0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

5.2K

Stars

Java

Language

461.9K

Lines of Code

3.1K

Files

112

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 1.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 103 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

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

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 2.2/100 · LOW

Which changes need focused human review? 112 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 0MEDIUM 18LOW 88

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 112 distinct pattern matches across 10 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 Indicators6 hits · 60 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ain/java/bisq/daemon/grpc/GrpcErrorMessageHandler.java	137	return bisq.core.offer.availability.AvailabilityResult.fromProto(proto).getDescription();	CODE
CRITICAL	…/src/test/java/bisq/apitest/dao/ProposalPhaseTest.java	110	@org.junit.jupiter.params.provider.ValueSource(strings = {	CODE
CRITICAL	…est/java/bisq/apitest/method/wallet/BtcWalletTest.java	104	bisq.core.api.model.BtcBalanceInfo.valueOf(	CODE
CRITICAL	…st/java/bisq/apitest/method/wallet/WalletTestUtil.java	16	bisq.core.api.model.BtcBalanceInfo.valueOf(1000000000,	CODE
CRITICAL	…st/java/bisq/apitest/method/wallet/WalletTestUtil.java	47	return bisq.core.api.model.BsqBalanceInfo.valueOf(availableBalance,	CODE
CRITICAL	…main/java/bisq/network/p2p/storage/P2PDataStorage.java	1241	.map(e -> new Tuple2<>(org.bitcoinj.core.Utils.HEX.encode(get32ByteHashAsByteArray(e.getProtectedSto	CODE

