2.3

Adjusted Signal

2.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

9.7K

Stars

TypeScript

Language

400.2K

Lines of Code

1.5K

Files

890

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 10.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 876 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

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

Agent Over-Engineering Ratio 10.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 875 finding(s).

PR Review Velocity Impact 10.8/100 · LOW

Which changes need focused human review? 890 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 0MEDIUM 14LOW 876

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 890 distinct pattern matches across 7 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.

Hyper-Verbose Identifiers863 hits · 867 pts

Severity	File	Line	Snippet	Context
LOW	test/smoke/tty.test.ts	20	function supportsControllableScript() {	CODE
LOW	test/smoke/tty.test.ts	138	function createLongWrapFixtureFiles() {	CODE
LOW	test/pty/open-keyboard-integration.test.ts	17	function createTestOpenKeyboardFixture() {	CODE
LOW	test/pty/watch-start-integration.test.ts	13	function createTestFirstInteractionWatchFixture(directory: string) {	CODE
LOW	test/pty/open-scroll-integration.test.ts	30	function createOpenScrollTestFixture() {	CODE
LOW	test/pty/terminal-theme-integration.test.ts	74	function createTestTerminalResponder(initialPalette: TestTerminalPalette) {	CODE
LOW	test/pty/shell-completion-integration.test.ts	44	async function createTestCompletionShell(	CODE
LOW	test/pty/empty-review-integration.test.ts	15	function createTestCleanRepoFixture() {	CODE
LOW	test/pty/file-views-integration.test.ts	57	function createInteractiveViewExtension(directory: string) {	CODE
LOW	test/pty/file-views-integration.test.ts	107	function createSyntaxViewExtension(directory: string) {	CODE
LOW	test/pty/harness.test.ts	6	function createTestTransitionSession(screens: string[]) {	CODE
LOW	test/pty/harness.ts	272	function createNumberedExportLines(start: number, count: number, valueOffset = 0) {	CODE
LOW	test/pty/harness.ts	370	function createWideCharacterFilePair() {	CODE
LOW	test/pty/harness.ts	392	function createDeletionOnlyFilePair() {	CODE
LOW	test/pty/harness.ts	441	function createGapAnnotatedAgentFilePair() {	CODE
LOW	test/pty/harness.ts	479	function createAgentNavigationRepoFixture() {	CODE
LOW	test/pty/harness.ts	570	function createExpandableContextFilePair() {	CODE
LOW	test/pty/harness.ts	624	function createLinkedWorktreeWatchFixture() {	CODE
LOW	test/pty/harness.ts	658	function createRepoExtensionFixture(	CODE
LOW	test/pty/harness.ts	720	function createMovedLinesRepoFixture() {	CODE
LOW	test/pty/harness.ts	753	function createNarrowHeaderTestRepoFixture() {	CODE
LOW	test/pty/harness.ts	764	function createUnicodePathRepoFixture() {	CODE
LOW	test/pty/harness.ts	784	function createElixirHeredocRepoFixture() {	CODE
LOW	test/pty/harness.ts	812	function createSmallMultiLanguageRepoFixture() {	STRING
LOW	test/pty/harness.ts	847	function createBinaryNavigationRepoFixture() {	STRING
LOW	test/pty/harness.ts	877	function createNestedSidebarRepoFixture() {	STRING
LOW	test/pty/harness.ts	893	function createManyShortFileRepoFixture(count = 8) {	STRING
LOW	test/pty/harness.ts	904	function createManyFileSidebarRepoFixture(count = 40) {	STRING
LOW	test/pty/harness.ts	917	function createPinnedHeaderRepoFixture() {	STRING
LOW	test/pty/harness.ts	933	function createRapidThemePreviewTestRepoFixture() {	STRING
LOW	test/pty/harness.ts	943	function createCollapsedTopRepoFixture() {	STRING
LOW	test/pty/harness.ts	990	function createSidebarJumpRepoFixture() {	STRING
LOW	test/pty/harness.ts	1021	function createBottomClampedRepoFixture() {	STRING
LOW	test/pty/harness.ts	1047	function createCrossFileHunkNavigationRepoFixture() {	STRING
LOW	test/pty/harness.ts	1123	function createMultiFilePagerPatchFixture() {	STRING
LOW	test/pty/harness.ts	1215	async function launchHunkWithFileBackedStdin(options: {	STRING
LOW	test/pty/lifecycle.test.ts	163	async function waitForLifecycleTestSession(cwd: string, runtimeDir: string, port: number) {	CODE
LOW	test/cli/install-vm/preflight.ts	4	export async function collectInstallVmPreflightFailures(	CODE
LOW	test/cli/install-vm/repo-layout.ts	14	export function resolveHunkBinWrapperPath(repoRoot: string) {	CODE
LOW	test/cli/install-vm/contract.ts	115	export function validateInstallVmCommandExpectation(expectation: string, exitCode?: number) {	CODE
LOW	test/cli/install-vm/contract.ts	340	export function evaluateCommandExpectation(	CODE
LOW	test/cli/install-vm/contract.ts	417	export function assertSafeInstallVmRuntimePath(	CODE
LOW	test/cli/install-vm/contract.ts	469	export function assertDistinctInstallVmRuntimePaths(paths: Record<string, string>) {	CODE
LOW	test/cli/install-vm/contract.ts	504	export function buildControllerImageCommand(	CODE
LOW	test/cli/install-vm/contract.ts	563	export function buildDockerVmShellCommand(	CODE
LOW	test/cli/install-vm/prepare-fixtures.ts	73	export function buildSyntheticPackageManifests(	CODE
LOW	test/cli/install-vm/prepare-fixtures.ts	128	export function computeInstallVmFixtureSourceIdentity(repoRoot: string) {	CODE
LOW	test/cli/install-vm/prepare-fixtures.ts	344	export async function deriveVerifiedDaemonUpgradeBinaryDigests(	CODE
LOW	test/cli/install-vm/prepare-fixtures.ts	502	async function stageDaemonUpgradePackage(	CODE
LOW	test/cli/install-vm/prepare-fixtures.ts	548	async function stageSyntheticCurlArchive(	CODE
LOW	test/cli/install-vm/prepare-fixtures.ts	578	export function rewriteCurlInstallerForVmServer(installer: string) {	CODE
LOW	test/cli/install-vm/prepare-daemon-upgrade-fixtures.ts	75	export function computeDaemonUpgradeBuildInputIdentity(	CODE
LOW	test/cli/install-vm/prepare-daemon-upgrade-fixtures.ts	127	export function createDaemonUpgradeCompilerEnvironment(	CODE
LOW	test/cli/install-vm/prepare-daemon-upgrade-fixtures.ts	163	export function snapshotDaemonUpgradeDependencies(repoRoot: string, destination: string) {	CODE
LOW	test/cli/install-vm/prepare-daemon-upgrade-fixtures.ts	205	function assertNoDestinationParentSymlinks(root: string, relativePath: string) {	CODE
LOW	test/cli/install-vm/prepare-daemon-upgrade-fixtures.ts	216	export function copyDaemonUpgradeCheckoutFiles(repoRoot: string, destination: string) {	CODE
LOW	test/cli/install-vm/prepare-daemon-upgrade-fixtures.ts	271	export function rewriteDaemonUpgradeVariantSources(	CODE
LOW	test/cli/install-vm/prepare-daemon-upgrade-fixtures.ts	344	export async function prepareDaemonUpgradeBinaries(repoRoot: string, buildRoot: string) {	CODE
LOW	test/cli/install-vm/runtime-lock.ts	24	export function acquireInstallVmRuntimeLock(	CODE
LOW	test/cli/install-vm/results.ts	231	function validateAuthenticatedDaemonUpgradeEvidence(	CODE
803 more matches not shown…

