0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

2.9K

Stars

TypeScript

Language

195.6K

Lines of Code

1.1K

Files

Pattern Hits

2026-10-31

Scan Date

0.01

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 1.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 44 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.9/100 · LOW

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

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 27 finding(s).

PR Review Velocity Impact 3.4/100 · LOW

Which changes need focused human review? 57 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 7HIGH 1MEDIUM 5LOW 44

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 57 distinct pattern matches across 11 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.

Hallucination Indicators7 hits · 70 pts

Severity	File	Line	Snippet	Context
CRITICAL	…tning/nodes-per-isp/nodes-per-isp-preview.component.ts	45	id: this.route.snapshot.params.isp.split(',').join(', ')	CODE
CRITICAL	…app/lightning/nodes-per-isp/nodes-per-isp.component.ts	45	id: this.route.snapshot.params.isp.split(',').join(', ')	CODE
CRITICAL	…ponents/custom-dashboard/custom-dashboard.component.ts	310	if (this.stateService.env.customize && this.stateService.env.customize.dashboard.widgets.some(w => w.props?.address)	CODE
CRITICAL	…ponents/custom-dashboard/custom-dashboard.component.ts	311	let addressString = this.stateService.env.customize.dashboard.widgets.find(w => w.props?.address).props.address;	CODE
CRITICAL	…ponents/custom-dashboard/custom-dashboard.component.ts	383	if (this.stateService.env.customize && this.stateService.env.customize.dashboard.widgets.some(w => w.props?.wallet))	CODE
CRITICAL	…ponents/custom-dashboard/custom-dashboard.component.ts	384	const walletName = this.stateService.env.customize.dashboard.widgets.find(w => w.props?.wallet).props.wallet;	CODE
CRITICAL	…t-address-scripts/taproot-address-scripts.component.ts	443	const [txid, vinIndex] = e.data.value.script.vinId.split(':');	CODE

Hyper-Verbose Identifiers23 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/app/shared/transaction.utils.ts	205	export function extractDERSignaturesWitness(witness: string[]): SigInfo[] {	CODE
LOW	frontend/src/app/shared/transaction.utils.ts	699	function isNonStandardLegacySigops(tx: Transaction, height?: number, network?: string): boolean {	CODE
LOW	frontend/src/app/shared/transaction.utils.ts	979	export function identifyPrioritizedTransactions(transactions: TransactionStripped[]): { prioritized: string[], depriorit	CODE
LOW	frontend/src/app/shared/script.utils.ts	422	export function parseTapscriptUnanimousMultisig(script: string): undefined \| number {	CODE
LOW	frontend/src/app/shared/address-utils.ts	390	export function checkedCompareAddressStrings(a: string, b: string, type: AddressType, network: string): AddressSimilarit	CODE
LOW	frontend/src/app/shared/ord/inscription.utils.ts	286	export function littleEndianBytesToNumber(byteArray: Uint8Array): number {	CODE
LOW	…d/src/app/components/cluster-diagram/cluster-layout.ts	492	function initialHorizontalOrdering(cellIndex: Map<string, Seg[]>, edges: GridEdge[]): Map<string, CellOrder> {	CODE
LOW	…d/src/app/components/cluster-diagram/cluster-layout.ts	1153	function computeAlternativeWaypoints(	CODE
LOW	…d/src/app/components/cluster-diagram/cluster-layout.ts	1243	function connectDisconnectedRegions(cells: Set<string>, bridges: Set<string>, blocked: Set<string>): void {	CODE
LOW	…d/src/app/components/block-overview-graph/tx-sprite.ts	177	function interpolateAttributeStart(attribute: InterpolatedAttribute, start: DOMHighResTimeStamp): void {	CODE
LOW	frontend/src/resources/wallycore/wallycore.js	380	function updateGlobalBufferAndViews(buf) {	CODE
LOW	frontend/src/resources/wallycore/wallycore.js	547	function receiveInstantiatedSource(output) {	CODE
LOW	backend/eslint-local-rules/index.js	305	function thisMethodIsAnnotatedSafe(memberExpr) {	CODE
LOW	backend/src/utils/file-read.ts	252	export function getBlockFirstSeenFromLogs(hash: string, blockTimestamp: number, oldestLogTimestamp: number): number \| nu	CODE
LOW	backend/src/utils/file-read.ts	274	export function scanLogsForBlocksFirstSeen(blocks: { hash: string; timestamp: number }[], oldestLogTimestamp: number): {	CODE
LOW	backend/src/utils/file-read.ts	380	export function getOldestLogTimestampFromLogs(filePath: string): number \| null {	CODE
LOW	backend/src/utils/bitcoin-script.ts	206	export function parseDATUMTemplateCreator(coinbaseRaw: string): string[] \| null {	CODE
LOW	backend/src/cluster-mempool/linearize.ts	1307	function insertSortedCanonicalChunk(ready: number[], idx: number, chunks: LinearizationChunk[], maxOrder: number[]): voi	CODE
LOW	backend/src/api/cpfp.ts	183	export function calculateClusterMempoolBlockCpfp(height: number, transactions: MempoolTransactionExtended[], acceleratio	CODE
LOW	backend/src/api/block-processor.ts	175	function saveCpfpDataToTransactions(transactions: MempoolTransactionExtended[], cpfpData: BlockCpfpData): void {	CODE
LOW	backend/src/api/block-processor.ts	183	export function saveCpfpDataToCpfpSummary(transactions: MempoolTransactionExtended[], cpfpData: BlockCpfpData): CpfpSumm	CODE
LOW	…end/src/api/lightning/clightning/clightning-convert.ts	161	export async function convertAndmergeBidirectionalChannels(clChannels: any[]): Promise<ILightningApi.Channel[]> {	CODE
LOW	backend/src/api/services/wallets.ts	322	function convertBalancesToWalletAddress(wallet: string, balances: { balance: number, time: number }[]): WalletAddress {	CODE

