0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.1K

Stars

Java

Language

798.6K

Lines of Code

4.6K

Files

274

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 1.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 232 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 34 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 2.1/100 · LOW

Which changes need focused human review? 274 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 5HIGH 0MEDIUM 10LOW 259

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 274 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.

Over-Commented Block220 hits · 207 pts

Severity	File	Line	Snippet	Context
LOW	…hen/portfolio/ui/views/taxonomy/TaxonomyModelTest.java	281	// MIXED_CLASSIFICATION_TAXONOMY3	COMMENT
LOW	…hen/portfolio/ui/views/taxonomy/TaxonomyModelTest.java	381		COMMENT
LOW	…hen/portfolio/ui/views/taxonomy/TaxonomyModelTest.java	461	// - Root (weight: 100 %)	COMMENT
LOW	…hen/portfolio/ui/views/taxonomy/TaxonomyModelTest.java	641	z.setWeight(Classification.ONE_HUNDRED_PERCENT / 2);	COMMENT
LOW	…hen/portfolio/ui/views/taxonomy/TaxonomyModelTest.java	861	}	COMMENT
LOW	…hen/portfolio/ui/views/taxonomy/TaxonomyModelTest.java	901	Assignment b = new Assignment(B, Classification.ONE_HUNDRED_PERCENT);	COMMENT
LOW	…hen/portfolio/ui/views/taxonomy/TaxonomyModelTest.java	1001		COMMENT
LOW	…hot/security/CapitalGainsCalculationMovingAverage.java	101	// Calculate currency gains as the difference between	COMMENT
LOW	…olio/datatransfer/ibflex/IBFlexStatementExtractor.java	1321	// without "." at the end, e.g. BMWd for BMW trading at d	COMMENT
LOW	…/portfolio/datatransfer/pdf/N26BankAGPDFExtractor.java	101	// Zinsertrag +252,16€	COMMENT
LOW	…/portfolio/datatransfer/pdf/N26BankAGPDFExtractor.java	121	t.setDateTime(asDate(v.get("date")));	COMMENT
LOW	…olio/datatransfer/pdf/LimeTradingCorpPDFExtractor.java	101	t.setSecurity(getOrCreateSecurity(v));	COMMENT
LOW	…lio/datatransfer/pdf/ScorePriorityIncPDFExtractor.java	101	.wrap(BuySellEntryItem::new));	COMMENT
LOW	…/portfolio/datatransfer/pdf/VDKBankNVPDFExtractor.java	61	// @formatter:off	COMMENT
LOW	…/portfolio/datatransfer/pdf/TargobankPDFExtractor.java	541	// @formatter:off	COMMENT
LOW	…/portfolio/datatransfer/pdf/TargobankPDFExtractor.java	661	.assign((t, v) -> t.setSecurity(getOrCreateSecurity(v)))	COMMENT
LOW	…folio/datatransfer/pdf/QuestradeGroupPDFExtractor.java	341	private <T extends Transaction<?>> void addFeesSectionsTransaction(T transaction, DocumentType type)	COMMENT
LOW	…portfolio/datatransfer/pdf/Trading212PDFExtractor.java	81	.match("^.* (Kaufen\|Verkaufen) (?<shares>[\\.,\\d]+) .*$") //	COMMENT
LOW	…buchen/portfolio/datatransfer/pdf/DkbPDFExtractor.java	341		COMMENT
LOW	…buchen/portfolio/datatransfer/pdf/DkbPDFExtractor.java	741		COMMENT
LOW	…buchen/portfolio/datatransfer/pdf/DkbPDFExtractor.java	1461	return item;	COMMENT
LOW	…folio/datatransfer/pdf/FondsdepotBankPDFExtractor.java	81	.section("shares") //	COMMENT
LOW	…folio/datatransfer/pdf/FondsdepotBankPDFExtractor.java	101	// 0,00 EUR 51,78 USD 2,59 EUR 7,952	COMMENT
LOW	…folio/datatransfer/pdf/FondsdepotBankPDFExtractor.java	241	// booked as a separate fee transaction. Therefore the sale	COMMENT
LOW	…folio/datatransfer/pdf/FondsdepotBankPDFExtractor.java	441	// @formatter:on	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/ETradePDFExtractor.java	181	// the tax details in local currency. Therefore the blocks end with the cash distribution	COMMENT
