3.2

Adjusted Signal

3.2

Raw Pattern Score

100%

Time Factor

2026-08-29

Last Push

5.9K

Stars

TypeScript

Language

129.4K

Lines of Code

691

Files

296

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 8.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 235 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 9 finding(s).

Agent Over-Engineering Ratio 13.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 271 finding(s).

PR Review Velocity Impact 14.3/100 · LOW

Which changes need focused human review? 296 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 52LOW 244

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 296 distinct pattern matches across 6 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 Identifiers219 hits · 222 pts

Severity	File	Line	Snippet	Context
LOW	packages/agent/usage.ts	143	export function collectTaskToolUsageEvents(	CODE
LOW	packages/agent/open-agent.ts	54	function normalizeAgentModelSelection(	CODE
LOW	packages/agent/models.ts	12	function supportsAdaptiveAnthropicThinking(modelId: string): boolean {	CODE
LOW⚡	packages/agent/models.ts	104	export function shouldApplyOpenAIReasoningDefaults(modelId: string): boolean {	CODE
LOW⚡	packages/agent/models.ts	108	function shouldApplyOpenAITextVerbosityDefaults(modelId: string): boolean {	CODE
LOW⚡	packages/agent/models.ts	112	export function getProviderOptionsForModel(	CODE
LOW	packages/agent/subagents/registry.ts	30	export function buildSubagentSummaryLines(): string {	CODE
LOW	…nt/context-management/aggressive-compaction-helpers.ts	44	export function findPendingCompactionCandidates({	CODE
LOW	…nt/context-management/aggressive-compaction-helpers.ts	107	export function getPendingCompactionUnits(	CODE
LOW	…nt/context-management/aggressive-compaction-helpers.ts	116	export function estimateCompactionSavings({	CODE
LOW	…nt/context-management/aggressive-compaction-helpers.ts	310	function isCompactedToolResultPart(	CODE
LOW	packages/sandbox/git.ts	71	async function resetToFetchedRemoteBranch(	CODE
LOW	packages/sandbox/git.ts	347	export async function syncToRemotePreservingChanges(	CODE
LOW	packages/sandbox/vercel/snapshot-refresh.ts	45	function defaultConnectSnapshotSandbox(	CODE
LOW	packages/sandbox/vercel/sandbox.ts	47	function buildGitHubCredentialBrokeringPolicy(	CODE
LOW	packages/sandbox/vercel/sandbox.ts	88	async function syncGitHubCredentialBrokering(	CODE
LOW	packages/sandbox/vercel/sandbox.ts	113	async function clearGitHubCredentialBrokering(	CODE
LOW	packages/sandbox/vercel/sandbox.ts	119	async function clearGitHubCredentialBrokeringBestEffort(	CODE
LOW	packages/sandbox/vercel/sandbox.ts	143	function getRemainingTimeoutFromSession(	CODE
LOW	apps/web/app/settings/model-variants-section.tsx	77	export function ModelVariantsSectionSkeleton() {	CODE
LOW	apps/web/app/settings/accounts-section.tsx	99	function startGitHubInstallFromSettings() {	CODE
LOW	apps/web/app/settings/accounts-section.tsx	647	function ConnectionLoadingSkeleton() {	CODE
LOW	apps/web/app/settings/preferences-section.tsx	89	export function PreferencesSectionSkeleton() {	CODE
LOW	apps/web/app/settings/preferences-section.tsx	145	export function ModelPreferencesSectionSkeleton() {	CODE
LOW	apps/web/app/settings/preferences-section.tsx	189	function usePreferencesSectionState() {	CODE
LOW	apps/web/app/settings/leaderboard-section.tsx	63	export function LeaderboardSectionSkeleton() {	CODE
LOW	…pp/settings/usage/domain-usage-leaderboard-section.tsx	32	export function DomainUsageLeaderboardSection({	CODE
LOW	apps/web/app/workflows/sandbox-provisioning.ts	55	export async function sandboxProvisioningWorkflow(sessionId: string) {	CODE