Over-Commented Block57 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW	…/dao/burningman/BurningManPresentationServiceTest.java	41	// Target myShare: 0.75	COMMENT
LOW	…/dao/burningman/BurningManPresentationServiceTest.java	81	myTargetShare = 0;	COMMENT
LOW	…/dao/burningman/BurningManPresentationServiceTest.java	101	// Others: 99	COMMENT
LOW	…rc/main/java/bisq/core/btc/TxFeeEstimationService.java	41	*/	COMMENT
LOW	…rc/main/java/bisq/core/btc/TxFeeEstimationService.java	161	// We start with the initialEstimatedTxVsize for a tx with 1 input (175) vbytes and get from BitcoinJ a tx back whic	COMMENT
LOW	…re/src/main/java/bisq/core/btc/setup/WalletConfig.java	321	} else if (chainFileExists) {	COMMENT
LOW	…c/main/java/bisq/core/btc/wallet/BtcWalletService.java	301	// Blind vote tx	COMMENT
LOW	…c/main/java/bisq/core/btc/wallet/BtcWalletService.java	421	// Vote reveal tx	COMMENT
LOW	…c/main/java/bisq/core/btc/wallet/BtcWalletService.java	441		COMMENT
LOW	…c/main/java/bisq/core/btc/wallet/BtcWalletService.java	481	// preparedBsqTx has following structure:	COMMENT
LOW	…main/java/bisq/core/btc/wallet/TradeWalletService.java	221	// preparedBsqTx has following structure:	COMMENT
LOW	…rc/main/java/bisq/core/offer/bisq_v1/OfferPayload.java	61	// Instance fields	COMMENT
LOW	…/main/java/bisq/core/offer/bisq_v1/TakeOfferModel.java	141	@Override	COMMENT
LOW	…va/bisq/core/trade/protocol/bisq_v1/BuyerProtocol.java	61	// the trade without any resend attempts (buyer stuck at "Please send confirmation	COMMENT
LOW	…ler/SellerSendsDepositTxAndDelayedPayoutTxMessage.java	101		COMMENT
LOW	…main/java/bisq/core/payment/payload/PaymentMethod.java	321		COMMENT
LOW	…n/java/bisq/core/dao/burningman/BurnTargetService.java	181	.filter(reimbursementModel -> reimbursementModel.getHeight() <= chainHeight)	COMMENT
LOW	…src/main/java/bisq/core/dao/state/DaoStateService.java	821		COMMENT
LOW	…e/src/main/java/bisq/core/dao/state/GenesisTxInfo.java	81	@Getter	COMMENT
LOW	…/java/bisq/core/dao/state/DaoStateSnapshotService.java	181	// and we got called back from daoStateMonitoringService once the hashes are created from peers data.	COMMENT
LOW	…e/dao/governance/blindvote/MyBlindVoteListService.java	401	return bsqWalletService.signTxAndVerifyNoDustOutputs(txWithBtcFee);	COMMENT
LOW	…java/bisq/core/dao/governance/period/CycleService.java	101	return blockHeight >= cycle.getHeightOfFirstBlock() &&	COMMENT
LOW	…rc/main/java/bisq/core/dao/governance/param/Param.java	121	// We re-purpose it as value for BTC fee revenue per cycle. This can be added as oracle data by DAO voting.	COMMENT
LOW	…/core/dao/governance/votereveal/VoteRevealService.java	161	///////////////////////////////////////////////////////////////////////////////////////////	COMMENT
LOW	…q/core/dao/node/messages/NewBlockBroadcastMessage.java	81		COMMENT
LOW	…ain/java/bisq/core/dao/node/parser/TxOutputParser.java	301	case ASSET_LISTING_FEE:	COMMENT
LOW	…e/src/main/java/bisq/core/provider/fee/FeeService.java	161	}	COMMENT
LOW	core/src/main/java/bisq/core/api/CoreOffersService.java	361	String upperCaseCurrencyCode = currencyCode.toUpperCase();	COMMENT
LOW	core/src/main/java/bisq/core/api/CoreHelpService.java	81	// out.println(coreHelpService.getMethodHelp("lockwallet"));	COMMENT
LOW	…/java/bisq/core/account/sign/SignedWitnessService.java	661	if (set.isEmpty()) {	COMMENT
LOW	…in/java/bisq/desktop/util/validation/SbpValidator.java	21		COMMENT
LOW	…ain/java/bisq/desktop/components/BalanceTextField.java	81	///////////////////////////////////////////////////////////////////////////////////////////	COMMENT
LOW	…main/java/bisq/desktop/components/chart/ChartView.java	721	// Chart update after data change	COMMENT
LOW	…p/main/offer/bisq_v1/takeoffer/TakeOfferDataModel.java	221		COMMENT
LOW	…p/main/offer/bisq_v1/takeoffer/TakeOfferDataModel.java	361	// Another edge case not handled correctly is: If there are many small inputs and user add a large input later the	COMMENT
LOW	…mon/src/test/java/bisq/common/crypto/EquihashTest.java	141	public void solutionCountPerNonceStats() {	COMMENT
LOW	apitest/docker/dao-compose.compat.yml	1	# Compatibility override for dao-compose.yml. Points one peer (bob) at the	COMMENT
LOW	apitest/docker/run-e2e-tests-compat.sh	1	#!/usr/bin/env bash	COMMENT
LOW	apitest/docker/run-e2e-tests.sh	1	#!/usr/bin/env bash	COMMENT
LOW	apitest/docker/run-e2e-tests.sh	21	# READY_TIMEOUT_SECS per-daemon readiness wait (default: 300)	COMMENT
LOW	apitest/docker/run-e2e-tests.sh	81	LOGS_DIR="${SCRIPT_DIR}/logs"	COMMENT
LOW	apitest/docker/bitcoind-entrypoint.sh	1	#!/bin/sh	COMMENT
LOW	apitest/scripts/trade-xmr-simulation.sh	1	#! /bin/bash	COMMENT
LOW	apitest/scripts/trade-xmr-simulation.sh	21	#	COMMENT
LOW	apitest/scripts/mainnet-test.sh	1	#!/usr/bin/env bats	COMMENT
LOW	apitest/scripts/trade-simulation.sh	1	#! /bin/bash	COMMENT
LOW	apitest/scripts/trade-simulation.sh	21	# - Only regtest btc can be bought or sold with the test payment account.	COMMENT
LOW	apitest/scripts/limit-order-simulation.sh	1	#! /bin/bash	COMMENT
LOW	apitest/scripts/limit-order-simulation.sh	21	#	COMMENT
LOW	apitest/scripts/bsqswap-simulation.sh	1	#! /bin/bash	COMMENT
LOW	apitest/scripts/bsqswap-simulation.sh	21	#	COMMENT
LOW	apitest/scripts/rolling-offer-simulation.sh	1	#! /bin/bash	COMMENT
LOW	apitest/scripts/rolling-offer-simulation.sh	21	# These should be run using the apitest harness. From the root project dir, run:	COMMENT
LOW	…itest/src/main/java/bisq/apitest/linux/BitcoinCli.java	81	if (isError())	COMMENT
LOW	…/test/java/bisq/network/http/UrlSafetyCheckerTest.java	201	// P2P, an explorer URL pulled from preferences, etc. Goals tested below:	COMMENT
LOW	p2p/src/test/java/bisq/network/p2p/DummySeedNode.java	61	private final String defaultUserDataDir;	COMMENT
LOW	p2p/src/main/java/bisq/network/http/HttpClientImpl.java	361	// Register socket factories that pass the unresolved hostname through to	COMMENT