LOW	…portfolio/datatransfer/pdf/KBCGroupNVPDFExtractor.java	281	.match("^Cash Dividend (?<isin>[A-Z]{2}[A-Z0-9]{9}[0-9]).*$") //	COMMENT
LOW	…ortfolio/datatransfer/pdf/CommerzbankPDFExtractor.java	401	// Steuerliche Behandlung: Ausländische Dividende vom 24.04.2025	COMMENT
LOW	…ortfolio/datatransfer/pdf/CommerzbankPDFExtractor.java	561	}))	COMMENT
LOW	…rtfolio/datatransfer/pdf/QuirinBankAGPDFExtractor.java	441	// @formatter:off	COMMENT
LOW	…rtfolio/datatransfer/pdf/QuirinBankAGPDFExtractor.java	1121	// @formatter:off	COMMENT
LOW	…rtfolio/datatransfer/pdf/QuirinBankAGPDFExtractor.java	1181		COMMENT
LOW	…io/datatransfer/pdf/RenaultBankDirektPDFExtractor.java	201	t.setCurrencyCode(v.get("currency"));	COMMENT
LOW	…io/datatransfer/pdf/RenaultBankDirektPDFExtractor.java	221	// 0,50000% Habenzins 2802 4,72H	COMMENT
LOW	…en/portfolio/datatransfer/pdf/SBrokerPDFExtractor.java	301		COMMENT
LOW	…en/portfolio/datatransfer/pdf/SBrokerPDFExtractor.java	401	//	COMMENT
LOW	…en/portfolio/datatransfer/pdf/SBrokerPDFExtractor.java	781	.assign((ctx, v) -> ctx.put("currency", asCurren	COMMENT
LOW	…en/portfolio/datatransfer/pdf/SBrokerPDFExtractor.java	1461	}));	COMMENT
LOW	…en/portfolio/datatransfer/pdf/SBrokerPDFExtractor.java	1541	t.addUnit(new Unit(Unit.Type.TAX, tax));	COMMENT
LOW	…en/portfolio/datatransfer/pdf/LGTBankPDFExtractor.java	61	// @formatter:off	COMMENT
LOW	…rtfolio/datatransfer/pdf/BourseDirectPDFExtractor.java	121	// QUANTITE : +173	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	141	// or	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	161	// 27-05-2022 07:34 26-05-2022 Valuta Creditering EUR 0,53 EUR 0,53	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	181	+ "\|Prelievo"	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	201	// 03-08-2019 06:55 02-08-2019 Währungswechsel (Einbuchung) EUR 3,45 EUR 1.552,27	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	421		COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	541		COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	561	// 05-07-2019 06:49 04-07-2019 Währungswechsel (Ausbuchung) 1,1297 USD -11,44 USD -0,00	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	581	// 06-06-2019 09:00 05-06-2019 SONY CORPORATION COMMO US8356993076 ADR/GDR Weitergabegebühr USD -0,04 USD -0,04	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	601	// **********************************	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	621	// 30-09-2022 07:25 29-09-2022 T. ROWE PRICE GROUP I US74144T1088 Dividendo USD	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	1141	// Data Ora \| Data Valore \| Prodotto \| ISIN \| Descrizione \| Borsa Variazioni \| Saldo	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	1241	// or	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	1261	//	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	1481	// @formatter:off	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	1521	t.setNote(v.get("note"));	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	1601	// Lokalwährung Wert EUR Wec	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	1681	// column if no currency conversion took place. This applies to all	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	1821	t.setShares(asTransactionReportShares(v.get("shares"), v.get("amount")));	COMMENT
LOW	…hen/portfolio/datatransfer/pdf/DegiroPDFExtractor.java	1941		COMMENT
160 more matches not shown…

