0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-08

Last Push

94.8K

Stars

Java

Language

245.9K

Lines of Code

2.8K

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 0.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 27 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.3/100 · LOW

Are imports declared and package/API names verified? 29 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 3.0/100 · LOW

Which changes need focused human review? 59 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 8HIGH 3MEDIUM 1LOW 47

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 59 distinct pattern matches across 8 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 Indicators8 hits · 95 pts

Severity	File	Line	Snippet	Context
CRITICAL	…main/java/com/iluwatar/servicetoworker/GiantModel.java	48	this.model = new com.iluwatar.model.view.controller.GiantModel(health, fatigue, nourishment);	CODE
CRITICAL⚡	…va/com/iluwatar/messaging/NotificationServiceTest.java	124	org.junit.jupiter.api.Assertions.assertTrue(Thread.interrupted());	CODE
CRITICAL⚡	…va/com/iluwatar/messaging/NotificationServiceTest.java	128	org.junit.jupiter.api.Assertions.assertTrue(Thread.interrupted());	CODE
CRITICAL⚡	…va/com/iluwatar/messaging/NotificationServiceTest.java	132	org.junit.jupiter.api.Assertions.assertTrue(Thread.interrupted());	CODE
CRITICAL	…/java/com/iluwatar/messaging/InventoryServiceTest.java	112	org.junit.jupiter.api.Assertions.assertTrue(Thread.interrupted());	CODE
CRITICAL	…/java/com/iluwatar/messaging/InventoryServiceTest.java	116	org.junit.jupiter.api.Assertions.assertTrue(Thread.interrupted());	CODE
CRITICAL	…st/java/com/iluwatar/messaging/PaymentServiceTest.java	110	org.junit.jupiter.api.Assertions.assertTrue(Thread.interrupted());	CODE
CRITICAL	…st/java/com/iluwatar/messaging/PaymentServiceTest.java	114	org.junit.jupiter.api.Assertions.assertTrue(Thread.interrupted());	CODE

Fake / Example Data21 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	…com/iluwatar/transactionaloutbox/OrderServiceTest.java	54	Order order = orderService.createOrder("John Doe", "Smartphone", 799.99);	CODE
LOW	…com/iluwatar/transactionaloutbox/OrderServiceTest.java	57	assertEquals("John Doe", order.getCustomerName());	CODE
LOW	notification/README.md	81	var form = new RegisterWorkerForm("John Doe", "Engineer", LocalDate.of(1990, 1, 1));	CODE
LOW	…src/test/java/com/iluwatar/RegisterWorkerFormTest.java	41	registerWorkerForm = new RegisterWorkerForm("John Doe", "Engineer", LocalDate.of(1990, 1, 1));	CODE
LOW	…src/test/java/com/iluwatar/RegisterWorkerFormTest.java	52	assertEquals("John Doe", registerWorkerForm.worker.getName());	CODE
LOW	…atar/hexagonal/database/MongoTicketRepositoryTest.java	78	var details = new PlayerDetails("foo@bar.com", "123-123", "07001234");	CODE
LOW	…atar/hexagonal/database/MongoTicketRepositoryTest.java	88	assertEquals("foo@bar.com", ticket.playerDetails().email());	CODE
LOW	…java/com/iluwatar/hexagonal/test/LotteryTestUtils.java	40	return createLotteryTicket("foo@bar.com", "12231-213132", "+99324554", Set.of(1, 2, 3, 4));	CODE
LOW	onion-architecture/README.md	212	"phoneNumber": "555-1234",	CODE
LOW	onion-architecture/README.md	214	"address": "123 Main St",	CODE
LOW	…r/onion/application/usecase/SavePersonUseCaseTest.java	77	"123 Main St",	CODE
LOW	…r/onion/application/usecase/SavePersonUseCaseTest.java	165	"123 Main St",	CODE
LOW	…r/onion/application/usecase/SavePersonUseCaseTest.java	188	"123 Main St",	CODE
LOW	…r/onion/application/usecase/SavePersonUseCaseTest.java	210	"123 Main St",	CODE
LOW	…r/onion/application/usecase/SavePersonUseCaseTest.java	238	"123 Main St",	CODE
LOW	…tar/onion/infrastructure/web/PersonControllerTest.java	199	"123 Main St",	CODE
LOW	…tar/onion/infrastructure/web/PersonControllerTest.java	240	"123 Main St",	CODE
LOW	…st/java/com/iluwatar/monolithic/MonolithicAppTest.java	109	User mockUser = new User(1L, "John Doe", "john@example.com", "password123");	CODE
LOW	…st/java/com/iluwatar/monolithic/MonolithicAppTest.java	181	User mockUser = new User(1L, "John Doe", "john@example.com", "password123");	CODE
LOW	…st/java/com/iluwatar/monolithic/MonolithicAppTest.java	241	.thenReturn(new User(1L, "John Doe", "john@example.com", "password123"));	CODE
LOW	…st/java/com/iluwatar/monolithic/MonolithicAppTest.java	248	new User(1L, "John Doe", "john@example.com", "password123"),	CODE

