1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

11.2K

Stars

TypeScript

Language

432.4K

Lines of Code

1.5K

Files

695

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 7.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 676 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 18 finding(s).

Agent Over-Engineering Ratio 3.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 288 finding(s).

PR Review Velocity Impact 8.4/100 · LOW

Which changes need focused human review? 695 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 8MEDIUM 12LOW 675

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 695 distinct pattern matches across 10 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 Block376 hits · 368 pts

Severity	File	Line	Snippet	Context
LOW	tsconfig.lint.json	1	{	COMMENT
LOW	eslint.config.js	1	import js from "@eslint/js";	COMMENT
LOW	eslint.config.js	21	// re-sync #1955 fixed sat here unreported while the identical shape was an	COMMENT
LOW	clients/launcher/tsconfig.test.json	1	{	COMMENT
LOW	clients/tui/tsdown.config.ts	1	import { defineConfig } from "tsdown";	COMMENT
LOW	clients/tui/tsdown.config.ts	21	// mounts. That is the reported crash, and inlining them is its fix.	COMMENT
LOW	clients/tui/tsdown.config.ts	41	// `react` is deliberately external — the single instance every inlined	COMMENT
LOW	clients/tui/tsdown.config.ts	61	"@modelcontextprotocol/core",	COMMENT
LOW	clients/tui/tsdown.config.ts	81	// reached by a manifest edit rather than an omission.	COMMENT
LOW	clients/tui/vitest.config.ts	21	// here waits on a React commit under v8 instrumentation — the shape behind	COMMENT
LOW	clients/tui/__tests__/setup.ts	1	// Shared vitest setup for the TUI renderer tests.	COMMENT
LOW	clients/tui/__tests__/SkillsTab.test.tsx	761	//	COMMENT
LOW	clients/tui/__tests__/helpers/renderTui.tsx	1	// A drop-in replacement for ink-testing-library's `render` that strips ANSI	COMMENT
LOW	clients/tui/src/utils/clipboard.ts	1	// Getting a value out of the TUI and onto the user's clipboard (#2421).	COMMENT
LOW	clients/tui/src/utils/schemaToForm.ts	421	type: "select",	COMMENT
LOW	clients/web/tsdown.runner.config.ts	41	// actually reaches it is a function of what `core/` imports, not of this	COMMENT
LOW	clients/web/vite.config.ts	41	// misclassification trap where a file's environment depended on whether	COMMENT
LOW	clients/web/vite.config.ts	61	//	COMMENT
LOW	clients/web/vite.config.ts	101	export default defineConfig(({ command }) => {	COMMENT
LOW	clients/web/vite.config.ts	121	// (`core/mcp/remote/node/server.ts`), so Vite's config bundler (Rolldown)	COMMENT
LOW	clients/web/vite.config.ts	141	// Browser code reaches the node-side stack via the Hono plugin only.	COMMENT
LOW	clients/web/vite.config.ts	161	find,	COMMENT
LOW	clients/web/vite.config.ts	181	// picking a different port (which would leave `allowedOrigins` wrong).	COMMENT
LOW	clients/web/vite.config.ts	241	"src/components/**/types.ts",	COMMENT
LOW	clients/web/vite.config.ts	301	// reach core/, which leaves core/'s own bare imports with nothing to	COMMENT
