3.0

Adjusted Signal

3.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

45.2K

Stars

Rust

Language

424.0K

Lines of Code

2.0K

Files

1.0K

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 9.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 764 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.8/100 · LOW

Are imports declared and package/API names verified? 129 finding(s).

Agent Over-Engineering Ratio 4.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 251 finding(s).

PR Review Velocity Impact 14.2/100 · LOW

Which changes need focused human review? 1017 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 3HIGH 8MEDIUM 108LOW 898

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 1017 distinct pattern matches across 19 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 Block557 hits · 530 pts

Severity	File	Line	Snippet	Context
LOW	build-tui.sh	1	#!/usr/bin/env bash	COMMENT
LOW	web-app/src/hooks/useCoworkRun.ts	221	// terminal event); untouched by a `null` usage so a provider that doesn't	COMMENT
LOW	web-app/src/routes/threads/$threadId.tsx	121	} as const	COMMENT
LOW	web-app/src/routes/threads/$threadId.tsx	141	// controller, so a Stop settles that turn even when the user has sent another	COMMENT
LOW	web-app/src/routes/threads/$threadId.tsx	1121	// router path, leaving the SDK stream stuck at 'submitted' so the	COMMENT
LOW	web-app/src/routes/threads/$threadId.tsx	1381	}	COMMENT
LOW	extensions/llamacpp-extension/src/preset.ts	661	// A model with speculative decoding gets one slot when parallel is auto.	COMMENT
LOW	extensions/llamacpp-extension/src/preset.ts	701	// moe-cache-mib default = 0 (off): a GPU cache for the experts that	COMMENT
LOW	mlx-server/Sources/MLXServer/ReasoningSplitter.swift	1	import Foundation	COMMENT
LOW	packages/adk/tests/types.ts	1	// Compile-time assertions over the generated types and the public surface.	COMMENT
LOW	packages/adk/src/index.js	1	// JavaScript/TypeScript client for the Jan agent runtime.	COMMENT
LOW	packages/adk/src/index.js	161	})	COMMENT
LOW	packages/adk/src/index.js	241	// Why the runtime failed this session, once it has: nothing it was still	COMMENT
LOW	packages/adk/src/index.js	441	}	COMMENT
LOW	packages/adk/src/index.js	541	// that cannot speak this protocol version fails before any work starts rather	COMMENT
LOW	packages/adk/src/install.js	1	// Installing a pinned Jan runtime, without a Rust toolchain and without Jan	COMMENT
LOW	packages/adk/src/install.js	301	// The archives are a tarball on macOS and Linux and a zip on Windows. The	COMMENT
LOW	packages/adk/src/index.d.ts	1	// The public surface of the JavaScript/TypeScript ADK, declared by hand over	COMMENT
LOW	.github/workflows/rust-check.yml	161	# a tree whose manifests agree but lag the last tag (0.8.5 through v0.8.8).	COMMENT
LOW	.github/workflows/rust-check.yml	261	# Each plugin and src-tauri/utils is its own workspace, so checking the app	COMMENT
LOW	.github/workflows/e2e-suite.yml	1	# Runs the desktop e2e suite against a real Jan build on all four supported	COMMENT
LOW	.github/workflows/jan-tauri-build-nightly.yaml	221	# build-linux-x64,	COMMENT
LOW	.github/workflows/jan-tauri-build-nightly.yaml	241	# get-update-version,	COMMENT
LOW	.github/workflows/jan-tauri-build-nightly.yaml	261	# set-public-provider,	COMMENT
LOW	.github/workflows/template-tauri-build-windows-x64.yml	441	# if: inputs.public_provider == 'github'	COMMENT
LOW	.github/workflows/template-cli-build-linux-x64.yml	81	# so a regression here would surface as a confusing linker error later.	COMMENT
LOW	.github/workflows/update-feed-check.yml	1	# Guards the release-update feeds that the in-app updater polls	COMMENT
LOW	.github/workflows/update-feed-check.yml	21	# build. (Follow-up: also run the live check as the final step of the publish	COMMENT
LOW	.github/scripts/stamp-version.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.github/scripts/stamp-version.sh	21	# bumping them is still a commit (see `chore(release): bump app version to	COMMENT
LOW	.github/scripts/rename-tauri-app.sh	61		COMMENT
LOW	.github/actions/setup-engine-toolchain/action.yml	61		COMMENT
LOW	src-tauri/jan-cli/tests/stream_json_host_tools.rs	1	//! `--host-tools` end to end, through the real binary.	COMMENT
LOW	src-tauri/jan-cli/tests/stream_json_init.rs	1	//! The first line of a `stream-json` run is the `init` handshake -- for a run	COMMENT
LOW	src-tauri/jan-cli/tests/tui_panic.rs	1	//! A panic inside the TUI (`JAN_TUI_PANIC_AFTER_RAW_MODE`, see	COMMENT
LOW	src-tauri/jan-cli/tests/rpc_parity.rs	421	/// A `permission/request` answered over RPC and the same prompt answered with a	COMMENT
LOW	src-tauri/jan-cli/tests/adk_examples.rs	1	//! The ADK cookbook's runnable source, run.	COMMENT
LOW	src-tauri/jan-cli/tests/agent_rpc.rs	1181	}	COMMENT
LOW	src-tauri/jan-cli/.cargo/config.toml	1	# Redirect build output into the desktop crate's target dir so the produced	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	61	#[arg(long, default_value = ".")]	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	81	/// Ignored when a subcommand is given.	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	101	sandbox: bool,	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	181	/// it may take, `--max-budget-usd` bounds what it may spend; the token ceiling	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	241	paste_token: bool,	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	261	/// figure loses digits, so this forwards the bytes as received.	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	281	cmd: McpServeCommands,	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	301	force: bool,	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	321	/// Also serve the shell tool (runs under the same OS sandbox as the agent)	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	341	/// the provider recorded -- not the local per-session estimate the TUI's bare	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	501	#[command(flatten)]	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	521	input_format: InputFormat,	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	541	project: String,	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	581	/// Read/write the user-wide `~/.jan/config.toml` provider store. This is the	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	601	#[arg(long)]	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	681	/// Manage MCP servers in the shared <jan_data>/mcp_config.json, the same store	COMMENT
LOW	src-tauri/jan-cli/src/main.rs	701	/// Command for a stdio server (e.g. npx, uvx)	COMMENT
LOW	src-tauri/plugins/tauri-plugin-vector-db/src/db.rs	41	#[derive(Debug, Serialize, Deserialize, Clone)]	COMMENT
LOW	src-tauri/plugins/tauri-plugin-llamacpp/build.rs	1	//! Permission generation, plus the optional native llama.cpp engine build.	COMMENT
LOW	src-tauri/plugins/tauri-plugin-llamacpp/build.rs	221	/// nested. The toolchain file sets `CMAKE_SYSTEM_NAME`, which makes	COMMENT
LOW	src-tauri/plugins/tauri-plugin-llamacpp/build.rs	341	"cargo:rustc-env=JAN_GGML_BACKEND_DIR={}",	COMMENT
497 more matches not shown…

