CortexReach/memory-lancedb-pro

5.0

Adjusted Score

5.0

Raw Score

100%

Time Factor

2026-07-14

Last Push

4.5K

Stars

JavaScript

Language

49.4K

Lines of Code

Files

231

Pattern Hits

2026-07-14

Scan Date

0.00

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 0MEDIUM 1LOW 230

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 231 distinct pattern matches across 9 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers172 hits · 170 pts

Severity	File	Line	Snippet	Context
LOW	cli.ts	89	function resolveOpenClawConfigPath(explicit?: string): string {	CODE
LOW	cli.ts	119	function resolveConfiguredOauthPath(configPath: string, rawPath: unknown): string {	CODE
LOW	cli.ts	152	function extractRestorableApiKeyLlmConfig(value: unknown): RestorableApiKeyLlmConfig {	CODE
LOW	cli.ts	176	function extractOauthSafeLlmConfig(value: unknown): RestorableApiKeyLlmConfig {	CODE
LOW	cli.ts	191	function hasRestorableApiKeyLlmConfig(value: RestorableApiKeyLlmConfig): boolean {	CODE
LOW	cli.ts	195	function buildLogoutFallbackLlmConfig(value: unknown): RestorableApiKeyLlmConfig {	CODE
LOW	cli.ts	262	async function promptOauthProviderSelection(	CODE
LOW	cli.ts	360	async function resolveOauthProviderSelection(	CODE
LOW	cli.ts	511	function formatRetrievalDiagnosticsLines(diagnostics: {	CODE
LOW⚡	index.ts	541	function getEffectiveAutoRecallMaxItems(config: PluginConfig): number {	CODE
LOW⚡	index.ts	547	function getAutoRecallRetrieveLimit(autoRecallMaxItems: number): number {	CODE
LOW⚡	index.ts	551	function getAutoRecallRerankInputLimit(retrieveLimit: number): number {	CODE
LOW⚡	index.ts	555	function getAutoRecallRerankTimeoutMs(	CODE
LOW⚡	index.ts	2264	function isSessionBoundaryReflectionAction(action: unknown): boolean {	CODE
LOW⚡	index.ts	2271	function getReflectionEmptyEventGuardMap(): Map<string, ReflectionEmptyEventGuardEntry> {	CODE
LOW⚡	index.ts	2277	function pruneReflectionEmptyEventGuard(now = Date.now()): void {	CODE
LOW	index.ts	379	function resolveWorkspaceDirFromContext(context: Record<string, unknown> \| undefined): string {	CODE
LOW	index.ts	401	function isSupportedSecretRefSource(value: unknown): value is SecretRefSource {	CODE
LOW	index.ts	451	function resolveSecretCredentialArray(	CODE
LOW	index.ts	473	function resolveOptionalPathWithEnv(	CODE
LOW	index.ts	570	export function buildAutoRecallRerankCostWarning(	CODE
LOW	index.ts	638	function resolveSourceFromSessionKey(sessionKey: string \| undefined): string {	CODE
LOW	index.ts	645	function summarizeAgentEndMessages(messages: unknown[]): string {	CODE
LOW	index.ts	828	export function getExtensionApiImportSpecifiers(	CODE
LOW	index.ts	955	function extractJsonObjectFromOutput(stdout: string): Record<string, unknown> {	CODE
LOW	index.ts	973	function extractReflectionTextFromCliResult(resultObj: Record<string, unknown>): string \| null {	CODE
LOW	index.ts	1084	export function buildReflectionCliSpawnCommand(	CODE
LOW	index.ts	1100	async function loadSelfImprovementReminderContent(workspaceDir?: string): Promise<string> {	CODE
LOW	index.ts	1114	function resolveAgentPrimaryModelRef(cfg: unknown, agentId: string): string \| undefined {	CODE