LOW	apps/web/app/workflows/chat.ts	102	function shouldRefreshDiffCacheForParts(	CODE
LOW	apps/web/app/workflows/chat.ts	352	function summarizeRequestInputItem(item: unknown): unknown {	CODE
LOW	apps/web/app/workflows/chat.ts	413	function summarizeResponseOutputItem(item: unknown): unknown {	CODE
LOW	apps/web/app/workflows/sandbox-lifecycle.ts	39	async function computeLifecycleWakeDecision(	CODE
LOW	apps/web/app/workflows/sandbox-lifecycle.ts	75	async function clearLifecycleRunIdIfOwned(	CODE
LOW	apps/web/app/workflows/chat.test.ts	25	function createResolvedChatSandboxRuntime(	CODE
LOW	apps/web/app/workflows/chat-post-finish.ts	135	export async function persistAssistantMessageWithToolResults(	CODE
LOW	apps/web/app/workflows/chat-sandbox-runtime.ts	88	export async function resolveChatSandboxRuntime(params: {	CODE
LOW	…/web/app/shared/[shareId]/redact-shared-env-content.ts	155	function sanitizeSubagentFinalMessages(messages: unknown): unknown {	CODE
LOW	…s/[sessionId]/chats/[chatId]/stream-recovery-policy.ts	19	export function getStreamRecoveryDecision(options: {	CODE
LOW	…s/[sessionId]/chats/[chatId]/stream-recovery-policy.ts	60	export function shouldScheduleStallRecovery(options: {	CODE
LOW	…s/[sessionId]/chats/[chatId]/stream-recovery-policy.ts	88	export function isChatStreamingProbeResponse(	CODE
LOW	…ns/[sessionId]/chats/[chatId]/session-chat-context.tsx	95	function resolveContextLimitForModel(	CODE
LOW⚡	…ns/[sessionId]/chats/[chatId]/session-chat-context.tsx	1153	export function useSessionChatRuntimeContext() {	CODE
LOW⚡	…ns/[sessionId]/chats/[chatId]/session-chat-context.tsx	1163	export function useSessionChatWorkspaceContext() {	CODE
LOW⚡	…ns/[sessionId]/chats/[chatId]/session-chat-context.tsx	1173	export function useSessionChatMetadataContext() {	CODE
LOW	…ons/[sessionId]/chats/[chatId]/only-chat-in-session.ts	5	export function getInitialIsOnlyChatInSession(	CODE
LOW	…/sessions/[sessionId]/chats/[chatId]/sandbox-create.ts	42	function parseCreateSandboxErrorResponse(	CODE
LOW	…/sessions/[sessionId]/chats/[chatId]/sandbox-create.ts	70	export function getSandboxCreateErrorDetails(	CODE
LOW	…/sessions/[sessionId]/chats/[chatId]/sandbox-create.ts	87	function getFallbackSandboxCreateErrorMessage(status: number): string {	CODE
LOW	…/sessions/[sessionId]/chats/[chatId]/diff-tab-view.tsx	57	function getFilenameFromContentDisposition(header: string \| null): string {	CODE
LOW	apps/web/app/api/settings/model-variants/route.test.ts	43	function createProviderOptionsWithExactSize(	CODE
LOW	apps/web/app/api/settings/model-variants/route.ts	26	function providerOptionsSizeInBytes(	CODE
LOW	apps/web/app/api/settings/model-variants/route.ts	33	function isProviderOptionsTooLarge(	CODE
LOW	apps/web/app/api/chat/route.ts	201	async function reconcileExistingActiveStream(	CODE
LOW	apps/web/app/api/chat/[chatId]/stream/route.test.ts	52	function createWorkflowReadableStream(startIndex?: number) {	CODE
LOW	apps/web/app/api/chat/[chatId]/stream/route.test.ts	106	function createStreamRequestWithStartIndex(startIndex: string) {	CODE
LOW	apps/web/app/api/chat/_lib/persist-tool-results.ts	19	export async function persistAssistantMessagesWithToolResults(	CODE
LOW	apps/web/app/api/chat/_lib/model-selection.ts	12	export function resolveChatModelSelection({	CODE
LOW	apps/web/app/api/shared/[shareId]/markdown/route.ts	40	function stringifyFrontmatterValue(value: number \| string): string {	CODE
LOW	apps/web/app/api/sessions/_lib/session-context.ts	106	export async function requireOwnedSessionWithSandboxGuard(	CODE
LOW	…/web/app/api/sessions/[sessionId]/code-editor/route.ts	105	function isCodeServerProcessCommand(command: string): boolean {	CODE
159 more matches not shown…