LOW	clients/web/vite.config.ts	321	// `AsyncTaskManager destroyed` output. The component tests only assert	COMMENT
LOW	clients/web/vite.config.ts	341	// Integration tests run in the integration project below (node env).	COMMENT
LOW	clients/web/vite.config.ts	381	// Same keychain guard as the unit project: never let a test that	COMMENT
LOW	clients/web/vite.config.ts	421	storybookTest({	COMMENT
LOW	clients/web/vite.config.ts	461	},	COMMENT
LOW	clients/web/server/web-server-config.ts	541	// host, an explicit `:80` — match the canonical `Origin` the browser sends	COMMENT
LOW	clients/web/server/vite-base-config.ts	21	"atomically",	COMMENT
LOW	clients/web/server/vite-base-config.ts	41	// it is CJS with a `graceful-fs`/`signal-exit`/`retry` graph that Vite's	COMMENT
LOW	clients/web/server/browser-externalized-builtin-gate.ts	21		COMMENT
LOW	clients/web/server/vite-hono-plugin.ts	41	// when none is supplied). Captured here so the `transformIndexHtml` hook —	COMMENT
LOW	clients/web/server/start-vite-dev-server.ts	61	host: config.hostname,	COMMENT
LOW	clients/web/server/run-web.ts	121	protocolEra?: ServerProtocolEra;	COMMENT
LOW	clients/web/static/sandbox_proxy.html	121		COMMENT
LOW	clients/web/static/sandbox_proxy.html	161	// origins.	COMMENT
LOW	clients/web/static/sandbox_proxy.html	181	//	COMMENT
LOW	clients/web/static/sandbox_proxy.html	221	}	COMMENT
LOW	clients/web/static/sandbox_proxy.html	281	}	COMMENT
LOW	clients/web/static/sandbox_proxy.html	301	innerOrigin = srcUrl.origin;	COMMENT
LOW	clients/web/src/App.tsx	341	// to read currently rather than as of the render that created it. Declared	COMMENT
LOW	clients/web/src/App.tsx	361	// the level — visible on the auth-recovery path, which reconnects the same	COMMENT
LOW	clients/web/src/App.tsx	421	activeServerEntry?.settings?.paginatedLists ?? false;	COMMENT
LOW	clients/web/src/App.tsx	761	// OAuth details — both are co-located here so the modal opens against the	COMMENT
LOW	clients/web/src/App.tsx	781	//	COMMENT
LOW	clients/web/src/App.tsx	861	// applies to the instance that exists now.	COMMENT
LOW	clients/web/src/App.tsx	1121		COMMENT
LOW	clients/web/src/App.tsx	1241	// ServerConfigModal's own `useValueChange` reset then blanks the open form	COMMENT
LOW	clients/web/src/App.tsx	1281	//	COMMENT
LOW	clients/web/src/App.tsx	1361	if (baseline) syncHeadersReconnectToast(id, baseline);	COMMENT
LOW	clients/web/src/App.tsx	1741	() => setConnectionInfoModalOpen(true),	COMMENT
LOW	clients/web/src/App.tsx	1761	// transport close propagate. `onDisconnect` is that `try/finally` alone.	COMMENT
LOW	clients/web/src/App.test.tsx	41	vi.mock("@mantine/notifications", () => ({	COMMENT
LOW	clients/web/src/App.test.tsx	61	// failure).	COMMENT
LOW	clients/web/src/App.test.tsx	3181	};	COMMENT
LOW	…eb/src/types/react-syntax-highlighter-prism-light.d.ts	1	// Type stub for the deep `react-syntax-highlighter` runtime import. Under	COMMENT
LOW	clients/web/src/test/setup.ts	1	import "@testing-library/jest-dom/vitest";	COMMENT
316 more matches not shown…