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ortfolio_performance.PortfolioPerformance.metainfo.xml	1438	<li>Fix: Fixes Cannot invoke “name.abuchen.portfolio.model.SecurityProperty.getType()” because “p” is null</li	CODE
CRITICAL	…ortfolio_performance.PortfolioPerformance.metainfo.xml	1439	<li xml:lang="de">Fix: Behebt Cannot invoke “name.abuchen.portfolio.model.SecurityProperty.getType()” because	CODE
CRITICAL	…name/abuchen/portfolio/ui/util/swt/PaginatedTable.java	372	prevButton.addSelectionListener(org.eclipse.swt.events.SelectionListener.widgetSelectedAdapter(e -> {	CODE
CRITICAL	…name/abuchen/portfolio/ui/util/swt/PaginatedTable.java	387	nextButton.addSelectionListener(org.eclipse.swt.events.SelectionListener.widgetSelectedAdapter(e -> {	CODE
CRITICAL	…c/name/abuchen/portfolio/ui/views/SecuritiesTable.java	1247	double totalDays = java.time.temporal.ChronoUnit.DAYS.between(previous.getDate(), latest.getDate());	CODE

Fake / Example Data29 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	49	var text = "Lorem ipsum dolor sit amet, consectetur adipisici elit, sed eiusmod tempor incidunt ut labore et dol	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	49	var text = "Lorem ipsum dolor sit amet, consectetur adipisici elit, sed eiusmod tempor incidunt ut labore et dol	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	51	Lorem ipsum dolor sit amet, consectetur adipisici elit, sed eiusmod tempor	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	51	Lorem ipsum dolor sit amet, consectetur adipisici elit, sed eiusmod tempor	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	63	Lorem ipsum dolor sit amet, consectetur adipisici elit, sed eiusmod tempor incidunt ut labore et	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	63	Lorem ipsum dolor sit amet, consectetur adipisici elit, sed eiusmod tempor incidunt ut labore et	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	66	Lorem ipsum dolor sit amet, consectetur adipisici elit, sed eiusmod tempor	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	66	Lorem ipsum dolor sit amet, consectetur adipisici elit, sed eiusmod tempor	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	77	Lorem ipsum dolor sit amet, consectetur adipisici elit, sed eiusmod tempor incidunt ut labore et	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	77	Lorem ipsum dolor sit amet, consectetur adipisici elit, sed eiusmod tempor incidunt ut labore et	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	81	Lorem ipsum dolor sit amet, consectetur adipisici elit, sed eiusmod tempor	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	81	Lorem ipsum dolor sit amet, consectetur adipisici elit, sed eiusmod tempor	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	92	var text = "Lorem ipsum dolor sit amet & consectetur adipisici elit, sed eiusmod tempor incidunt ut labore et do	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	92	var text = "Lorem ipsum dolor sit amet & consectetur adipisici elit, sed eiusmod tempor incidunt ut labore et do	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	94	Lorem ipsum dolor sit amet && consectetur adipisici elit, sed eiusmod tempor	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	94	Lorem ipsum dolor sit amet && consectetur adipisici elit, sed eiusmod tempor	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	102	var text = "Lorem ipsum dolor\n\n";	CODE
LOW⚡	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	103	assertThat(TextUtil.wordwrap(text), is("Lorem ipsum dolor\n\n"));	CODE
LOW	…ests/src/name/abuchen/portfolio/util/TextUtilTest.java	172	String text = Strings.repeat("Lorem ipsum ", 2);	CODE
LOW	…olio/datatransfer/ibflex/testIBFlexStatementFile25.xml	6	currency="GBP" name="John Doe" accountType="Individual"	CODE
LOW	…olio/datatransfer/ibflex/testIBFlexStatementFile25.xml	15	masterName="" ibEntity="IB-UK" primaryEmail="mail@example.org" />	CODE
LOW	…olio/datatransfer/ibflex/testIBFlexStatementFile27.xml	4	<AccountInformation accountId="U1234567" acctAlias="A" model="" currency="GBP" name="John Doe" accountType="Individual"	CODE
LOW	…olio/datatransfer/ibflex/testIBFlexStatementFile26.xml	4	<AccountInformation accountId="U1234567" acctAlias="A" model="" currency="USD" name="John Doe" accountType="Individual"	CODE
LOW	…olio/datatransfer/ibflex/testIBFlexStatementFile26.xml	11	<AccountInformation accountId="U1234568" acctAlias="B" model="" currency="EUR" name="John Doe" accountType="Individual"	CODE
LOW	…olio/datatransfer/ibflex/testIBFlexStatementFile28.xml	4	<AccountInformation accountId="U1234567" acctAlias="FX" model="" currency="USD" name="John Doe" accountType="Individual"	CODE
LOW	…olio/datatransfer/ibflex/testIBFlexStatementFile29.xml	4	<AccountInformation accountId="U1234567" acctAlias="A" model="" currency="EUR" name="John Doe" accountType="Individual"	CODE
LOW	…olio/datatransfer/ibflex/testIBFlexStatementFile29.xml	16	<AccountInformation accountId="U1234567" acctAlias="B" model="" currency="GBP" name="John Doe" accountType="Individual"	CODE
LOW	…olio/datatransfer/ibflex/testIBFlexStatementFile29.xml	26	<AccountInformation accountId="U1234567" acctAlias="C" model="" currency="EUR" name="John Doe" accountType="Individual"	CODE
LOW	…/datatransfer/pdf/wirbank/WirBankPDFExtractorTest.java	1524	hasNote("John Doe"), //	CODE