Decorative Section Separators52 hits · 156 pts

Severity	File	Line	Snippet	Context
MEDIUM	…kills/agent-browser/templates/authenticated-session.sh	20	# ══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…kills/agent-browser/templates/authenticated-session.sh	22	# ══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…kills/agent-browser/templates/authenticated-session.sh	39	# ══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…kills/agent-browser/templates/authenticated-session.sh	41	# ══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…kills/agent-browser/templates/authenticated-session.sh	62	# ══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…kills/agent-browser/templates/authenticated-session.sh	64	# ══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	apps/web/app/settings/profile/page.tsx	18	// ── Types ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/settings/profile/page.tsx	67	// ── Helpers ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/settings/profile/page.tsx	219	// ── Sub-components ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/settings/profile/page.tsx	277	// ── Top repos for sidebar ──────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/settings/profile/page.tsx	321	// ── Profile sidebar (left column) ──────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/settings/profile/page.tsx	422	// ── Main page ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/workflows/chat-post-finish.test.ts	4	// ── Mutable spy state ──────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/workflows/chat-post-finish.test.ts	107	// ── Helpers ────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/workflows/chat-post-finish.test.ts	131	// ── Tests ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/workflows/chat-post-finish.test.ts	144	// ─── persistUserMessage ────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/workflows/chat-post-finish.test.ts	215	// ─── persistAssistantMessage ───────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/workflows/chat-post-finish.test.ts	253	// ─── refreshLifecycleActivity ──────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/workflows/chat-post-finish.test.ts	273	// ─── persistSandboxState ───────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/workflows/chat-post-finish.test.ts	302	// ─── clearActiveStream ─────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/workflows/chat-post-finish.test.ts	347	// ─── refreshDiffCache ──────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/workflows/chat-post-finish.test.ts	366	// ─── hasAutoCommitChangesStep ───────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/workflows/chat-post-finish.test.ts	394	// ─── runAutoCommitStep ─────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/workflows/chat.test.ts	4	// ── Spy state ──────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/workflows/chat.test.ts	196	// ── Module mocks ───────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/workflows/chat.test.ts	356	// ── Helpers ────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/workflows/chat.test.ts	388	// ── Tests ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/api/chat/[chatId]/stream/route.test.ts	3	// ── Mutable state ──────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/api/chat/[chatId]/stream/route.test.ts	33	// ── Module mocks ───────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/api/chat/[chatId]/stream/route.test.ts	97	// ── Helpers ────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/api/chat/[chatId]/stream/route.test.ts	120	// ── Tests ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/api/chat/[chatId]/stop/route.test.ts	3	// ── Mutable state ──────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/api/chat/[chatId]/stop/route.test.ts	39	// ── Module mocks ───────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/api/chat/[chatId]/stop/route.test.ts	72	// ── Helpers ────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/api/chat/[chatId]/stop/route.test.ts	89	// ── Tests ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…s/web/app/api/sessions/[sessionId]/checks/fix/route.ts	68	// ── Formatting helpers ──────────────────────────────────────────────────	COMMENT
MEDIUM	…s/web/app/api/sessions/[sessionId]/checks/fix/route.ts	140	// ── Log compaction via LLM ──────────────────────────────────────────────	COMMENT
MEDIUM	…s/web/app/api/sessions/[sessionId]/checks/fix/route.ts	168	// ── Route handler ───────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/[username]/page.tsx	63	// ── Gray-scale dot classes: brightest first (top rank), darkest last ────────	COMMENT
MEDIUM	apps/web/app/[username]/page.tsx	73	// ── Sub-components ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/[username]/page.tsx	122	// ── Main page ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/app/[username]/og/route.tsx	26	// ── Activity grid ────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/chat/auto-commit-direct.test.ts	3	// ── spy state ──────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/chat/auto-commit-direct.test.ts	42	// ── module mocks ───────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/chat/auto-commit-direct.test.ts	119	// ── helpers ────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/chat/auto-commit-direct.test.ts	137	// ── tests ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…web/lib/chat/create-cancelable-readable-stream.test.ts	4	// ── Helpers ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…web/lib/chat/create-cancelable-readable-stream.test.ts	28	// ── Tests ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/diff/compute-diff.test.ts	3	// ── Spy state ──────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/diff/compute-diff.test.ts	24	// ── Module mocks ───────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/diff/compute-diff.test.ts	38	// ── Helpers ────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/diff/compute-diff.test.ts	67	// ── Tests ──────────────────────────────────────────────────────────	COMMENT

