1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.6K

Stars

Java

Language

247.8K

Lines of Code

2.9K

Files

262

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 5.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 241 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.2/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 13 finding(s).

PR Review Velocity Impact 7.1/100 · LOW

Which changes need focused human review? 262 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 25LOW 231

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 262 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.

Over-Commented Block213 hits · 213 pts

Severity	File	Line	Snippet	Context
LOW	docker/.grype.yaml	1	# Grype ignore rules for the community Docker images.	COMMENT
LOW	docker/.grype.yaml	21	# package. The tracker returns an empty state for it.	COMMENT
LOW	.github/dependabot.yml	1	version: 2	COMMENT
LOW	.github/util/check-release-gate.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.github/workflows/release-notes-aggregate.yml	1	name: "Release notes: aggregate from Jira"	COMMENT
LOW	.github/workflows/codeql.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	.github/workflows/trivy-scan-published-images.yml	1	# Vulnerability scanning for published Docker images	COMMENT
LOW	.github/workflows/cleanup-packages.yml	1	name: Cleanup Packages	COMMENT
LOW	.github/workflows/cleanup-packages.yml	141	[ -z "$id" ] && continue	COMMENT
LOW	.github/workflows/auto-create-jira-on-merge.yml	1	name: "Auto-create Jira ticket on Community PR merge"	COMMENT
LOW	.github/workflows/auto-create-jira-on-merge.yml	21	# TECHOPS-1307: trigger 1 used to be `pull_request: closed`, and that never	COMMENT
LOW	.github/workflows/auto-create-jira-on-merge.yml	41	# - dependencies label applied	COMMENT
LOW	.github/workflows/auto-create-jira-on-merge.yml	381	async function handlePush() {	COMMENT
LOW	.github/workflows/release-deploy-maven.yml	161	sed -i -e "s/<version>$release\\|main$-SNAPSHOT<\/version>/<version>${version}<\/version>/" pom.xml	COMMENT
LOW	.github/workflows/create-release.yml	101		COMMENT
LOW	.github/workflows/create-release.yml	121	# keep only the newest run per workflow, and require all finished and none failing.	COMMENT
LOW	.github/workflows/create-release.yml	181	# [TECHOPS-1223] Same expression release-deploy-maven.yml uses, but keyed on dry_run	COMMENT
LOW	.github/workflows/create-release.yml	621		COMMENT
LOW	.github/workflows/main.yml	1	name: Main	COMMENT
LOW	.github/workflows/main.yml	181	# than packages, and liquibase-pro renames locally with `versions:set` instead of	COMMENT
LOW	…est/java/org/liquibase/maven/MavenIntegrationTest.java	21	}	COMMENT
LOW	…est/java/org/liquibase/maven/MavenIntegrationTest.java	41	// verifier.verifyErrorFreeLog();	COMMENT
LOW	…se/maven/plugins/LiquibaseUpdateMojoExecutionTest.java	21	// File pom = getTestFile("src/test/resources/update/relativeClobFiles/plugin_config.xml");	COMMENT
LOW	…se/maven/plugins/LiquibaseUpdateMojoExecutionTest.java	41	// Optional<String> overridden = getChangeLogParameter(params, "overridden");	COMMENT
LOW	…g/liquibase/maven/plugins/LiquibaseUpdateMojoTest.java	41	DIRECTORY_PROPERTIES.put("outputFileEncoding", StandardCharsets.UTF_8.name());	COMMENT
LOW	…g/liquibase/maven/plugins/LiquibaseUpdateMojoTest.java	61	//	COMMENT
LOW	…g/liquibase/maven/plugins/LiquibaseUpdateMojoTest.java	81	// props.setProperty("url", "properties_url_value");	COMMENT
LOW	…g/liquibase/maven/plugins/LiquibaseUpdateMojoTest.java	101	// testCommonOverrideAllButDriverWithPropertiesFile(DIRECTORY_CONFIG_FILE, DIRECTORY_PROPERTIES);	COMMENT
LOW	…g/liquibase/maven/plugins/LiquibaseUpdateMojoTest.java	121	//	COMMENT
LOW	…g/liquibase/maven/plugins/LiquibaseUpdateMojoTest.java	141	// props.setProperty("username", "properties_user_value");	COMMENT