Decorative Section Separators77 hits · 234 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	build-tui.sh	4	# ────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	build-tui.sh	14	# ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/components/FilePickerPopover.tsx	12	// ─── File-type icon helper ───────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/components/FilePickerPopover.tsx	51	// ─── Props ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/components/ai-elements/chain-of-thought.tsx	38	// ── Types ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/components/ai-elements/chain-of-thought.tsx	42	// ── Context ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/components/ai-elements/chain-of-thought.tsx	67	// ── ChainOfThought (root) ──────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/components/ai-elements/chain-of-thought.tsx	190	// ── ChainOfThoughtHeader ───────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/components/ai-elements/chain-of-thought.tsx	311	// ── ChainOfThoughtContent ──────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/components/ai-elements/chain-of-thought.tsx	334	// ── ChainOfThoughtText ─────────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/components/ai-elements/chain-of-thought.tsx	361	// ── ChainOfThoughtStep ─────────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/components/ai-elements/chain-of-thought.tsx	403	// ── ChainOfThoughtSearchResults ────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/components/ai-elements/chain-of-thought.tsx	427	// ── ChainOfThoughtSearchResult ─────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/components/ai-elements/chain-of-thought.tsx	448	// ── ChainOfThoughtImage ────────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/components/ai-elements/chain-of-thought.tsx	468	// ── Display names ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/lib/path-references.ts	16	// ── Exports ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/lib/path-references.ts	65	// ── Parsing references from text ─────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/lib/path-references.ts	119	// ── Fuzzy file search ────────────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/lib/path-references.ts	170	// ── Resolving a single reference content ─────────────────────────────────────	COMMENT
MEDIUM	web-app/src/lib/path-references.ts	296	// ── Internal helpers ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ib/mcp-orchestrator/__tests__/mcp-orchestrator.test.ts	44	// ─── below threshold — uses getTools() ───────────────────────────────────	COMMENT
MEDIUM	…ib/mcp-orchestrator/__tests__/mcp-orchestrator.test.ts	100	// ─── above threshold — uses getToolsForServers() ─────────────────────────	COMMENT
MEDIUM	…ib/mcp-orchestrator/__tests__/mcp-orchestrator.test.ts	137	// ─── caching ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ib/mcp-orchestrator/__tests__/mcp-orchestrator.test.ts	192	// ─── summary caching ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…ib/mcp-orchestrator/__tests__/mcp-orchestrator.test.ts	222	// ─── error resilience ────────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/services/__tests__/mcp.test.ts	461	// ─── getToolsForServers ──────────────────────────────────────────────────	COMMENT
MEDIUM	web-app/src/services/__tests__/mcp.test.ts	505	// ─── getServerSummaries ──────────────────────────────────────────────────	COMMENT
MEDIUM	adk/python/jan_adk/_generated.py	115	# -------------------------------------------------------------------------	COMMENT
MEDIUM	adk/python/jan_adk/_generated.py	117	# -------------------------------------------------------------------------	COMMENT
MEDIUM	adk/python/jan_adk/_generated.py	204	# -------------------------------------------------------------------------	COMMENT
MEDIUM	adk/python/jan_adk/_generated.py	206	# -------------------------------------------------------------------------	COMMENT
MEDIUM	adk/python/jan_adk/_generated.py	279	# -------------------------------------------------------------------------	COMMENT
MEDIUM	adk/python/jan_adk/_generated.py	281	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src-tauri/jan-cli/src/main.rs	26	// ── Top-level CLI ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/jan-cli/src/main.rs	434	// ── Agent subcommands ──────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/jan-cli/src/main.rs	632	// ── Threads subcommands ────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/jan-cli/src/main.rs	655	// ── Models subcommands ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/jan-cli/src/main.rs	679	// ── MCP subcommands ────────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/jan-cli/src/main.rs	740	// ── ASCII logo ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/jan-cli/src/main.rs	760	// ── Entry point ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/jan-cli/src/main.rs	883	// ── ACP server handler ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/jan-cli/src/main.rs	908	// ── MCP server handler ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/jan-cli/src/main.rs	933	// ── Update handler ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/jan-cli/src/main.rs	1074	// ── CLI dispatch ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/jan-cli/src/main.rs	1090	// ── Agent handlers ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/jan-cli/src/main.rs	1373	// ── Threads handlers ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/jan-cli/src/main.rs	1413	// ── Models handlers ────────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/core/server/tests.rs	584	// ── Pure helper coverage ───────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/core/agent/subagent.rs	3676	// ── intersect_allowed_tools ─────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/core/agent/subagent.rs	3852	// ── resolve_dispatch ────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/core/agent/subagent.rs	4273	// ── event forwarding + final text ───────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/core/agent/subagent.rs	4358	// ── tool schemas + arg parsing ──────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/core/agent/subagent.rs	4372	// ── background registry (spawn/await/abort) ─────────────────────────────	COMMENT
MEDIUM	src-tauri/src/core/agent/subagent.rs	4529	// ── max-parallel admission (semaphore queue) ───────────────────────────	COMMENT
MEDIUM	src-tauri/src/core/agent/context.rs	966	// ── Runtime environment block ────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/core/agent/otel/encode.rs	100	// ── OTLP/JSON ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/core/agent/otel/encode.rs	229	// ── OTLP/protobuf ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/core/agent/otel/mod.rs	385	// ── The process-wide exporter ────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/core/agent/otel/mod.rs	574	// ── Aggregation ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/core/agent/otel/mod.rs	1339	// ── Export ───────────────────────────────────────────────────────────────────	COMMENT
17 more matches not shown…