Fake / Example Data9 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/agent-browser/SKILL.md	264	agent-browser fill @e1 "user@example.com"	CODE
LOW	…ents/skills/agent-browser/references/authentication.md	17	agent-browser fill @e1 "user@example.com"	CODE
LOW	…ents/skills/agent-browser/references/authentication.md	36	agent-browser fill @e1 "user@example.com"	CODE
LOW	…ents/skills/agent-browser/references/authentication.md	93	agent-browser fill @e1 "user@example.com"	CODE
LOW	…gents/skills/agent-browser/references/snapshot-refs.md	64	agent-browser fill @e10 "user@example.com"	CODE
LOW	…/skills/agent-browser/references/session-management.md	17	agent-browser --session auth fill @e1 "user@example.com"	CODE
LOW	…ents/skills/agent-browser/templates/form-automation.sh	23	# agent-browser fill @e1 "John Doe" # Name field	COMMENT
LOW	…ents/skills/agent-browser/templates/form-automation.sh	24	# agent-browser fill @e2 "user@example.com" # Email field	COMMENT
LOW	apps/web/app/workflows/chat.test.ts	376	email: "user@example.com",	CODE

Over-Commented Block9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…nts/skills/agent-browser/templates/capture-workflow.sh	41	# agent-browser get text ".content" > "$OUTPUT_DIR/content.txt"	COMMENT
LOW	…ents/skills/agent-browser/templates/form-automation.sh	21		COMMENT
LOW	…kills/agent-browser/templates/authenticated-session.sh	1	#!/bin/bash	COMMENT
LOW	…kills/agent-browser/templates/authenticated-session.sh	61		COMMENT
LOW	…kills/agent-browser/templates/authenticated-session.sh	81	# echo "ERROR: Login failed - still on login page"	COMMENT
LOW	…onId]/chats/[chatId]/hooks/use-session-chat-runtime.ts	281	//	COMMENT
LOW	apps/web/app/api/sandbox/route.ts	41	// import { getUserVercelToken } from "@/lib/vercel/token";	COMMENT
LOW	apps/web/app/api/sandbox/route.ts	61	// if (!token) {	COMMENT
LOW	apps/web/app/api/sandbox/route.ts	241	sessionRecord?.lifecycleVersion,	COMMENT

Structural Annotation Overuse6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/plan-mode/SKILL.md	21	## Step 1: Explore	COMMENT
LOW	.agents/skills/plan-mode/SKILL.md	33	## Step 2: Clarify	COMMENT
LOW	.agents/skills/plan-mode/SKILL.md	37	## Step 3: Design	COMMENT
LOW	.agents/skills/plan-mode/SKILL.md	65	## Step 4: Review	COMMENT
LOW	.agents/skills/plan-mode/SKILL.md	75	## Step 5: Present the Plan	COMMENT
LOW	.agents/skills/plan-mode/SKILL.md	107	## Step 6: Implement and Verify	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…kills/agent-browser/templates/authenticated-session.sh	5	# Usage:	COMMENT

vercel-labs/open-agents

Open-Source Code Quality, Security and Technical Debt Review