LOW	index.ts	1194	function isInternalReflectionSessionKey(sessionKey: unknown): boolean {	CODE
LOW	index.ts	1223	function shouldSkipReflectionMessage(role: string, text: string): boolean {	CODE
LOW	index.ts	1261	function isExplicitRememberCommand(text: string): boolean {	CODE
LOW	index.ts	1266	export function buildAutoCaptureConversationKeyFromIngress(	CODE
LOW	index.ts	1285	function buildAutoCaptureConversationKeyFromSessionKey(sessionKey: string): string \| null {	CODE
LOW	index.ts	1356	function extractTextFromToolResult(result: unknown): string {	CODE
LOW	index.ts	1380	function summarizeRecentConversationMessages(	CODE
LOW	index.ts	1406	async function readSessionConversationForReflection(filePath: string, messageCount: number): Promise<string \| null> {	CODE
LOW	index.ts	1427	export async function readSessionConversationWithResetFallback(sessionFilePath: string, messageCount: number): Promise<s	CODE
LOW	index.ts	1576	function buildReflectionFallbackText(): string {	CODE
LOW	index.ts	1674	async function generateReflectionTextUnbounded(	CODE
LOW	index.ts	2140	function createAdmissionRejectionAuditWriter(	CODE
LOW	index.ts	2291	async function getReflectionEmptyEventGuardKey(params: {	CODE
LOW	index.ts	2623	function isPluginExplicitlyDisabled(config: Record<string, unknown>, pluginName: string): boolean {	CODE
LOW	index.ts	2633	export function warnForDisabledChannelPlugin(	CODE
LOW	index.ts	5329	function scheduleNextDreamingSweep() {	CODE
LOW	src/workspace-boundary.ts	44	export function resolveUserMdExclusiveConfig(	CODE
LOW	src/workspace-boundary.ts	58	export function shouldFilterUserMdExclusiveRecall(	CODE
LOW	src/batch-dedup.ts	140	export function createExtractionCostStats(): ExtractionCostStats {	CODE
LOW	src/auto-capture-cleanup.ts	28	function stripLeadingInboundMetadata(text: string): string {	CODE
LOW	src/auto-capture-cleanup.ts	47	function stripAutoCaptureSessionResetPrefix(text: string): string {	CODE
LOW	src/auto-capture-cleanup.ts	65	function stripAutoCaptureAddressingPrefix(text: string): string {	CODE
LOW	src/auto-capture-cleanup.ts	69	function stripRuntimeWrapperBoilerplate(text: string): string {	CODE
LOW	src/auto-capture-cleanup.ts	90	function stripLeadingRuntimeWrappers(text: string): string {	CODE
LOW	src/auto-capture-cleanup.ts	123	export function stripAutoCaptureInjectedPrefix(role: string, text: string): string {	CODE
LOW	src/memory-upgrader.ts	95	function isCurrentReflectionMemory(entry: MemoryEntry): boolean {	CODE
LOW	src/memory-categories.ts	129	export function matchesMemoryCategoryFilter(	CODE
LOW	src/memory-categories.ts	155	export function resolveCategoryFilterCandidates(requestedCategory: string): string[] {	CODE
LOW	src/memory-categories.ts	173	export function getStorageCategoryForMemoryCategory(	CODE
LOW	src/memory-categories.ts	179	export function resolveToolMemoryCategory(rawCategory: string): {	CODE
LOW	src/memory-categories.ts	209	function extractMetadataMemoryCategory(rawMetadata?: string): MemoryCategory \| null {	CODE
112 more matches not shown…