Hyper-Verbose Identifiers125 hits · 122 pts

Severity	File	Line	Snippet	Context
LOW	web-app/src/providers/DataProvider.tsx	73	async function seedProviderKeysFromKeyring(	CODE
LOW	web-app/src/providers/KeyboardShortcuts.tsx	13	export function KeyboardShortcutsProvider() {	CODE
LOW	web-app/src/utils/reasoning.ts	44	export function extractReasoningFromMessage(	CODE
LOW	web-app/src/utils/toastPlacement.ts	23	export function getDefaultNotificationPosition(): NotificationPosition {	CODE
LOW	web-app/src/utils/error.ts	30	export function isLocalContextOverflowMessage(message: string): boolean {	CODE
LOW	web-app/src/components/left-sidebar/NavMain.tsx	141	function NavMainItemWithAnimatedIcon({	CODE
LOW	web-app/src/hooks/useReconcileVideoCapability.ts	38	export function useReconcileVideoCapability(	CODE
LOW	web-app/src/lib/provider-api-keys.ts	18	export function providerRemoteApiKeyChain(provider: {	CODE
LOW	web-app/src/lib/migrateLocalStorageSettings.ts	51	async function transformModelProviderBlob(	CODE
LOW	web-app/src/lib/migrateLocalStorageSettings.ts	148	export async function migrateLocalStorageToBackend(): Promise<void> {	CODE
LOW	web-app/src/lib/model-factory.ts	224	export function reconcileConstraintParams(body: Record<string, unknown>): void {	CODE
LOW	web-app/src/lib/model-factory.ts	367	export function cleanUpstreamErrorMessage(raw: string): string {	CODE
LOW	web-app/src/lib/model-factory.ts	662	export function stripAssistantReasoningInBody(	CODE
LOW	web-app/src/lib/model-factory.ts	677	function shouldStripReasoningFromContext(): boolean {	CODE
LOW	web-app/src/lib/model-factory.ts	708	function withAssistantReasoningStripped(	CODE
LOW	web-app/src/lib/model-factory.ts	728	export function decodeAudioSentinelsInBody(body: Record<string, unknown>): void {	CODE
LOW	web-app/src/lib/model-factory.ts	770	export function decodeVideoSentinelsInBody(body: Record<string, unknown>): void {	CODE
LOW	web-app/src/lib/model-factory.ts	811	export function decodeToolImageSentinelsInBody(	CODE
LOW	web-app/src/lib/model-factory.ts	832	function createApiKeyRotatingFetch(	CODE
LOW	web-app/src/lib/partialJson.ts	88	export function unescapePartialJsonString(raw: string): string {	CODE
LOW	web-app/src/lib/custom-chat-transport.ts	171	function extractModelSamplingDefaults(	CODE
LOW	web-app/src/lib/custom-chat-transport.ts	213	function extractModelTemplateKwargs(	CODE
LOW	web-app/src/lib/custom-chat-transport.ts	238	async function resolveThinkingBudgetTokens(	CODE
LOW	web-app/src/lib/custom-chat-transport.ts	294	function normalizeToolInputSchemaValue(value: unknown): unknown {	CODE
LOW	web-app/src/lib/custom-chat-transport.ts	478	export function extractContextInfoFromError(	CODE
LOW	web-app/src/lib/custom-chat-transport.ts	518	export function stripUnsupportedImageParts(	CODE
LOW	web-app/src/lib/custom-chat-transport.ts	672	export function coalesceMessagesForAlternation(	CODE
LOW	web-app/src/lib/custom-chat-transport.ts	771	export function buildLlamacppReasoningParams(	CODE
LOW	web-app/src/lib/custom-chat-transport.ts	817	function prependContinuationToUIStream(	CODE
LOW	web-app/src/lib/chatFinish.ts	14	export function providerHasContextSetting(provider: string \| undefined): boolean {	CODE
