3.2

Adjusted Signal

3.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

2.0K

Stars

TypeScript

Language

551.8K

Lines of Code

1.5K

Files

1.7K

Pattern Hits

2026-10-31

Scan Date

0.02

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 13.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1672 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.5/100 · LOW

Are imports declared and package/API names verified? 33 finding(s).

Agent Over-Engineering Ratio 13.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1663 finding(s).

PR Review Velocity Impact 15.6/100 · LOW

Which changes need focused human review? 1705 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 6HIGH 21MEDIUM 1LOW 1677

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 1705 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 Identifiers1663 hits · 1597 pts

Severity	File	Line	Snippet	Context
LOW	test/exact-review-dead-letter-operator.test.ts	2973	async function assertMissingRepositoryRecovery(maxTargets: number) {	CODE
LOW	test/exact-review-dead-letter-operator.test.ts	4195	async function automaticReconcileScenario(options) {	CODE
LOW	test/exact-review-dead-letter-operator.test.ts	4927	function assertSkipAccountingComplete(summary) {	CODE
LOW	test/apply-pr-duplicate-proof.test.ts	25	function boundDuplicateCloseComment(number: number, canonicalUrl: string): string {	CODE
LOW	test/apply-pr-duplicate-proof.test.ts	195	function assertChangedReviewNeverRepublishes(action: string): void {	CODE
LOW	test/helpers.ts	309	export function realBehaviorProofReportSection(overrides = {}) {	CODE
LOW	test/helpers.ts	648	export function verifiedImplementationPullRequestReport(overrides = {}) {	CODE
LOW	test/helpers.ts	706	export function stripProofAndRatingFrontMatter(report: string): string {	CODE
LOW	test/helpers.ts	715	export function canonicalPullRequestClusterForTest(	CODE
LOW	test/helpers.ts	1222	export function markedReviewCommentForTest(number: number, body: string): string {	CODE
LOW	test/helpers.ts	1230	export function reportWithSyncedReviewComment(	CODE
LOW	test/helpers.ts	1426	export function runOpenClawApplyDecisionsForTest(options: {	CODE
LOW	test/dashboard-worker-publication-lifecycle.test.ts	283	function restrictedPublicationFixture() {	CODE
LOW	test/dashboard-worker-publication-lifecycle.test.ts	498	function lifecycleRouterOrderingFixture({	CODE
LOW	test/dashboard-worker-publication-lifecycle.test.ts	2119	async function savedDirectRequeueFixture(	CODE
LOW	test/dashboard-worker-publication-lifecycle.test.ts	3897	async function pendingTerminalFinalizerFixture() {	CODE
LOW	test/github-api.test.ts	132	function workerGithubWebhookRequest() {	CODE
LOW	test/dashboard-worker-command-intake.test.ts	775	async function mainEquivalentOldCommandPath(origin: string) {	CODE
LOW	test/dashboard-worker-queue-policy.test.ts	32	function credentialRecoveryJitterMs(key: string) {	CODE
LOW	test/apply-unsponsored-feature-policy.test.ts	77	function staleInsufficientInfoCloseReport(overrides = {}) {	CODE
LOW	test/apply-product-direction-policy.test.ts	15	function unconfirmedProductDirectionCloseReport(overrides = {}) {	CODE
LOW	test/apply-product-direction-policy.test.ts	78	function unconfirmedProductDirectionApplyGhMock(	CODE
LOW	test/agent-input-scan-fixtures.test.ts	912	function gitSourceRedactionFixture(): ReturnType<typeof autoreviewFixtures>[number] {	CODE
LOW	test/agent-input-scan-fixtures.test.ts	1081	function acpxOldBaseServiceFixture(): ReturnType<typeof autoreviewFixtures>[number] {	CODE
LOW	test/agent-input-scan-fixtures.test.ts	1967	function nativeRuntimeEndpointFixture(config: boolean) {	CODE
LOW	test/compatibility-proof-fixture.ts	74	export function generatedCompatibilityReport(	CODE