Hyper-Verbose Identifiers287 hits · 292 pts

Severity	File	Line	Snippet	Context
LOW	clients/tui/__tests__/tsdownConfig.test.ts	100	function reactRenderingDependencies(): string[] {	CODE
LOW	clients/tui/src/utils/oauthDisplay.ts	25	export function formatClientRegistrationKind(	CODE
LOW	clients/web/vite.config.ts	73	function browserExternalizedBuiltinGate(): Plugin {	CODE
LOW	clients/web/server/web-server-config.ts	116	function defaultEnvironmentFromProcess(	CODE
LOW	clients/web/server/web-server-config.ts	155	export function webServerConfigToInitialPayload(	CODE
LOW	clients/web/server/web-server-config.ts	621	export function buildWebServerConfigFromEnv(): WebServerConfig {	CODE
LOW	clients/web/server/app-origin-controller.ts	242	export function createAppOriginController(	CODE
LOW	clients/web/server/browser-externalized-builtin-gate.ts	39	export function isBrowserExternalizedBuiltinLog(	CODE
LOW	clients/web/server/browser-externalized-builtin-gate.ts	50	export function browserExternalizedBuiltinError(messages: string[]): Error {	CODE
LOW	clients/web/server/browser-externalized-builtin-gate.ts	87	export function createBrowserExternalizedBuiltinGate(): BrowserExternalizedBuiltinGate {	CODE
LOW	clients/web/server/public-address.ts	182	export function resolveAppOriginPublicOrigin(	CODE
LOW	clients/web/src/App.test.tsx	2056	async function openSettingsForConnectedServer(	CODE
LOW	clients/web/src/test/scrollAreaStoryAssertions.ts	9	export async function expectScrollbarGutterIdleHidden(	CODE
LOW	clients/web/src/test/scrollAreaStoryAssertions.ts	50	export async function expectNoHorizontalOverflow(canvasElement: HTMLElement) {	CODE
LOW	clients/web/src/test/renderWithMantine.tsx	76	export function renderWithMantineTransitions(	CODE
LOW	clients/web/src/test/renderWithMantine.tsx	315	function assertLiveContainersConnected(	CODE
LOW	clients/web/src/test/core/auth/ema/wire.test.ts	49	async function useRealDiscoverAndRequestJwtAuthGrant() {	CODE
LOW	…t/core/mcp/inspectorClient-peer-handler-timing.test.ts	1317	function clientWithFreshTransports() {	CODE
LOW	…test/core/mcp/state/resourceSubscriptionsState.test.ts	12	function waitForSubscriptionsChange(	CODE
LOW	…/src/test/integration/auth/node/secretStoreContract.ts	33	export function describeSecretStoreContract(	CODE
LOW	…c/test/integration/auth/node/file-secret-store.test.ts	878	async function writeEncryptedFixtureWithPayload(	CODE
LOW	…c/test/integration/auth/node/file-secret-store.test.ts	893	async function writeEncryptedFixtureWithPlaintext(	CODE
LOW	…/integration/auth/node/oauth-secrets-namespace.test.ts	162	async function assertTwoProfileIsolation(store: SecretStore): Promise<void> {	CODE
LOW	…ients/web/src/test/integration/mcp/ema-mock-servers.ts	300	export async function startMockResourceAsServer(	CODE
LOW	…c/test/integration/mcp/inspectorClient-ema-e2e.test.ts	56	async function waitForProtectedResourceMetadata(	CODE
LOW	…ration/mcp/inspectorClient-timeout-diagnostics.test.ts	198	async function waitForNotificationStream(c: InspectorClient): Promise<void> {	CODE
LOW	…tegration/mcp/inspectorClient-modern-era-oauth.test.ts	84	async function startProtectedModernServer(): Promise<string> {	CODE
LOW	…t/integration/mcp/remote/server-extra-coverage.test.ts	1114	async function readSuppressNotificationStream() {	CODE
LOW	…st/integration/mcp/remote/remote-auth-branches.test.ts	65	async function startUnauthorizedUpstream(): Promise<{	CODE
LOW	…egration/mcp/remote/remoteClientTransport-unit.test.ts	120	function createPushableEventStream() {	CODE