Decorative Section Separators8 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	…uchen/portfolio/rest/internal/mcp/McpToolCallTest.java	199	// ── helpers ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…uchen/portfolio/rest/internal/mcp/McpEnvelopeTest.java	98	// ── narrowing ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…uchen/portfolio/rest/internal/mcp/McpEnvelopeTest.java	134	// ── the cap ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…uchen/portfolio/rest/internal/mcp/McpEndpointTest.java	79	// ── what answers without a token (ADR 0005) ─────────────────────────────	COMMENT
MEDIUM	…uchen/portfolio/rest/internal/mcp/McpEndpointTest.java	143	// ── the transport ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…uchen/portfolio/rest/internal/mcp/McpEndpointTest.java	312	// ── there is no authorization server here ───────────────────────────────	COMMENT
MEDIUM	…uchen/portfolio/rest/internal/mcp/McpEndpointTest.java	328	// ── diagnosability ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…uchen/portfolio/rest/internal/mcp/McpEndpointTest.java	389	// ── helpers ─────────────────────────────────────────────────────────────	COMMENT

Verbosity Indicators3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	portfolio-app/releng/move-translation-key.sh	56	# Step 1: Extract the key-value pairs from UI messages files	COMMENT
LOW⚡	portfolio-app/releng/move-translation-key.sh	108	# Step 2: Remove key from UI messages files	COMMENT
LOW⚡	portfolio-app/releng/move-translation-key.sh	115	# Step 3: Add key to core messages files	COMMENT

Structural Annotation Overuse3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	portfolio-app/releng/move-translation-key.sh	56	# Step 1: Extract the key-value pairs from UI messages files	COMMENT
LOW⚡	portfolio-app/releng/move-translation-key.sh	108	# Step 2: Remove key from UI messages files	COMMENT
LOW⚡	portfolio-app/releng/move-translation-key.sh	115	# Step 3: Add key to core messages files	COMMENT

Redundant / Tautological Comments2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	portfolio-app/releng/move-translation-key.sh	42	# Check if key already exists	COMMENT
LOW⚡	portfolio-app/releng/move-translation-key.sh	101	# Check if key was found in any file	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…hot/security/CapitalGainsCalculationMovingAverage.java	106	// Essentially the delta if the user held the amount in	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	portfolio-app/releng/move-translation-key.sh	14	# Define the base paths	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	portfolio-app/releng/prune-releases.sh	5	# Usage:	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…rtfolio/src/name/abuchen/portfolio/util/WebAccess.java	147	private static class CustomResponseHandler implements HttpClientResponseHandler<String>	CODE

portfolio-performance/portfolio

Open-Source Code Quality, Security and Technical Debt Review