Structural Annotation Overuse8 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW⚡	thread-specific-storage/README.md	103	// Step 1: Parse token to get userId	COMMENT
LOW⚡	thread-specific-storage/README.md	106	// Step 2: Save userId in ThreadLocal storage	COMMENT
LOW⚡	thread-specific-storage/README.md	112	// Step 3: Retrieve userId later in the request flow	COMMENT
LOW⚡	thread-specific-storage/README.md	121	// Step 4: Clear ThreadLocal to avoid potential memory leaks	COMMENT
LOW⚡	…com/iluwatar/threadspecificstorage/RequestHandler.java	29	// Step 1: Parse token to get userId	COMMENT
LOW⚡	…com/iluwatar/threadspecificstorage/RequestHandler.java	32	// Step 2: Save userId in ThreadLocal storage	COMMENT
LOW⚡	…com/iluwatar/threadspecificstorage/RequestHandler.java	38	// Step 3: Retrieve userId later in the request flow	COMMENT
LOW⚡	…com/iluwatar/threadspecificstorage/RequestHandler.java	47	// Step 4: Clear ThreadLocal to avoid potential memory leaks	COMMENT

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	combinator/README.md	it was many and many a year ago, in a kingdom by the sea, that a maiden there lived whom you may know by the name of ann	STRING
HIGH	…src/test/java/com/iluwatar/combinator/FindersTest.java	it was many and many a year ago, in a kingdom by the sea, that a maiden there lived whom you may know by the name of ann	STRING
HIGH	…c/main/java/com/iluwatar/combinator/CombinatorApp.java	it was many and many a year ago, in a kingdom by the sea, that a maiden there lived whom you may know by the name of ann	STRING

Over-Commented Block11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	microservices-messaging/run-app.sh	1	#!/usr/bin/env bash	COMMENT
LOW	microservices-messaging/docker-compose.yml	1	#	COMMENT
LOW	caching/docker-compose.yml	1	#	COMMENT
LOW	…/subscriber-service/src/main/resources/application.yml	1	#	COMMENT
LOW	…her/polling-service/src/main/resources/application.yml	1	#	COMMENT
LOW	localization/pt/facade/README.md	181	// Dwarf cart operator goes to the mine.	COMMENT
LOW	localization/zh/bridge/README.md	161	enchantedSword.unwield();	COMMENT
LOW	localization/zh/facade/README.md	161	// Dwarf cart operator wakes up.	COMMENT
LOW	localization/ar/facade/README.md	181	// Dwarven tunnel digger goes to the mine.	COMMENT
LOW	localization/ko/facade/README.md	181	// Dwarven tunnel digger wakes up.	COMMENT
LOW	localization/es/facade/README.md	181	// Dwarven tunnel digger goes to the mine.	COMMENT

Verbosity Indicators4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	…com/iluwatar/threadspecificstorage/RequestHandler.java	29	// Step 1: Parse token to get userId	COMMENT
LOW⚡	…com/iluwatar/threadspecificstorage/RequestHandler.java	32	// Step 2: Save userId in ThreadLocal storage	COMMENT
LOW⚡	…com/iluwatar/threadspecificstorage/RequestHandler.java	38	// Step 3: Retrieve userId later in the request flow	COMMENT
LOW⚡	…com/iluwatar/threadspecificstorage/RequestHandler.java	47	// Step 4: Clear ThreadLocal to avoid potential memory leaks	COMMENT

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	thread-specific-storage/README.md	92	public class RequestHandler {	CODE
LOW	…com/iluwatar/threadspecificstorage/RequestHandler.java	13	public class RequestHandler {	CODE
LOW	localization/zh/chain/README.md	64	public abstract class RequestHandler {	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…t/src/main/java/com/iluwatar/component/GameObject.java	77	* simply a duplicate of update() without the key event for demonstration purposes.	COMMENT

iluwatar/java-design-patterns

Open-Source Code Quality, Security and Technical Debt Review