LOW	web-app/src/lib/coworkPrompt.ts	199	export function buildSubagentSystemPrompt(	CODE
LOW	web-app/src/lib/messages.ts	17	export function convertUIMessageToThreadMessage(	CODE
LOW	web-app/src/lib/messages.ts	138	export function convertUIMessagesToThreadMessages(	CODE
LOW	web-app/src/lib/messages.ts	255	export function convertThreadMessageToUIMessage(	CODE
LOW	web-app/src/lib/messages.ts	402	export function uiMessageHasMeaningfulContent(message: {	CODE
LOW	web-app/src/lib/messages.ts	452	export function convertThreadMessagesToUIMessages(	CODE
LOW	web-app/src/lib/messages.ts	491	export function extractContentPartsFromUIMessage(message: UIMessage): ThreadContent[] {	CODE
LOW	web-app/src/lib/reasoningProviderOptions.ts	58	export function buildReasoningProviderOptions(	CODE
LOW	web-app/src/lib/utils.ts	34	export function disableIndentedCodeBlockPlugin() {	CODE
LOW	web-app/src/lib/backendDependencies.ts	26	export function getInstallRecommendations(	CODE
LOW	web-app/src/lib/mcp-router-model-filter.ts	48	export function isLikelyLightweightRouterModel(model: Model): boolean {	CODE
LOW	web-app/src/lib/thinkingBudget.ts	26	export function tokensForThinkingBudgetLevel(	CODE
LOW	web-app/src/lib/remoteModelCatalog.ts	155	function inferAnthropicCapabilities(id: string): string[] \| null {	CODE
LOW	web-app/src/lib/context-manager.ts	96	export function estimateConversationTokens(	CODE
LOW	web-app/src/lib/toolCallRepair.ts	12	export function sanitizeInvalidJsonEscapes(raw: string): string {	CODE
LOW	web-app/src/lib/providerCaps.ts	191	export function buildsOwnToolImageRequest(	CODE
LOW	web-app/src/lib/providerCaps.ts	208	export function isPredefinedRemoteProvider(	CODE
LOW	web-app/src/lib/citation-parser.ts	86	export function parseCitationsFromToolOutput(	CODE
LOW	web-app/src/containers/DownloadButton.tsx	27	export function DownloadButtonPlaceholder({	CODE
LOW	web-app/src/containers/ParametersSection.tsx	462	function isGroupCapabilitySupported(	CODE
LOW	web-app/src/containers/TokenCounterCompactSwitcher.tsx	4	export function TokenCounterCompactSwitcher() {	CODE
LOW	web-app/src/containers/NotificationPositionSwitcher.tsx	30	export function NotificationPositionSwitcher() {	CODE
LOW	…p/src/containers/dialogs/MissingDependenciesDialog.tsx	23	export default function MissingDependenciesDialog() {	CODE
LOW	…p/src/containers/dialogs/ImportLlamacppModelDialog.tsx	126	function detectEmbeddingFromMetadata(	CODE
LOW	…p/src/containers/dialogs/JanBrowserExtensionDialog.tsx	31	export default function JanBrowserExtensionDialog({	CODE
LOW	web-app/src/containers/dialogs/llamacppRouterError.ts	23	export function stampErrorOnLastUserMessage(	CODE
LOW	…containers/dialogs/DeleteAllThreadsInProjectDialog.tsx	25	export function DeleteAllThreadsInProjectDialog({	CODE
LOW	…p/src/containers/dialogs/AttachmentIngestionDialog.tsx	14	export default function AttachmentIngestionDialog() {	CODE
LOW	web-app/src/routes/threads/$threadId.tsx	342	function stampContextErrorOnThread(	CODE
LOW	web-app/src/services/app/console-logger.ts	18	export function installConsoleLogForwarding(): void {	CODE
65 more matches not shown…