AI Slop Vocabulary10 hits · 34 pts

Severity	File	Line	Snippet	Context
MEDIUM	…a/bisq/core/account/sign/SignedWitnessServiceTest.java	845	// sw1 also signs sw3 (not supported yet but a possible addition for a more robust system)	COMMENT
MEDIUM	apitest/docker/run-e2e-tests-compat.sh	76	# 1. Current-tree install dists + dao-setup (master harness + 3 peers).	COMMENT
MEDIUM	apitest/docker/run-e2e-tests-compat.sh	108	# 4. Release peer image (inherits master harness, swaps app binaries).	COMMENT
MEDIUM⚡	apitest/scripts/trade-xmr-simulation.sh	15	# These should be run using the apitest harness. From the root project dir, run:	COMMENT
MEDIUM	apitest/scripts/trade-simulation.sh	18	# These should be run using the apitest harness. From the root project dir, run:	COMMENT
MEDIUM⚡	apitest/scripts/limit-order-simulation.sh	17	# These should be run using the apitest harness. From the root project dir, run:	COMMENT
MEDIUM	apitest/scripts/bsqswap-simulation.sh	15	# These should be run using the apitest harness. From the root project dir, run:	COMMENT
MEDIUM⚡	apitest/scripts/rolling-offer-simulation.sh	21	# These should be run using the apitest harness. From the root project dir, run:	COMMENT
MEDIUM	.github/workflows/e2e-tests-compat.yml	54	# Master (current branch) install dists + dao-setup — the stack harness and	COMMENT
MEDIUM	.github/workflows/e2e-tests-compat.yml	125	# Release peer image: inherits the master harness, swaps app binaries.	COMMENT

Self-Referential Comments7 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM	cli/package/create-cli-dist.sh	26	# Create a clean directory to hold the tarball's content.	COMMENT
MEDIUM	daemon/package/create-daemon-dist.sh	26	# Create a clean directory to hold the tarball's content.	COMMENT
MEDIUM	apitest/docker/bitcoind-entrypoint.sh	71	# Create a descriptor wallet "testwallet" after RPC comes up. The legacy	COMMENT
MEDIUM⚡	apitest/scripts/trade-xmr-simulation.sh	28	# Create a buy/xmr offer to buy 0.125 btc at an xmr fixed-price of 0.05 btc, using an xmr payment account:	COMMENT
MEDIUM⚡	apitest/scripts/trade-xmr-simulation.sh	32	# Create a sell/xmr offer to sell 0.125 btc at at an xmr mkt-price-margin of 0%, using using an xmr payment account:	COMMENT
MEDIUM⚡	apitest/scripts/limit-order-simulation.sh	32	# Create a sell/eur offer to sell 0.125 btc at a fixed-price of 38,000 euros, using a France face to face	COMMENT
MEDIUM⚡	apitest/scripts/rolling-offer-simulation.sh	36	# Create a buy/usd offer to sell 0.1 btc at 2% above market price, using a US face to face payment account:	COMMENT