Decorative Section Separators12 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM	install.sh	44	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	install.sh	46	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	install.sh	90	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	install.sh	92	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	install.sh	129	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	install.sh	131	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	install.sh	171	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	install.sh	173	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	install.sh	184	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	install.sh	186	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	install.sh	385	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	install.sh	387	# --------------------------------------------------------------------------------------	COMMENT

Over-Commented Block10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	install.sh	1	#!/bin/sh	COMMENT
LOW	install.sh	21	# HUNK_DISABLE_ANALYTICS	COMMENT
LOW	scripts/quality/source-boundaries.test.ts	341		COMMENT
LOW	scripts/launch-video/promo/engine.js	1	// Hunk's release-promo style kit: a timeline page for @hunk/term-video/timeline.	COMMENT
LOW	packages/hunk/src/ui/fileViews/useFileViews.ts	401	// Effects clean up after render. Exact per-file filtering synchronously declines stale geometry	COMMENT
LOW	packages/hunk/src/ui/diff/lineHighlightPaint.test.ts	421	// recolor spans but never change the rendered width of a line. A column cut	COMMENT
LOW	packages/hunk/src/ui/diff/DiffSectionBody.tsx	301	// - one file-local visible body slice from DiffPane	COMMENT
LOW	packages/hunk/src/ui/components/panes/DiffPane.tsx	2181		COMMENT
LOW	packages/hunk/src/ui/lib/stml/layout.ts	1	// STML -> styled terminal lines. Turns a parsed STML tree into a flat list of	COMMENT
LOW	.github/workflows/install-sh-e2e.yml	1	# Runs the hunk.dev install script end to end against the newest published release.	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/cli/install-vm/guest/prepare-base-image.sh	64	# Older harness revisions cached an SSH identity; current runs use an ephemeral key.	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/browser-review-rebuild.md	21	## Phase 0 — seam contract and guardrails (this doc)	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/hunk/src/ui/statusLine/extensionControls.ts	116	["placeholder", placeholder],	CODE
LOW	packages/hunk/src/ui/diff/lineHighlightPaint.test.ts	466	before: lines("placeholder"),	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	install.sh	9	# Usage:	COMMENT

modem-dev/hunk

Open-Source Code Quality, Security and Technical Debt Review