Fake / Example Data96 hits · 94 pts

Severity	File	Line	Snippet	Context
LOW	web-app/src/locales/de-DE/mcp-servers.json	36	"placeholder": "JSON Konfiguration eingeben",	CODE
LOW	web-app/src/locales/de-DE/common.json	130	"placeholder": {	CODE
LOW	web-app/src/locales/de-DE/common.json	181	"placeholder": "JSON-Konfiguration eingeben...",	CODE
LOW	web-app/src/locales/pl/mcp-servers.json	36	"placeholder": "Wprowadź konfigurację JSON",	CODE
LOW	web-app/src/locales/pl/common.json	128	"placeholder": {	CODE
LOW	web-app/src/locales/pl/common.json	175	"placeholder": "Wprowadź konfigurację JSON…",	CODE
LOW	web-app/src/locales/vn/mcp-servers.json	36	"placeholder": "Nhập cấu hình JSON",	CODE
LOW	web-app/src/locales/vn/common.json	135	"placeholder": {	CODE
LOW	web-app/src/locales/vn/common.json	181	"placeholder": "Nhập cấu hình JSON...",	CODE
LOW	web-app/src/locales/ja/mcp-servers.json	36	"placeholder": "JSON構成を入力",	CODE
LOW	web-app/src/locales/ja/common.json	148	"placeholder": {	CODE
LOW	web-app/src/locales/ja/common.json	203	"placeholder": "JSON構成を入力...",	CODE
LOW	web-app/src/locales/ja/providers.json	97	"placeholder": "sk-…\nsk-…",	CODE
LOW	web-app/src/locales/it/mcp-servers.json	36	"placeholder": "Inserisci la configurazione JSON",	CODE
LOW	web-app/src/locales/it/common.json	143	"placeholder": {	CODE
LOW	web-app/src/locales/it/common.json	195	"placeholder": "Inserisci configurazione JSON...",	CODE
LOW	web-app/src/locales/it/providers.json	91	"placeholder": "sk-…\nsk-…",	CODE
LOW	web-app/src/locales/ca/mcp-servers.json	36	"placeholder": "Introdueix la configuració JSON",	CODE
LOW	web-app/src/locales/ca/common.json	123	"placeholder": {	CODE
LOW	web-app/src/locales/ca/common.json	175	"placeholder": "Introdueix la configuració JSON...",	CODE
LOW	web-app/src/locales/cs/mcp-servers.json	36	"placeholder": "Zadejte konfiguraci JSON",	CODE
LOW	web-app/src/locales/cs/common.json	130	"placeholder": {	CODE
LOW	web-app/src/locales/cs/common.json	182	"placeholder": "Zadejte konfiguraci JSON...",	CODE
LOW	web-app/src/locales/ru/mcp-servers.json	36	"placeholder": "Введите конфигурацию JSON",	CODE
LOW	web-app/src/locales/ru/common.json	130	"placeholder": {	CODE
LOW	web-app/src/locales/ru/common.json	182	"placeholder": "Введите конфигурацию JSON",	CODE
LOW	web-app/src/locales/zh-CN/mcp-servers.json	36	"placeholder": "输入 JSON 配置",	CODE
LOW	web-app/src/locales/zh-CN/common.json	142	"placeholder": {	CODE
LOW	web-app/src/locales/zh-CN/common.json	188	"placeholder": "输入 JSON 配置...",	CODE
LOW	web-app/src/locales/zh-TW/mcp-servers.json	36	"placeholder": "輸入 JSON 設定",	CODE
LOW	web-app/src/locales/zh-TW/common.json	142	"placeholder": {	CODE
LOW	web-app/src/locales/zh-TW/common.json	188	"placeholder": "輸入 JSON 組態...",	CODE
LOW	web-app/src/locales/pt-BR/mcp-servers.json	36	"placeholder": "Digite a configuração JSON",	CODE
LOW	web-app/src/locales/pt-BR/common.json	128	"placeholder": {	CODE
LOW	web-app/src/locales/pt-BR/common.json	179	"placeholder": "Entre com a configuração do JSON...",	CODE
LOW	web-app/src/locales/hi/settings.json	398	"placeholder": "यहाँ अपना बॉट टोकन पेस्ट करें",	CODE
LOW	web-app/src/locales/hi/mcp-servers.json	36	"placeholder": "JSON कॉन्फ़िगरेशन दर्ज करें",	CODE
LOW	web-app/src/locales/hi/common.json	142	"placeholder": {	CODE
LOW	web-app/src/locales/hi/common.json	194	"placeholder": "JSON कॉन्फ़िगरेशन दर्ज करें...",	CODE
LOW	web-app/src/locales/ko/settings.json	398	"placeholder": "여기에 봇 토큰을 붙여넣으세요",	CODE
LOW	web-app/src/locales/ko/mcp-servers.json	36	"placeholder": "JSON 설정을 입력하세요",	CODE
LOW	web-app/src/locales/ko/common.json	141	"placeholder": {	CODE
LOW	web-app/src/locales/ko/common.json	193	"placeholder": "JSON 구성을 입력하세요...",	CODE
LOW	web-app/src/locales/id/mcp-servers.json	36	"placeholder": "Masukkan konfigurasi JSON",	CODE
LOW	web-app/src/locales/id/common.json	130	"placeholder": {	CODE
LOW	web-app/src/locales/id/common.json	181	"placeholder": "Masukkan konfigurasi JSON...",	CODE
LOW	web-app/src/locales/fr/mcp-servers.json	36	"placeholder": "Entrez la configuration JSON",	CODE
LOW	web-app/src/locales/fr/common.json	130	"placeholder": {	CODE
LOW	web-app/src/locales/fr/common.json	181	"placeholder": "Entrez la configuration JSON...",	CODE
LOW	web-app/src/locales/es/settings.json	398	"placeholder": "Pega tu token del bot aquí",	CODE
LOW	web-app/src/locales/es/mcp-servers.json	36	"placeholder": "Ingresa la configuración JSON",	CODE
LOW	web-app/src/locales/es/common.json	142	"placeholder": {	CODE
LOW	web-app/src/locales/es/common.json	194	"placeholder": "Ingresa la configuración JSON...",	CODE
LOW	web-app/src/locales/en/mcp-servers.json	36	"placeholder": "Enter JSON configuration",	CODE
LOW	web-app/src/locales/en/common.json	243	"placeholder": {	CODE
LOW	web-app/src/locales/en/common.json	298	"placeholder": "Enter JSON configuration...",	CODE
LOW	web-app/src/locales/en/common.json	769	"placeholder": "Ask for a plan. The agent won't change any files."	CODE
LOW	web-app/src/locales/en/providers.json	113	"placeholder": "sk-…\nsk-…",	CODE
LOW	web-app/src/containers/__tests__/ModelCombobox.test.tsx	79	expect(input).toHaveAttribute('placeholder', 'Type or select a model...')	CODE
LOW	web-app/src/containers/__tests__/ModelCombobox.test.tsx	88	expect(input).toHaveAttribute('placeholder', 'Choose a model')	CODE
36 more matches not shown…

Modern AI Meta-Vocabulary22 hits · 65 pts

Severity	File	Line	Snippet	Context
MEDIUM	web-app/src/components/ai-elements/chain-of-thought.tsx	150	// Accumulated, not replaced: an agentic turn reasons, answers, then	COMMENT
MEDIUM	…-elements/__tests__/chain-of-thought-duration.test.tsx	84	// An agentic turn reasons, answers, then reasons again. Each window used to	COMMENT
MEDIUM	web-app/src/hooks/useSkills.ts	18	// [] -> all skills enabled (scaffold default; backward compatible)	COMMENT
MEDIUM	web-app/src/lib/__tests__/skillStore.test.ts	94	// guest-js would silently drop the scaffold.	COMMENT
MEDIUM	src-tauri/jan-cli/src/main.rs	188	/// Fail the run after at most N agentic turns; bounds this run only, not	COMMENT
MEDIUM	…c-tauri/plugins/tauri-plugin-agent-tools/src/skills.rs	348	/// (backward-compatible with the agent.toml scaffold, which ships `enabled = []`).	COMMENT
MEDIUM	src-tauri/src/core/agent/global_config.rs	1856	// the scaffold are not preserved, but no provider data is lost).	COMMENT
MEDIUM	src-tauri/src/core/agent/store_migration.rs	151	// An empty store directory (a scaffold from an earlier launch that found	COMMENT
MEDIUM	src-tauri/src/core/agent/skills.rs	735	/// (backward-compatible with the agent.toml scaffold, which ships `enabled = []`).	COMMENT
MEDIUM	src-tauri/src/core/agent/project.rs	173	/// `enabled` list means "all skills" (backward-compatible with the scaffold	COMMENT
MEDIUM	src-tauri/src/core/agent/project.rs	349	# run. Defaults to the model's context window when unset (128000 if the window	COMMENT
MEDIUM	src-tauri/src/core/agent/project.rs	673	/// Delete keys an older scaffold wrote that nothing reads any more, in place and	COMMENT
MEDIUM	src-tauri/src/core/agent/project.rs	675	/// agent.toml is Jan's own scaffold in Jan's store, so tidying it here beats a	COMMENT
MEDIUM	src-tauri/src/core/agent/project.rs	961	/// The scaffold documents the key, so it has to stay parseable as written.	COMMENT
MEDIUM	src-tauri/src/core/agent/project.rs	971	// A mistyped --project (e.g. wrong case) must fail fast, not scaffold a	COMMENT
MEDIUM	src-tauri/src/core/agent/project.rs	984	/// user's (or `/init`'s) to create -- the scaffold must not plant an empty	COMMENT
MEDIUM	src-tauri/src/core/agent/project.rs	1295	/// The scaffold leaves the key commented out, so a fresh project picks up	COMMENT
MEDIUM	src-tauri/src/core/agent/compaction.rs	251	/// one. Forward first, since that drops the most; but a long agentic run under	COMMENT
MEDIUM	src-tauri/src/core/agent/compaction.rs	987	/// One prompt driving a long agentic run is the normal shape here: a single	COMMENT
MEDIUM	src-tauri/src/core/agent/context.rs	240	const SUBAGENT_GUIDE: &str = "# Subagents\n\nYour own context window is limited. For open-ended exploration \	CODE
MEDIUM	src-tauri/src/core/cli/mod.rs	1550	/// `--max-turns`: hard cap on agentic turns for this run, and the only	COMMENT
MEDIUM	src-tauri/src/core/cli/mod.rs	1687	/// `--max-turns`: hard cap on agentic turns, and the only setting that	COMMENT

Empty Error Handlers7 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	adk/python/jan_adk/session.py	408	except Exception: # noqa: BLE001 - nothing left to tell	CODE
HIGH	adk/python/jan_adk/runtime.py	400	except (ProcessLookupError, OSError):	CODE
HIGH	adk/python/jan_adk/runtime.py	346	except OSError:	CODE
HIGH	scripts/adk-nightly/smoke_client.py	52	except ProcessLookupError:	CODE
HIGH	autoqa/utils.py	32	except (psutil.NoSuchProcess, psutil.AccessDenied, psutil.ZombieProcess):	CODE
HIGH	autoqa/utils.py	49	except (psutil.NoSuchProcess, psutil.AccessDenied, psutil.ZombieProcess):	CODE
HIGH	autoqa/main.py	128	except:	CODE

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	web-app/src/routes/threads/__tests__/$threadId.test.tsx	1034	const added = h.messagesState.addMessage.mock.calls.map((c: any[]) => c[0])	CODE
CRITICAL	web-app/src/routes/threads/__tests__/$threadId.test.tsx	1063	const added = h.messagesState.addMessage.mock.calls.map((c: any[]) => c[0])	CODE
CRITICAL	web-app/src/routes/threads/__tests__/$threadId.test.tsx	1078	const added = h.messagesState.addMessage.mock.calls.map((c: any[]) => c[0])	CODE