Fake / Example Data32 hits · 37 pts

Severity	File	Line	Snippet	Context
LOW⚡	openclaw.plugin.json	1714	"placeholder": "sk-proj-... or [\"key1\", \"key2\"] for rotation",	CODE
LOW⚡	openclaw.plugin.json	1719	"placeholder": "text-embedding-3-small",	CODE
LOW⚡	openclaw.plugin.json	1724	"placeholder": "https://api.openai.com/v1",	CODE
LOW⚡	openclaw.plugin.json	1730	"placeholder": "auto-detected from model",	CODE
LOW⚡	openclaw.plugin.json	1736	"placeholder": "omit by default",	CODE
LOW⚡	openclaw.plugin.json	1802	"placeholder": "24",	CODE
LOW⚡	openclaw.plugin.json	1808	"placeholder": "7",	CODE
LOW⚡	openclaw.plugin.json	1814	"placeholder": "300000",	CODE
LOW⚡	openclaw.plugin.json	1820	"placeholder": "0",	CODE
LOW⚡	openclaw.plugin.json	1826	"placeholder": "redis://localhost:6379",	CODE
LOW⚡	openclaw.plugin.json	1838	"placeholder": "redis://localhost:6379",	CODE
LOW⚡	openclaw.plugin.json	1845	"placeholder": "memory-lancedb-pro:write-lock",	CODE
LOW⚡	openclaw.plugin.json	1851	"placeholder": "60000",	CODE
LOW⚡	openclaw.plugin.json	1857	"placeholder": "5000",	CODE
LOW⚡	openclaw.plugin.json	1863	"placeholder": "50",	CODE
LOW⚡	openclaw.plugin.json	1869	"placeholder": "1000",	CODE
LOW⚡	openclaw.plugin.json	1880	"placeholder": "sk-... or ${GROQ_API_KEY}",	CODE
LOW⚡	openclaw.plugin.json	1885	"placeholder": "openai/gpt-oss-120b",	CODE
LOW⚡	openclaw.plugin.json	1890	"placeholder": "https://api.groq.com/openai/v1",	CODE
LOW⚡	openclaw.plugin.json	2045	"placeholder": "jina_... / sk-... / pcsk_...",	CODE
LOW⚡	openclaw.plugin.json	2051	"placeholder": "jina-reranker-v3",	CODE
LOW⚡	openclaw.plugin.json	2057	"placeholder": "https://api.jina.ai/v1/rerank",	CODE
LOW⚡	openclaw.plugin.json	2063	"placeholder": "5000",	CODE
LOW	openclaw.plugin.json	1747	"placeholder": "retrieval.query",	CODE
LOW	openclaw.plugin.json	1753	"placeholder": "retrieval.passage",	CODE
LOW	openclaw.plugin.json	1764	"placeholder": "model-specific default",	CODE
LOW	openclaw.plugin.json	1785	"placeholder": "30000",	CODE
LOW	openclaw.plugin.json	1791	"placeholder": "~/.openclaw/memory/lancedb-pro",	CODE
LOW	openclaw.plugin.json	2218	"placeholder": "anthropic/claude-sonnet-4-6",	CODE
LOW	openclaw.plugin.json	2327	"placeholder": "30000",	CODE
LOW	openclaw.plugin.json	2366	"placeholder": "0 3 * * *",	CODE
LOW	openclaw.plugin.json	2371	"placeholder": "anthropic/claude-sonnet-4-6",	CODE

Verbosity Indicators7 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/memory-upgrader.ts	344	// Step 1: Reverse-map category	COMMENT
LOW⚡	src/memory-upgrader.ts	347	// Step 2: Generate L0/L1/L2	COMMENT
LOW	src/memory-upgrader.ts	396	// Step 3: Build enriched metadata	COMMENT
LOW	src/smart-extractor.ts	389	// Step 1: LLM extraction	COMMENT
LOW	src/smart-extractor.ts	432	// Step 2: Process each surviving candidate through dedup pipeline.	COMMENT
LOW	src/smart-extractor.ts	735	// Step 1: LLM Extraction	COMMENT
LOW	src/smart-extractor.ts	837	// Step 2: Dedup + Persist	COMMENT

Structural Annotation Overuse7 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/memory-upgrader.ts	344	// Step 1: Reverse-map category	COMMENT
LOW⚡	src/memory-upgrader.ts	347	// Step 2: Generate L0/L1/L2	COMMENT
LOW	src/memory-upgrader.ts	396	// Step 3: Build enriched metadata	COMMENT
LOW	src/smart-extractor.ts	389	// Step 1: LLM extraction	COMMENT
LOW	src/smart-extractor.ts	432	// Step 2: Process each surviving candidate through dedup pipeline.	COMMENT
LOW	src/smart-extractor.ts	735	// Step 1: LLM Extraction	COMMENT
LOW	src/smart-extractor.ts	837	// Step 2: Dedup + Persist	COMMENT

Over-Commented Block7 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	index.ts	2661	kind: "memory" as const,	COMMENT
LOW	.github/workflows/claude.yml	41	actions: read	COMMENT
LOW	src/auto-recall-tier1.ts	1	import type { SmartMemoryMetadata } from "./smart-metadata.ts";	COMMENT
LOW	src/store.ts	141	if (!lancedbImportPromise) {	COMMENT
LOW	src/store.ts	601	}> = [];	COMMENT
LOW	src/store.ts	1201	entry: Omit<MemoryEntry, "id" \| "timestamp">,	COMMENT
LOW	src/smart-extractor.ts	101	// remainder. This avoids erasing legitimate inline payload that merely quotes	COMMENT

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	cli.ts	967	// ── Deduplication check (scope-aware exact match) ───────────────────	COMMENT

Excessive Try-Catch Wrapping2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/jsonl_distill.py	312	except Exception:	CODE
LOW	scripts/jsonl_distill.py	436	except Exception:	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/jsonl_distill.py	17		CODE
LOW	scripts/jsonl_distill.py	24		CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/jsonl_distill.py	98		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings