0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-09-29

Last Push

8.3K

Stars

TypeScript

Language

115.9K

Lines of Code

730

Files

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 4.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 83 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 2.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 47 finding(s).

PR Review Velocity Impact 4.5/100 · LOW

Which changes need focused human review? 86 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 2MEDIUM 5LOW 79

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 86 distinct pattern matches across 9 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 Identifiers47 hits · 47 pts

Severity	File	Line	Snippet	Context
LOW	packages/processor/src/index.ts	88	export function createDefaultAgentRegistry(): AgentRegistry {	CODE
LOW	packages/processor/src/agents/pi-sdk.ts	120	function assertLexicallyInsideProjectRoot(guard: RootGuard, absolutePath: string): string {	CODE
LOW	packages/processor/src/agents/pi-sdk.ts	137	function assertInsideProjectRootAllowMissing(guard: RootGuard, absolutePath: string): string {	CODE
LOW	packages/processor/src/agents/pi-sdk.ts	236	export function createPiReadOnlyToolDefinitions(projectRoot: string): ToolDefinition<any, any>[] {	CODE
LOW	packages/processor/src/agents/pi-sdk.ts	300	function stripGatewayProviderPrefix(modelName: string): string {	CODE
LOW	packages/processor/src/agents/pi-sdk.ts	353	export function configureProviderOverrides(registry: ModelRegistry, cfg: PiAgentConfig): void {	CODE
LOW	packages/processor/src/agents/pi-sdk.ts	389	function createGatewayPassThroughModel(modelId: string): PiProviderModelConfig {	CODE
LOW	packages/processor/src/agents/pi-sdk.ts	407	function piModelToProviderModelConfig(model: PiModel): PiProviderModelConfig {	CODE
LOW	packages/processor/src/agents/pi-sdk.ts	428	function registerGatewayModelIfNeeded(	CODE
LOW	packages/processor/src/agents/pi-sdk.ts	505	export async function resolvePiModelWithDynamicGateway(	CODE
LOW	packages/processor/src/agents/shared.ts	494	export function buildInvestigateJsonRepairPrompt(batch: FileRecord[]): string {	CODE
LOW	packages/processor/src/agents/shared.ts	529	export function buildRevalidateJsonRepairPrompt(expected?: ExpectedFinding[]): string {	CODE
LOW	packages/processor/src/agents/shared.ts	564	function buildRevalidateIdRepairPrompt(params: {	CODE
LOW	packages/processor/src/agents/shared.ts	699	export function formatJsonRepairFailureDebugText(originalText: string, repairText: string): string {	CODE
LOW	packages/processor/src/agents/shared.ts	724	function extractArrayCandidateForRepair(jsonPayload: string): string {	CODE
LOW	packages/processor/src/agents/shared.ts	857	export function buildInvestigateFieldRepairPrompt(invalid: InvalidFindingEntry[]): string {	CODE
LOW	packages/processor/src/agents/shared.ts	897	function investigateFindingSignature(f: Finding): string {	CODE
LOW	packages/processor/src/agents/codex-sdk.ts	113	function findCodexSubscriptionAuth(): string \| null {	CODE
LOW	packages/processor/src/agents/codex-sdk.ts	290	export function buildGatewayProviderConfig(	CODE
LOW	packages/deepsec/src/preflight.ts	108	export function reconcileAiGatewayDefaultsForRoute(	CODE
LOW	packages/deepsec/src/preflight.ts	135	export async function applyConfiguredModelRoute(	CODE
LOW	packages/deepsec/src/version.ts	64	export function getDeepsecWorkspaceDependency(): string {	CODE
LOW	packages/deepsec/src/resolve-project-id.ts	77	export function resolveProjectIdForDirect(	CODE
LOW	packages/deepsec/src/auth/vercel-link.ts	52	export function vercelAuthRecoveryActions(	CODE
LOW	packages/deepsec/src/auth/model-route.ts	65	export function modelRouteCompatibilityError(	CODE
LOW	packages/deepsec/src/auth/model-route.ts	86	export function defaultCredentialHeaderScheme(name: string): CredentialHeaderScheme {	CODE
LOW	packages/deepsec/src/auth/model-route.ts	250	export async function verifyModelRouteWithFetch(	CODE
LOW	packages/deepsec/src/auth/model-picker.ts	147	export function buildRecommendedModelChoices(results: BenchmarkResult[]): RecommendedModelChoice[] {	CODE
LOW	packages/deepsec/src/setup/output.ts	19	export function createTerminalLineDecoder(onLine: (line: string) => void): {	CODE
LOW	packages/deepsec/src/setup/workspace-config.ts	40	export function persistWorkspaceConfigRoute(workspaceDir: string, route: ModelRoute): void {	CODE
LOW	packages/deepsec/src/setup/protocol.ts	19	export function setSetupDocumentationWorkspace(workspaceDir: string): void {	CODE
LOW	packages/deepsec/src/setup/protocol.ts	146	export function formatSetupDocumentationHuman(): string \| undefined {	CODE
LOW	packages/deepsec/src/setup/repository-analysis.ts	51	export function buildRepositoryAnalysisPrompt(projectId: string): string {	CODE
LOW	packages/deepsec/src/setup/fingerprint.ts	7	export function setupRepositoryIgnoreGlobs(root: string, workspaceDir?: string): string[] {	CODE
LOW	packages/deepsec/src/setup/project-name.ts	5	export function deterministicVercelProjectName(projectId: string, targetRoot: string): string {	CODE
LOW	…es/deepsec/src/__tests__/setup-persisted-route.test.ts	22	function writeConnectionCheckpoint(dir: string, projectId: string, route: unknown): void {	CODE
LOW	packages/deepsec/src/__tests__/tarball.test.ts	276	async function listTarballEntriesFromFile(	CODE
LOW	packages/deepsec/src/sandbox/setup.ts	88	export function resolveBrokeredCredentials(	CODE
LOW	packages/deepsec/src/sandbox/setup.ts	557	async function ensureClaudeNativeBinaries(	CODE
LOW	packages/deepsec/src/sandbox/setup.ts	640	export function buildInstallAgentToolsScript(): string {	CODE
LOW	packages/deepsec/src/commands/init.ts	450	function reconcileLocalDeepsecDependency(workspaceDir: string, dependency: string): void {	CODE
LOW	packages/scanner/src/declarative-matcher.ts	222	export function compileDeclarativeMatcher(	CODE
LOW	packages/scanner/src/declarative-matcher.ts	265	export function compileDeclarativeMatchers(	CODE
LOW	packages/scanner/src/index.ts	159	function appendDeepsecDataIgnoreGlobs(	CODE
LOW	…epsec/files/packages/deepsec/src/sandbox/setup.ts.json	84	"snippet": " */\nexport function resolveBrokeredCredentials(agentType: string \| undefined): BrokeredCredentials {\	CODE
LOW	…epsec/files/packages/deepsec/src/sandbox/setup.ts.json	92	"snippet": "export function resolveBrokeredCredentials(agentType: string \| undefined): BrokeredCredentials {\n co	CODE
LOW	…epsec/files/packages/deepsec/src/sandbox/setup.ts.json	148	"snippet": " */\nexport function resolveBrokeredCredentials(agentType: string \| undefined): BrokeredCredentials {\	CODE