Excessive Try-Catch Wrapping34 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	adk/python/jan_adk/session.py	393	except Exception as error: # noqa: BLE001 - classified below	CODE
LOW	adk/python/jan_adk/session.py	408	except Exception: # noqa: BLE001 - nothing left to tell	CODE
LOW	adk/python/jan_adk/runtime.py	424	except Exception as error: # noqa: BLE001 - one bad frame must not stop the reader	CODE
LOW	adk/python/jan_adk/runtime.py	502	except Exception as error: # noqa: BLE001 - a listener chose to raise	CODE
LOW	adk/python/jan_adk/errors.py	68	except Exception: # noqa: BLE001	CODE
LOW	examples/adk/python/host_tool.py	101	except Exception as error: # the model sees this as the tool's error	CODE
LOW	autoqa/reportportal_handler.py	40	except Exception as e:	CODE
LOW	autoqa/reportportal_handler.py	64	except Exception as e:	CODE
LOW	autoqa/reportportal_handler.py	161	except Exception as e:	CODE
LOW	autoqa/reportportal_handler.py	207	except Exception as e:	CODE
LOW	autoqa/reportportal_handler.py	265	except Exception as e:	CODE
LOW	autoqa/reportportal_handler.py	282	except Exception as e:	CODE
LOW	autoqa/reportportal_handler.py	328	except Exception as e:	CODE
LOW	autoqa/reportportal_handler.py	395	except Exception as e:	CODE
LOW	autoqa/reportportal_handler.py	433	except Exception as e:	CODE
LOW	autoqa/screen_recorder.py	76	except Exception as e:	CODE
LOW	autoqa/screen_recorder.py	80	except Exception as e:	CODE
LOW	autoqa/utils.py	163	except Exception as e:	STRING
LOW	autoqa/utils.py	201	except Exception as e:	STRING
LOW	autoqa/utils.py	217	except Exception as e2:	STRING
LOW	autoqa/utils.py	285	except Exception as e:	STRING
LOW	autoqa/utils.py	316	except Exception as e:	STRING
LOW⚡	autoqa/test_runner.py	143	except Exception as e:	CODE
LOW⚡	autoqa/test_runner.py	201	except Exception as e:	CODE
LOW	autoqa/test_runner.py	185	except Exception as e:	CODE
LOW	autoqa/test_runner.py	249	except Exception as e:	CODE
LOW	autoqa/test_runner.py	257	except Exception as upload_error:	CODE
LOW	autoqa/main.py	120	except Exception as e:	CODE
LOW	autoqa/main.py	151	except Exception as e:	CODE
LOW	autoqa/main.py	380	except Exception as e:	STRING
LOW	autoqa/main.py	451	except Exception as e:	STRING
LOW	autoqa/main.py	480	except Exception as e:	STRING
LOW	autoqa/main.py	493	except Exception as e:	STRING
MEDIUM	autoqa/main.py	106	def run_server():	CODE

Unused Imports29 hits · 28 pts

Severity	File	Line	Context
LOW	adk/python/tests/test_adk.py	14	CODE
LOW	adk/python/tests/harness.py	9	CODE
LOW	adk/python/tests/test_install.py	10	CODE
LOW	adk/python/jan_adk/_generated.py	5	CODE
LOW	adk/python/jan_adk/session.py	3	CODE
LOW	adk/python/jan_adk/__init__.py	19	CODE
LOW	adk/python/jan_adk/__init__.py	19	CODE
LOW	adk/python/jan_adk/__init__.py	20	CODE
LOW	adk/python/jan_adk/__init__.py	20	CODE
LOW	adk/python/jan_adk/__init__.py	21	CODE
LOW	adk/python/jan_adk/__init__.py	21	CODE
LOW	adk/python/jan_adk/__init__.py	21	CODE
LOW	adk/python/jan_adk/__init__.py	21	CODE
LOW	adk/python/jan_adk/__init__.py	21	CODE
LOW	adk/python/jan_adk/__init__.py	21	CODE
LOW	adk/python/jan_adk/__init__.py	21	CODE
LOW	adk/python/jan_adk/__init__.py	21	CODE
LOW	adk/python/jan_adk/__init__.py	21	CODE
LOW	adk/python/jan_adk/__init__.py	32	CODE
LOW	adk/python/jan_adk/__init__.py	32	CODE
LOW	adk/python/jan_adk/__init__.py	33	CODE
LOW	adk/python/jan_adk/__init__.py	33	CODE
LOW	adk/python/jan_adk/__init__.py	33	CODE
LOW	adk/python/jan_adk/__init__.py	33	CODE
LOW	adk/python/jan_adk/__init__.py	33	CODE
LOW	adk/python/jan_adk/_queue.py	8	CODE
LOW	adk/python/jan_adk/runtime.py	9	CODE
LOW	adk/python/jan_adk/install.py	21	CODE
LOW	adk/python/jan_adk/errors.py	7	CODE

Redundant / Tautological Comments15 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	…orkflows/template-tauri-build-windows-x64-external.yml	84	# Check if it has a "-"	COMMENT
LOW	…orkflows/template-tauri-build-windows-x64-external.yml	88	# Check if it is rcX-beta	COMMENT
LOW	.github/workflows/template-tauri-build-windows-x64.yml	196	# Check if it has a "-"	COMMENT
LOW	.github/workflows/template-tauri-build-windows-x64.yml	200	# Check if it is rcX-beta	COMMENT
LOW	.github/workflows/autoqa-template.yml	393	# Check if Homebrew is available	COMMENT
LOW	.github/scripts/rename-uninstaller.sh	6	# Check if the correct number of arguments is provided	COMMENT
LOW	.github/scripts/rename-uninstaller.sh	14	# Check if the file exists	COMMENT
LOW	.github/scripts/rename-app.sh	3	# Check if the correct number of arguments is provided	COMMENT
LOW	.github/scripts/rename-app.sh	19	# Check if the input file exists	COMMENT
LOW	.github/scripts/auto-sign.sh	3	# Check if both APP_PATH and DEVELOPER_ID environment variables are set	COMMENT
LOW	.github/scripts/rename-tauri-app.sh	3	# Check if the correct number of arguments is provided	COMMENT
LOW	.github/scripts/rename-tauri-app.sh	19	# Check if the input file exists	COMMENT
LOW	.github/scripts/rename-workspace.sh	8	# Check if the file exists	COMMENT
LOW	autoqa/utils.py	304	# Read file content	STRING
LOW	autoqa/main.py	139	# Check if thread is still alive (server is running)	COMMENT