LOW	…/src/test/integration/helpers/oauth-client-fixtures.ts	15	export function createStaticRedirectUrlProvider(	CODE
LOW	…/src/test/integration/helpers/oauth-client-fixtures.ts	103	export async function createClientMetadataServer(	CODE
LOW	…/src/test/integration/helpers/oauth-client-fixtures.ts	153	export async function completeOAuthAuthorization(	CODE
LOW	clients/web/src/utils/sandbox-csp.ts	144	export function approveSandboxPermissions(	CODE
LOW	clients/web/src/utils/jsonObjectDraft.ts	49	export function findUnsendableNumberLiteral(text: string): string \| null {	CODE
LOW	clients/web/src/utils/correlateTransportErrors.ts	52	function indexTransportFetchErrors(	CODE
LOW	clients/web/src/utils/correlateTransportErrors.ts	133	export function correlatedFetchStatusById(	CODE
LOW	clients/web/src/utils/mcpNetworkHeaders.ts	266	export function classifyProtocolSpecError(	CODE
LOW	clients/web/src/utils/malformedListReport.ts	40	export function visibleMalformedListItems(	CODE
LOW	clients/web/src/utils/connectionActivity.ts	27	export function formatOutstandingRequests(	CODE
LOW	clients/web/src/utils/replayableProtocolMethods.ts	26	export function isReplayableProtocolMethod(method: string): boolean {	CODE
LOW	clients/web/src/utils/oauthClearKey.ts	68	export function resolveOAuthClearIdentity({	CODE
LOW	clients/web/src/utils/toasts/progressToasts.ts	33	export function formatProgressToastMessage(	CODE
LOW	…xperimentalFeaturesPanel/ExperimentalFeaturesPanel.tsx	189	export function ExperimentalFeaturesPanel({	CODE
LOW⚡	…nents/groups/ServerSettingsForm/ServerSettingsForm.tsx	662	function changeAuthorizationParams(	CODE
LOW⚡	…nents/groups/ServerSettingsForm/ServerSettingsForm.tsx	668	function handleRequestRefreshTokenChange(	CODE
LOW⚡	…nents/groups/ServerSettingsForm/ServerSettingsForm.tsx	677	function handleScopeOnRefreshChange(	CODE
LOW⚡	…nents/groups/ServerSettingsForm/ServerSettingsForm.tsx	686	function handleRevokeOnClearChange(	CODE
LOW⚡	…nents/groups/ServerSettingsForm/ServerSettingsForm.tsx	695	function handleAddAuthorizationParam(): void {	CODE
LOW⚡	…nents/groups/ServerSettingsForm/ServerSettingsForm.tsx	699	function handleRemoveAuthorizationParam(index: number): void {	CODE
LOW⚡	…nents/groups/ServerSettingsForm/ServerSettingsForm.tsx	705	function handleAuthorizationParamChange(	CODE
LOW	…ents/groups/ResourceControls/ResourceControls.test.tsx	56	function ControlledResourceControls(props: Partial<ResourceControlsProps>) {	CODE
LOW	…endingClientRequestModal/PendingClientRequestModal.tsx	87	function createDefaultSamplingResult(): CreateMessageResult {	CODE
LOW	…endingClientRequestModal/PendingClientRequestModal.tsx	246	export function PendingClientRequestModal({	CODE
LOW	…nents/groups/ClientSettingsForm/ClientSettingsForm.tsx	94	function registrationRejectionSummary(error: OAuthRegistrationError): string {	CODE
LOW	…ents/groups/ClientSettingsForm/clientSettingsValues.ts	172	export function canPersistClientSettingsDraft(	CODE
LOW	…/groups/ClientSettingsForm/ClientSettingsForm.test.tsx	28	function ClientSettingsFormHarness({	CODE
LOW⚡	…nts/groups/ServerSettingsModal/ServerSettingsModal.tsx	219	function handlePaginatedListsChange(value: boolean) {	CODE
LOW⚡	…nts/groups/ServerSettingsModal/ServerSettingsModal.tsx	223	function handleSuppressNotificationStreamChange(value: boolean) {	CODE
LOW⚡	…nts/groups/ServerSettingsModal/ServerSettingsModal.tsx	231	function handleAdvertisedExtensionChange(key: string, checked: boolean) {	CODE
227 more matches not shown…

