Promise<boolean> {	CODE
LOW	admin/app/validators/common.ts	79	export function assertNotCloudMetadataUrl(urlString: string): void {	CODE
LOW	admin/app/services/ollama_compute.ts	35	export function classifyOllamaComputeBackend(logText: string): OllamaComputeBackend {	CODE
LOW	admin/app/services/ollama_compute.ts	176	export function parseAmdGfxTargetFromLogs(logText: string): string \| null {	CODE
LOW	admin/app/services/kiwix_catalog_service.ts	313	export async function reconcileResourceUpdateState(	CODE
LOW	admin/util/zim.ts	3	export function isRawListRemoteZimFilesResponse(obj: any): obj is RawListRemoteZimFilesResponse {	CODE
LOW	admin/util/drug_labels.ts	472	export function resolveIngestRecordsShown(	CODE
LOW	admin/config/inertia.ts	8	export function invalidateAssistantNameCache() {	CODE
LOW	…rtia/components/drug-reference/DrugDisclaimerModal.tsx	12	export function hasAcknowledgedDrugDisclaimer(): boolean {	CODE
LOW	admin/inertia/hooks/useServiceInstallationActivity.ts	6	export default function useServiceInstallationActivity() {	CODE
LOW	admin/inertia/lib/collections.ts	12	function resolveTierResourcesInner(	CODE
LOW	admin/inertia/lib/util.ts	6	export function setGlobalNotificationCallback(callback: (notification: Notification) => void) {	CODE
LOW⚡	admin/inertia/pages/drug-reference/interactions.tsx	29	export default function DrugReferenceInteractions({ ingestStatus, rowCount }: PageProps) {	CODE

Redundant / Tautological Comments12 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	install/uninstall_nomad.sh	97	# Check if 'docker compose' (v2 plugin) is available	COMMENT
LOW	install/install_nomad.sh	157	# Check if the script is being run in debug mode	COMMENT
LOW	install/install_nomad.sh	210	# Check if Docker was installed successfully	COMMENT
LOW	install/install_nomad.sh	220	# Check if Docker service is running	COMMENT
LOW	install/install_nomad.sh	237	# Check if 'docker compose' (v2 plugin) is available	COMMENT
LOW	install/install_nomad.sh	274	# Check if nvidia-container-toolkit is already installed	COMMENT
LOW	install/install_nomad.sh	321	# Check if nvidia runtime already exists	COMMENT
LOW	install/install_nomad.sh	511	# Check if NVIDIA GPU is present	COMMENT
LOW	install/install_nomad.sh	522	# Check if NVIDIA Container Toolkit is installed	COMMENT
LOW	install/install_nomad.sh	529	# Check if Docker has NVIDIA runtime	COMMENT
LOW	install/update_nomad.sh	103	# Check if 'docker compose' (v2 plugin) is available	COMMENT
LOW	install/sidecar-updater/update-watcher.sh	220	# Check if an update request file exists	COMMENT

Excessive Try-Catch Wrapping10 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	install/nomad-translate/proxy.py	222	except Exception:	CODE
LOW	install/nomad-translate/proxy.py	266	except Exception as exc:	CODE
LOW	install/nomad-translate/proxy.py	287	except Exception as exc:	CODE
LOW	install/nomad-translate/blocks.py	147	except Exception:	CODE
LOW	install/nomad-translate/fetch_models.py	180	except Exception as exc:	CODE
LOW	install/nomad-translate/fetch_models.py	191	except Exception as exc:	CODE
LOW	admin/tests/eval/corpus/distractor-python-tutorial.md	2680	except Exception as err:	CODE
LOW	admin/scripts/audit_catalog_ports.py	61	except Exception:	CODE
LOW	admin/scripts/audit_catalog_ports.py	97	except Exception:	CODE
MEDIUM	admin/scripts/audit_catalog_ports.py	58	def parse_config(raw):	CODE

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	install/nomad-translate/proxy.py	319	except (BrokenPipeError, ConnectionResetError):	CODE
HIGH	admin/scripts/audit_catalog_ports.py	87	except (IndexError, ValueError):	CODE

Slop Phrases3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	install/management_compose.yaml	41	# PORT is the port the admin server listens on inside the container and should not be changed. If you want to ch	COMMENT
LOW⚡	install/management_compose.yaml	51	# If you change the MySQL port, make sure to update this accordingly	COMMENT
LOW⚡	install/management_compose.yaml	60	# If you change the Redis port, make sure to update this accordingly	COMMENT

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	admin/app/controllers/system_controller.ts	401	// Security guardrails: hard-block dangerous bind mounts / malformed images regardless of	COMMENT
MEDIUM	admin/app/controllers/system_controller.ts	745	// Security guardrails (same posture as create).	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	admin/app/services/zim_extraction_service.ts	185	// that we can leverage for better chunking. If not, we'll just chunk it as one big piece of text.	COMMENT
MEDIUM	admin/app/services/kiwix_catalog_service.ts	113	// 1. Exact-name lookup (the robust path). Resolves most books, whose OPDS `<name>`	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	install/install_nomad.sh	422	# Create a admin.log file in the logs directory	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	admin/tests/unit/relevance_judge.spec.ts	48	const filler = 'Lorem ipsum dolor sit amet. '.repeat(40)	CODE
LOW	admin/tests/unit/relevance_judge.spec.ts	48	const filler = 'Lorem ipsum dolor sit amet. '.repeat(40)	CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	admin/scripts/audit_catalog_ports.py	77		CODE
LOW	admin/scripts/audit_catalog_ports.py	101		CODE

Crosstalk-Solutions/project-nomad

Open-Source Code Quality, Security and Technical Debt Review