LOW	test/apply-label-sync.test.ts	759	function assertCompletedIssueLeaseAccepted(extraArgs: string[], reusedLease = false): void {	CODE
LOW	test/dashboard-worker-dashboard-status.test.ts	74	function assertAggregateTriageSnapshot(snapshot: any, viewIds: string[], marker: string) {	CODE
LOW	test/review-tool-bootstrap.test.ts	39	function allowOtherPrincipalWrites(path: string): void {	CODE
LOW	test/dashboard-worker-harness.ts	741	function signedGithubWebhookRequest({	CODE
LOW	test/dashboard-worker-harness.ts	756	function signedGithubWebhookBodyRequest({	CODE
LOW	test/dashboard-worker-harness.ts	801	function createExactReviewAdmissionHarness(	CODE
LOW	test/dashboard-worker-harness.ts	1007	function buildExactReviewQueueRequest(	CODE
LOW	test/dashboard-worker-harness.ts	1036	function exactReviewPublicationOverrides(	CODE
LOW	test/dashboard-worker-harness.ts	1071	function legacyExactReviewPublicationOverrides(	CODE
LOW	test/dashboard-worker-harness.ts	1094	function leasedExactReviewQueueItem(itemNumber: number, runId: string, runAttempt = 1) {	CODE
LOW	test/dashboard-worker-harness.ts	1125	function leasedExactReviewPublicationItem(itemNumber: number, runId: string) {	CODE
LOW	test/dashboard-worker-harness.ts	1151	function unclaimedExactReviewQueueItem(itemNumber: number) {	CODE
LOW	test/dashboard-worker-bay-records-routes.test.ts	2726	async function renderPublicTriageApplication(	CODE
LOW	test/dashboard-worker-bay-records-routes.test.ts	2773	function publicTriageApplicationScript(html: string) {	CODE
LOW	test/review-command-workflow.test.ts	226	function testScheduledCacheScenario(	CODE
LOW	test/review-blob-hydration.test.ts	78	function ensureShallowPullRequestReviewHead(targetDir: string, headSha: string): boolean {	CODE
LOW	test/apply-stalled-pr-policies.test.ts	14	function stalledUnprovenCloseReport(overrides = {}) {	CODE
LOW	test/dashboard-public-observability.test.ts	23	function assertPrivateMarkersAbsent(value: unknown) {	CODE
LOW	test/dashboard-public-observability.test.ts	53	function reviewObservabilityFixture() {	CODE
LOW	test/dashboard-public-observability.test.ts	161	function applyObservabilityFixture() {	CODE
LOW	test/dashboard-public-observability.test.ts	344	function githubThrottleEgressFixture() {	CODE
LOW	test/agent-input-scan.test.ts	1000	function classifyWithProductionPolicy(	CODE
LOW	test/agent-input-scan.test.ts	1394	function crabboxPostgresDocsFixture() {	CODE
LOW	test/apply-pr-promotion.test.ts	106	function assertResolvedPromotionRespectsCloseReasonFilter(options: {	CODE
LOW	test/pr-proof-automation.test.ts	1243	function unprovenPullRequestReport(summary: string, fixedRelease = "unknown"): string {	CODE
LOW	test/pr-proof-automation.test.ts	1308	function parsedSummaryWithForgedProof(spoofBlock: string): string {	CODE
LOW	test/pr-proof-automation.test.ts	1486	function renderedPullRequestReport(	CODE
LOW	test/exact-review-deferred-publication-fixture.ts	273	export async function deferredContinuationClaim(	CODE
LOW	test/dashboard-worker-durable-object-error.test.ts	80	function signedPublicationsListRequest(body: string, secret: string) {	CODE
LOW	test/dashboard-worker-queue-runtime.test.ts	223	function manualArtifactAdmissionFixture() {	CODE
LOW	test/dashboard-worker-queue-runtime.test.ts	350	function assertConsoleCallsExclude(calls: unknown[][], sentinels: string[]) {	CODE
LOW	test/dashboard-worker-queue-runtime.test.ts	363	async function reserveDueSourceAuthority(	CODE
LOW	test/failed-review-retry.test.ts	243	async function runFailedIssueRetryAtDispatchDeadline(	CODE
LOW	test/repair/notify-github-activity.test.ts	28	function routineGithubActivityReason(activity: Parameters<typeof compiledRoutineReason>[0]) {	CODE
1603 more matches not shown…