Decorative Section Separators4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	…end/src/__e2e__/cluster-mempool/harness/run-harness.ts	25	// ─── CLI Parsing (must happen before backend imports) ───────────────────────	COMMENT
MEDIUM	…end/src/__e2e__/cluster-mempool/harness/run-harness.ts	72	// ─── Backend Module Loading ─────────────────────────────────────────────────	COMMENT
MEDIUM	…end/src/__e2e__/cluster-mempool/harness/run-harness.ts	92	// ─── Main Harness ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…end/src/__e2e__/cluster-mempool/harness/run-harness.ts	448	// ─── Entry Point ────────────────────────────────────────────────────────────	COMMENT

Redundant / Tautological Comments6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	docker/backend/wait-for-it.sh	151	# Check if busybox timeout uses -t flag	COMMENT
LOW	frontend/src/locale/duplicates.sh	5	# Check if file exists	COMMENT
LOW	backend/scripts/test-with-db.sh	42	# Set trap to cleanup on exit	COMMENT
LOW	backend/scripts/test-with-db.sh	97	# Check if server is still running	COMMENT
LOW	backend/scripts/debug-integration-tests.sh	20	# Check if MariaDB is running	COMMENT
LOW	.github/workflows/backend-integration.yml	123	# Check if server is still running	COMMENT

Over-Commented Block7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	frontend/cypress/support/commands.ts	1	// ***********************************************	COMMENT
LOW	frontend/cypress/support/commands.ts	21	// create various custom commands and overwrite	COMMENT
LOW	frontend/cypress/support/e2e.ts	1	// ***********************************************************	COMMENT
LOW	frontend/src/app/shared/sha256.ts	1	// SHA-256 (+ HMAC and PBKDF2) for JavaScript.	COMMENT
LOW	rust/gbt/src/lib.rs	141	/// clusters: A 2D Vector of transaction IDs representing clusters of dependent mempool transactions	COMMENT
LOW	backend/testSetup.integration.ts	1	// Integration test setup - uses real implementations, not mocks	COMMENT
LOW	scripts/update-umbrel-mempool.sh	1	#!/usr/bin/env bash	COMMENT

Verbosity Indicators3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	…end/src/__e2e__/cluster-mempool/harness/run-harness.ts	129	// Step 1: Fetch full mempool	COMMENT
LOW⚡	…end/src/__e2e__/cluster-mempool/harness/run-harness.ts	139	// Step 2: Initialize ClusterMempool	COMMENT
LOW	…end/src/__e2e__/cluster-mempool/harness/run-harness.ts	283	// Step 1: Get Core's block template	COMMENT

Structural Annotation Overuse3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	…end/src/__e2e__/cluster-mempool/harness/run-harness.ts	129	// Step 1: Fetch full mempool	COMMENT
LOW⚡	…end/src/__e2e__/cluster-mempool/harness/run-harness.ts	139	// Step 2: Initialize ClusterMempool	COMMENT
LOW	…end/src/__e2e__/cluster-mempool/harness/run-harness.ts	283	// Step 1: Get Core's block template	COMMENT

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	backend/mempool-config.sample.json	172	"API_KEY": "your-api-key-from-freecurrencyapi.com"	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/src/api/common.ts	1232	// Definitely taproot. Get script	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/update-umbrel-mempool.sh	16	# Usage:	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…ock-overview-graph/block-overview-graph.component.html	22	<div *ngIf="!webGlEnabled" class="placeholder">	CODE

mempool/mempool

Open-Source Code Quality, Security and Technical Debt Review