Over-Commented Block26 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	packages/core/src/run.ts	181	// --- Run-level shutdown handling ---	COMMENT
LOW	packages/core/src/run.ts	221	function installShutdownHandlers(): void {	COMMENT
LOW	packages/processor/src/index.ts	341	// 1. The owning run's RunMeta says it's done/error/missing — the	COMMENT
LOW	packages/processor/src/index.ts	421	// (e.g. after some sandboxes failed) skips files that already carry	COMMENT
LOW	packages/processor/src/agents/codex-wrapper.sh	1	#!/bin/sh	COMMENT
LOW	packages/processor/src/agents/shared.ts	81	export function classifyQuotaError(msg: string, hint?: QuotaAgentHint): QuotaSource \| undefined {	COMMENT
LOW	packages/processor/src/agents/shared.ts	381	})	COMMENT
LOW	…ges/processor/src/__tests__/process-revalidate.test.ts	901	// prose. We test it via the real ClaudeAgentSdkPlugin by stubbing the	COMMENT
LOW	packages/deepsec/src/preflight.ts	21	resolveModelRoute,	COMMENT
LOW	packages/deepsec/src/preflight.ts	141	if (!route) return undefined;	COMMENT
LOW	packages/deepsec/src/output-cap.ts	1	// Caps stdout/stderr of the deepsec worker when it runs inside a sandbox.	COMMENT
LOW	packages/deepsec/src/quota-message.ts	1	// Renders the message we print when a process/revalidate run is stopped	COMMENT
LOW	packages/deepsec/src/sandbox/setup.ts	161	if (options.aiBaseUrl) {	COMMENT
LOW	packages/deepsec/src/sandbox/setup.ts	201	return env;	COMMENT
LOW	packages/deepsec/src/sandbox/download.ts	21	// tampered with the archive, the extracted files can only land in these	COMMENT
LOW	packages/deepsec/src/sandbox/download.ts	41	// characters (the timestamp is an ISO string with `:`/`.` replaced by	COMMENT
LOW	packages/deepsec/src/sandbox/download.ts	221	// "all or nothing" — if any entry is disallowed (wrong type or	COMMENT
LOW	packages/deepsec/src/sandbox/upload.ts	141	}	COMMENT
LOW	packages/deepsec/src/sandbox/upload.ts	161	// → relative `-C data/x` would then chdir again).	COMMENT
LOW	packages/deepsec/src/commands/export.ts	261		COMMENT
LOW	.github/workflows/release.yml	1	name: Release	COMMENT
LOW	.github/workflows/release.yml	81	uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4.4.0	COMMENT
LOW	.github/workflows/release.yml	121	# together. With `id-token: write` set above and a Trusted Publisher	COMMENT
LOW	e2e/pipeline-sandbox.test.ts	301	// 4. sandbox process — 1 sandbox, 2 files, stub agent. The	COMMENT
LOW	e2e/vitest.config.ts	1	import { defineConfig } from "vitest/config";	COMMENT
LOW	.deepsec/pnpm-workspace.yaml	1	# Sever this directory from any ancestor pnpm workspace. pnpm walks up	COMMENT