Example Usage Blocks8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	apitest/docker/run-e2e-tests-compat.sh	12	# Usage:	COMMENT
LOW	apitest/docker/run-e2e-tests.sh	10	# Usage:	COMMENT
LOW⚡	apitest/scripts/trade-xmr-simulation.sh	18	# Usage:	COMMENT
LOW	apitest/scripts/mainnet-test.sh	13	# Usage:	COMMENT
LOW	apitest/scripts/trade-simulation.sh	23	# Usage:	COMMENT
LOW⚡	apitest/scripts/limit-order-simulation.sh	22	# Usage:	COMMENT
LOW	apitest/scripts/bsqswap-simulation.sh	18	# Usage:	COMMENT
LOW⚡	apitest/scripts/rolling-offer-simulation.sh	26	# Usage:	COMMENT

Structural Annotation Overuse8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	desktop/src/main/java/bisq/desktop/app/BisqApp.java	134	// NOTE: This method is not called on the JavaFX Application Thread.	COMMENT
LOW	docs/release-checklist.md	19	## Step 1: Update the version number	COMMENT
LOW	docs/release-checklist.md	49	## Step 2: Update the bundled data files	COMMENT
LOW	docs/release-checklist.md	286	## Step 3: Release notes	COMMENT
LOW	docs/release-checklist.md	309	## Step 4: Build	COMMENT
LOW	docs/release-checklist.md	382	## Step 5: Sign	COMMENT
LOW	docs/release-checklist.md	430	## Step 6: Publish	COMMENT
LOW	docs/release-checklist.md	475	## Step 7: After the release	COMMENT

Hyper-Verbose Identifiers8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…/network/p2p/inventory/GetInventoryRequestHandler.java	63	public class GetInventoryRequestHandler implements MessageListener {	CODE
LOW	…de/full/network/GetAccountingBlocksRequestHandler.java	49	class GetAccountingBlocksRequestHandler {	CODE
LOW	…/blindvote/network/RepublishGovernanceDataHandler.java	58	public final class RepublishGovernanceDataHandler {	CODE
LOW	…ore/dao/node/full/network/GetBlocksRequestHandler.java	53	class GetBlocksRequestHandler {	CODE
LOW	…ork/p2p/peers/peerexchange/GetPeersRequestHandler.java	45	class GetPeersRequestHandler {	CODE
LOW	…bisq/network/p2p/peers/getdata/RequestDataManager.java	61	public class RequestDataManager implements MessageListener, ConnectionListener, PeerManager.Listener {	CODE
LOW	…bisq/network/p2p/peers/getdata/RequestDataHandler.java	59	class RequestDataHandler implements MessageListener {	CODE
LOW	…q/network/p2p/peers/getdata/GetDataRequestHandler.java	44	public class GetDataRequestHandler {	CODE

Verbosity Indicators4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…re/src/main/java/bisq/core/offer/OpenOfferManager.java	1310	// we need to check if in the meantime the offer has been removed	COMMENT
LOW	…/src/main/java/bisq/core/dao/node/parser/TxParser.java	226	// We need to check if any tempTxOutput is available and if so and the OpReturn data is invalid we	COMMENT
LOW	…ore/crypto/ed25519/arithmetic/Ed25519FieldElement.java	941	// Step 1:	COMMENT
LOW	…ore/crypto/ed25519/arithmetic/Ed25519FieldElement.java	955	// Step 2:	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	restapi/src/main/resources/doc/v1/swagger-ui.js	1	!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"function"==typeof define&&define.am	CODE
LOW	…src/main/resources/doc/v1/swagger-ui-es-bundle-core.js	2	importas e from"react-immutable-pure-component";importas t from"remarkable/linkify";import*as r from"dompurify";import	CODE
LOW	…/main/resources/doc/v1/swagger-ui-standalone-preset.js	2	!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.am	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	apitest/docker/entrypoint.sh	96	# which only works for local-process scaffolding, not docker bridge).	COMMENT

bisq-network/bisq

Open-Source Code Quality, Security and Technical Debt Review