Cross-Language Confusion (JS/TS)21 hits · 105 pts

Severity	File	Line	Snippet	Context
HIGH	test/sweep-workflow.test.ts	1187	elif [[ "$" == "repos/openclaw/libterminal/issues/41"* ]]; then	CODE
HIGH	test/repair/process-tree-containment.test.ts	307	print(json.dumps({"status": "imported"}, separators=(",", ":")))	CODE
HIGH	test/repair/process-tree-containment.test.ts	343	print(json.dumps({"events": events}, separators=(",", ":")))	CODE
HIGH	test/repair/process-tree-containment.test.ts	364	print(json.dumps(payload, separators=(",", ":")).replace(base, "<base>"))	CODE
HIGH	test/repair/process-tree-containment.test.ts	385	print(json.dumps(results, separators=(",", ":")))	CODE
HIGH	test/repair/process-tree-containment.test.ts	404	print(json.dumps({	CODE
HIGH	test/repair/process-tree-containment.test.ts	419	print(json.dumps({"mounts": mounts}, separators=(",", ":")))	CODE
HIGH	test/repair/process-tree-containment.test.ts	427	print(json.dumps({"done": done, "tracked": sorted(tracked)}, separators=(",", ":")))	CODE
HIGH	test/repair/process-tree-containment.test.ts	444	print(json.dumps(payload, separators=(",", ":")))	CODE
HIGH	test/repair/process-tree-containment.test.ts	460	print(json.dumps({"tracked": sorted(tracked), "status": "ok"}, separators=(",", ":")))	CODE
HIGH	test/repair/process-tree-containment.test.ts	487	print(json.dumps(payload, separators=(",", ":")))	CODE
HIGH	test/repair/process-tree-containment.test.ts	496	print(json.dumps(error_payload(error), separators=(",", ":")))	CODE
HIGH	test/repair/process-tree-containment.test.ts	535	print(json.dumps(payload, separators=(",", ":")))	CODE
HIGH	src/action-ledger-files.ts	26	print(f"{reported_pid}:{started_sec}:{started_usec}")	CODE
HIGH	src/repair/process-tree-containment.ts	132	return None	CODE
HIGH	src/repair/process-tree-containment.ts	248	return False	CODE
HIGH	src/repair/process-tree-containment.ts	263	return True	CODE
HIGH	src/repair/process-tree-containment.ts	268	return False	CODE
HIGH	src/repair/process-tree-containment.ts	758	return True	CODE
HIGH	src/repair/process-tree-containment.ts	760	return False	CODE
HIGH	src/repair/process-tree-containment.ts	776	elif primary_process is not None and primary_process.poll() is not None:	CODE

Hallucination Indicators6 hits · 60 pts

Severity	File	Line	Snippet	Context
CRITICAL	test/review-content-cache.test.ts	23	assert.ok(before.context.issue.bodyCoverage.excerpts.every(({ end }) => end < body.length - 1));	CODE
CRITICAL	test/dashboard-assessment-corpus.test.ts	31	mine.groups.historical.security.items.map((item) => item.number),	CODE
CRITICAL	test/dashboard-assessment-corpus.test.ts	35	mine.groups.changed.security.items.map((item) => item.number),	CODE
CRITICAL	test/exact-review-publication-batches.test.ts	5246	const publishedCause = completedStats.lanes.publication.flow.last_15_minutes.causes.rows.find(	CODE
CRITICAL	test/exact-review-publication-batches.test.ts	5936	stats.lanes.publication.flow.last_15_minutes.causes.rows.map((row) => ({	CODE
CRITICAL	test/dashboard-worker-queue-runtime.test.ts	12644	stats.lanes.publication.flow.last_15_minutes.causes.rows.map((row) => ({	CODE

Over-Commented Block7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	test/scheduler-policy.test.ts	981	selectedNumbers(due, 6, now).sort((a, b) => a - b),	COMMENT
LOW	…s/proof/record-front-matter-literal-write/run-proof.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docs/proof/evidence-url-scheme-case/run-proof.sh	1	#!/usr/bin/env bash	COMMENT
LOW	dashboard/wrangler.toml	101	EXACT_REVIEW_PENDING_SOFT_LIMIT = "600"	COMMENT
LOW	scripts/review-target-checkout.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/dashboard-corpus.ts	1	#!/usr/bin/env node	COMMENT
LOW	.github/workflows/dashboard-corpus.yml	1	name: Dashboard corpus	COMMENT

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	test/review-placeholder-recovery.test.ts	23	title: "placeholder",	CODE
LOW	test/github-webhook-read-model.test.ts	262	["comment-create", "created", "placeholder", "2026-08-14T10:01:00.000Z"],	CODE
LOW	test/github-webhook-read-model.test.ts	263	["comment-delete", "deleted", "placeholder", "2026-08-14T10:01:00.000Z"],	CODE
LOW	.agents/skills/crabbox/SKILL.md	574	../crabbox/bin/crabbox desktop paste --id <cbx_id-or-slug> --text "user@example.com"	CODE
LOW	docs/proof/native-worker-fixtures/README.md	15	`b4b313e03e7bcff43b7ba7426add5a76af436129`, line 341: a dummy-user/password	CODE
LOW	docs/proof/native-worker-fixtures/README.md	18	`8ea970c7b3467718eb7b64ecee9ebe7bcf0256c4`, line 409: a dummy-user/password	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/proof/saved-lease-authority/run-proof.sh	187	# Retain exactly the generated synthetic harness, not any ephemeral credentials or state.	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/repair/comment-webhook.ts	115	async function handleRequest(request: http.IncomingMessage, response: http.ServerResponse) {	CODE

openclaw/clawsweeper

Open-Source Code Quality, Security and Technical Debt Review