Modern AI Meta-Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/deepsec/src/preflight.ts	153	// Older scaffold-only workspaces persisted Gateway as a default even when	COMMENT
MEDIUM	packages/deepsec/src/commands/init.ts	64	// Defaults: scaffold `.deepsec/` inside the current codebase, with the	COMMENT
MEDIUM	packages/scanner/src/matchers/index.ts	4	// --- AI / agentic / messaging matchers ---	COMMENT
MEDIUM	packages/scanner/src/matchers/index.ts	344	// AI / agentic / messaging	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…lls/technical-writer/references/editorial-standards.md	3	Apply these standards to the passage and its surrounding section. They are editing criteria, not proof of authorship. A	CODE

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

Severity	File	Line	Snippet	Context
HIGH	packages/deepsec/src/sandbox/setup.ts	885	elif [ -f "package/vendor/\${TRIPLE}/codex/codex" ]; then	CODE

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	packages/deepsec/src/sandbox/orchestrator.ts	318	// Step 1: get a snapshot — either use one the user passed, or build a fresh one	COMMENT
LOW	packages/deepsec/src/sandbox/orchestrator.ts	347	// Step 2: spawn N worker sandboxes from the snapshot in parallel	COMMENT

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	packages/deepsec/src/sandbox/orchestrator.ts	318	// Step 1: get a snapshot — either use one the user passed, or build a fresh one	COMMENT
LOW	packages/deepsec/src/sandbox/orchestrator.ts	347	// Step 2: spawn N worker sandboxes from the snapshot in parallel	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/deepsec/src/sandbox/setup.ts	497	// theory, but resetting is cheap and more robust against clock skew.	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/processor/src/__tests__/shared.test.ts	375	const finding = JSON.stringify(validFinding({ description: "placeholder" }), null, 0).replace(	CODE
LOW	packages/processor/src/__tests__/shared.test.ts	376	'"description":"placeholder"',	CODE

vercel-labs/deepsec

Open-Source Code Quality, Security and Technical Debt Review