Magic Placeholder Names7 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	…web/src/test/integration/mcp/import/serverJson.test.ts	28	name: "YOUR_API_KEY",	CODE
HIGH	…web/src/test/integration/mcp/import/serverJson.test.ts	73	name: "YOUR_API_KEY",	CODE
HIGH	…web/src/test/integration/mcp/import/serverJson.test.ts	340	YOUR_API_KEY: "secret",	CODE
HIGH	…web/src/test/integration/mcp/import/serverJson.test.ts	346	env: { YOUR_API_KEY: "secret", LOG_LEVEL: "debug" },	CODE
HIGH	…web/src/test/integration/mcp/import/serverJson.test.ts	425	YOUR_API_KEY: "secret",	CODE
HIGH	…web/src/test/integration/mcp/import/serverJson.test.ts	430	env: { YOUR_API_KEY: "secret", LOG_LEVEL: "info" },	CODE
HIGH	clients/cli/README.md	82	npx @modelcontextprotocol/inspector --cli https://my-mcp-server.example.com --transport http --method tools/list --heade	CODE

Modern AI Meta-Vocabulary6 hits · 17 pts

Severity	File	Line	Snippet	Context
MEDIUM	…groups/ServerImportJsonModal/ServerImportJsonModal.tsx	19	* Display shell for the registry `server.json` import (#1348). All orchestration	COMMENT
MEDIUM⚡	docs/quality-gate.md	40	\| `npm run coverage` \| The per-file ≥90% gate (lines/statements/functions/branches) under v8 instru	CODE
MEDIUM⚡	docs/quality-gate.md	49	\| `npm run test:scripts` \| Table-driven unit tests (`node --test`) for the guard's own pure parsers (`scrip	CODE
MEDIUM⚡	docs/quality-gate.md	55	\| `npm run local:gate` \| Mandatory pre-push command. `local:validate` → `local:dco` → `verify:skills:	CODE
MEDIUM	docs/inspector-roadmap-2026-h2.md	23	- [3.1 Agentic messaging primitives](#31-agentic-messaging-primitives)	CODE
MEDIUM	specification/v2_auth_mid_session.md	285	### App orchestration (`clients/web/src/App.tsx`)	COMMENT

AI Slop Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	clients/web/src/test/narrowSidebarDecorator.tsx	15	* (#2675). A raw `div` with inline style is deliberate: this is test harness,	COMMENT
MEDIUM	clients/web/src/utils/maskSecrets.ts	65	// serializations — reformatting alone can't trip the flag, and it's robust if	COMMENT
MEDIUM	…ts/web/src/components/groups/ViewHeader/ViewHeader.tsx	74	// signal, gating on that would be more robust than a fixed timer.	COMMENT
MEDIUM	clients/web/src/lib/authToken.ts	22	// is the robust path: it survives a bare-URL reload, a bookmark, or a	COMMENT
MEDIUM	clients/cli/__tests__/emit-result.test.ts	204	// stays per-tool robust. readResource must never be reached here.	COMMENT

Fake / Example Data10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	…nts/web/src/test/core/auth/authorizationParams.test.ts	62	login_hint: "user@example.com",	CODE
LOW	…nts/web/src/test/core/auth/authorizationParams.test.ts	68	expect(merged.searchParams.get("login_hint")).toBe("user@example.com");	CODE
LOW	…rc/components/groups/SchemaForm/SchemaForm.stories.tsx	116	name: { type: "string", title: "Name", default: "John Doe" },	CODE
LOW	…b/src/components/groups/SchemaForm/SchemaForm.test.tsx	2150	'{"kind":"sms","phone":"555-0100"}',	CODE
LOW	…/components/elements/CopyButton/CopyButton.stories.tsx	21	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore mag	CODE
LOW	…/components/elements/CopyButton/CopyButton.stories.tsx	21	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore mag	CODE
LOW	…nents/elements/MessageBubble/MessageBubble.stories.tsx	59	text: "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et do	CODE
LOW	…nents/elements/MessageBubble/MessageBubble.stories.tsx	59	text: "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et do	CODE
LOW	…/components/views/InspectorView/InspectorView.test.tsx	1140	appArgs: { kind: "sms", phone: "555-0100" },	CODE
LOW	…/components/views/InspectorView/InspectorView.test.tsx	1159	expect(await screen.findByDisplayValue("555-0100")).toBeInTheDocument();	CODE

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

Severity	File	Line	Snippet	Context
HIGH	clients/cli/src/completion.ts	201	elif [ "$prev" = "=" ] && [ "$COMP_CWORD" -ge 3 ]; then	CODE

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	clients/web/src/App.css	341	/* ── Header connect/disconnect animations (#1450) ────────── */	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…/integration/auth/node/oauth-secrets-namespace.test.ts	1118	// Step 4: a keychain run on the stamped file. Its read already sees	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…/integration/auth/node/oauth-secrets-namespace.test.ts	1118	// Step 4: a keychain run on the stamped file. Its read already sees	COMMENT

modelcontextprotocol/inspector

Open-Source Code Quality, Security and Technical Debt Review