Verbosity Indicators10 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	docs/src/components/OAICoverage/index.tsx	109	// Step 2: Find the first date for each group	COMMENT
LOW⚡	autoqa/test_runner.py	82	# Step 1: Check and force close Jan app if running	COMMENT
LOW⚡	autoqa/test_runner.py	87	# Step 2: Start Jan app in maximized mode	COMMENT
LOW⚡	autoqa/test_runner.py	93	# Step 3: Start screen recording	COMMENT
LOW⚡	autoqa/test_runner.py	96	# Step 4: Create agent for this test using config	COMMENT
LOW⚡	autoqa/test_runner.py	151	# Step 6: Run the test with prompt	COMMENT
LOW⚡	autoqa/test_runner.py	197	# Step 7: Stop screen recording	COMMENT
LOW⚡	autoqa/test_runner.py	204	# Step 8: Upload results to ReportPortal only if enabled	COMMENT
LOW	autoqa/test_runner.py	108	# Step 5: Start monitoring thread	COMMENT
LOW	autoqa/test_runner.py	317	# Step 9: Always force close Jan app after test completion	COMMENT

AI Slop Vocabulary7 hits · 20 pts

Severity	File	Line	Snippet	Context
MEDIUM	web-app/src/lib/custom-chat-transport.ts	1744	// user sees a seamless continuation rather than an empty box.	COMMENT
MEDIUM	adk/python/jan_adk/_generated.py	518	# SHA-256 of the request body as Jan built it, as canonical JSON: every object's keys sorted, recursively, so re-enc	COMMENT
MEDIUM	scripts/find-missing-i18n-key.js	72	/\bt$\s["']([^"']+)["']\s(?:,\s*[^)]+)?$/g, // Match t("key") format with optional parameters - simplified and mor	CODE
MEDIUM	.github/workflows/e2e-suite.yml	2	# platforms. e2e-check.yml is the per-PR gate and only type-checks the harness;	COMMENT
MEDIUM	.github/workflows/e2e-suite.yml	148	# Produces the debug binary the harness expects at	COMMENT
MEDIUM	src-tauri/src/core/openai_schema.rs	51	/// To be robust, we default `type` to `"string"` for description-only leaf schemas	COMMENT
MEDIUM	src-tauri/src/core/agent/goal.rs	71	/// Seconds elapsed since the goal was set (saturating; robust to clock skew).	COMMENT

Structural Annotation Overuse10 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	docs/src/components/OAICoverage/index.tsx	109	// Step 2: Find the first date for each group	COMMENT
LOW⚡	autoqa/test_runner.py	82	# Step 1: Check and force close Jan app if running	COMMENT
LOW⚡	autoqa/test_runner.py	87	# Step 2: Start Jan app in maximized mode	COMMENT
LOW⚡	autoqa/test_runner.py	93	# Step 3: Start screen recording	COMMENT
LOW⚡	autoqa/test_runner.py	96	# Step 4: Create agent for this test using config	COMMENT
LOW⚡	autoqa/test_runner.py	151	# Step 6: Run the test with prompt	COMMENT
LOW⚡	autoqa/test_runner.py	197	# Step 7: Stop screen recording	COMMENT
LOW⚡	autoqa/test_runner.py	204	# Step 8: Upload results to ReportPortal only if enabled	COMMENT
LOW	autoqa/test_runner.py	108	# Step 5: Start monitoring thread	COMMENT
LOW	autoqa/test_runner.py	317	# Step 9: Always force close Jan app after test completion	COMMENT

Deep Nesting13 hits · 12 pts

Severity	File	Line	Context
LOW	adk/python/jan_adk/install.py	358	CODE
LOW	examples/adk/python/host_tool.py	47	CODE
LOW	examples/adk/python/first_turn.py	20	CODE
LOW	autoqa/reportportal_handler.py	12	CODE
LOW	autoqa/reportportal_handler.py	93	CODE
LOW	autoqa/reportportal_handler.py	192	CODE
LOW	autoqa/reportportal_handler.py	291	CODE
LOW	autoqa/utils.py	58	CODE
LOW	autoqa/utils.py	168	CODE
LOW	autoqa/utils.py	221	CODE
LOW	autoqa/test_runner.py	18	CODE
LOW	autoqa/test_runner.py	109	CODE
LOW	autoqa/main.py	287	CODE

Modern Structural Boilerplate6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	adk/python/jan_adk/__init__.py	37	__all__ = [	CODE
LOW	autoqa/reportportal_handler.py	10	logger = logging.getLogger(__name__)	CODE
LOW	autoqa/screen_recorder.py	8	logger = logging.getLogger(__name__)	CODE
LOW	autoqa/utils.py	10	logger = logging.getLogger(__name__)	CODE
LOW	autoqa/test_runner.py	16	logger = logging.getLogger(__name__)	CODE
LOW	autoqa/main.py	24	logger = logging.getLogger(__name__)	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	adk/python/jan_adk/session.py	119	self._queue.push(event)	CODE

Self-Referential Comments1 hit · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	autoqa/test_runner.py	155	# Create the agent task	COMMENT

Example Usage Blocks2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	build-tui.sh	8	# Usage:	COMMENT
LOW	jan-agent.sh	3	# Usage:	COMMENT

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	adk/python/jan_adk/runtime.py	71		CODE
LOW	adk/python/jan_adk/runtime.py	201		CODE

janhq/jan

Open-Source Code Quality, Security and Technical Debt Review