LOW	…g/liquibase/maven/plugins/LiquibaseUpdateMojoTest.java	161	// /-------------------------------------------------------------------------\	COMMENT
LOW	liquibase-maven-plugin/src/test/groovy/README.txt	1	# The reason this file exists is that SONAR expects either BOTH src/test/java AND src/test/groovy to exist, or NONE	COMMENT
LOW	…/java/liquibase/database/AbstractJdbcDatabaseTest.java	41		COMMENT
LOW	…/java/liquibase/database/AbstractJdbcDatabaseTest.java	81	// protected DatabaseConnection getMockConnection() throws Exception {	COMMENT
LOW	…st/java/liquibase/database/core/MSSQLDatabaseTest.java	101	// @Test	COMMENT
LOW	…st/java/liquibase/database/core/MSSQLDatabaseTest.java	121	// dbSpy.setDefaultSchemaName(null);	COMMENT
LOW	…/test/java/liquibase/database/core/H2DatabaseTest.java	61	// DatabaseConnection mockedConnection = mock(DatabaseConnection.class);	COMMENT
LOW	…/test/java/liquibase/database/core/H2DatabaseTest.java	81	// when(mockedConnection.getDatabaseMajorVersion()).thenReturn(1);	COMMENT
LOW	…/test/java/liquibase/database/core/H2DatabaseTest.java	101	// when(mockedConnection.getDatabaseMinorVersion()).thenReturn(3);	COMMENT
LOW	…/test/java/liquibase/database/core/H2DatabaseTest.java	121	// when(mockedConnection.getDatabaseProductVersion()).thenReturn("1.4.100 (2014-08-18)");	COMMENT
LOW	…/test/java/liquibase/database/core/H2DatabaseTest.java	141	//	COMMENT
LOW	…/test/java/liquibase/change/AbstractSQLChangeTest.java	141	// }	COMMENT
LOW	…/test/java/liquibase/change/AbstractSQLChangeTest.java	181	// public void generateStatements_keepComments() {	COMMENT
LOW	…/test/java/liquibase/change/AbstractSQLChangeTest.java	201	// assertEquals("LINE 1;\n\nLINE 2;\nLINE 3;", ((RawParameterizedSqlStatement) statements[0]).getSql());	COMMENT
LOW	…/test/java/liquibase/change/AbstractSQLChangeTest.java	301	// when(database.getConnection()).thenReturn(connection);	COMMENT
LOW	…/serializer/core/yaml/YamlChangeLogSerializerTest.java	21	String out = new YamlChangeLogSerializer().serialize(changeSet, false);	COMMENT
LOW	…ibase/changelog/UnknownChangeLogFormatLoggingTest.java	21	// @Before	COMMENT
LOW	…ibase/changelog/UnknownChangeLogFormatLoggingTest.java	41	//	COMMENT
LOW	…a/liquibase/changelog/visitor/RollbackVisitorTest.java	1	package liquibase.changelog.visitor;	COMMENT
LOW	…a/liquibase/changelog/visitor/RollbackVisitorTest.java	21	// replay(database);	COMMENT
LOW	…uibase/changelog/visitor/ChangeLogSyncVisitorTest.java	21	// ChangeLogSyncVisitor visitor = new ChangeLogSyncVisitor(mockDatabase);	COMMENT
LOW	…ava/liquibase/changelog/visitor/UpdateVisitorTest.java	1	package liquibase.changelog.visitor;	COMMENT
LOW	…ava/liquibase/changelog/visitor/UpdateVisitorTest.java	21	// expectLastCall();	COMMENT
LOW	…se/changelog/filter/AlreadyRanChangeSetFilterTest.java	1	package liquibase.changelog.filter;	COMMENT
LOW	…se/changelog/filter/AlreadyRanChangeSetFilterTest.java	21	// //alwaysRun	COMMENT
LOW	…se/changelog/filter/AlreadyRanChangeSetFilterTest.java	41	// AlreadyRanChangeSetFilter filter = new AlreadyRanChangeSetFilter(getRanChangeSets(), true);	COMMENT
LOW	…a/liquibase/verify/change/VerifyChangeClassesTest.java	261		COMMENT
LOW	…tegration/commandline/ChangeExecListenerUtilsTest.java	41	// ChangeExecListenerWithProperties.class.getName(),	COMMENT
LOW	…tegration/commandline/ChangeExecListenerUtilsTest.java	61	// ChangeExecListenerNoPropertiesOrDatabase.class.getName(), null);	COMMENT
LOW	…tegration/commandline/ChangeExecListenerUtilsTest.java	81	//	COMMENT
153 more matches not shown…

Hallucination Indicators6 hits · 60 pts

Severity	File	Line	Snippet	Context
CRITICAL	…egration/ant/type/DatabaseTypeCredentialClearTest.java	56	org.apache.tools.ant.types.Reference ref = new org.apache.tools.ant.types.Reference(project, "mydb");	CODE
CRITICAL	…egration/ant/type/DatabaseTypeCredentialClearTest.java	146	new org.apache.tools.ant.types.Reference(project, "no-such-ref");	CODE
CRITICAL	…egration/ant/type/DatabaseTypeCredentialClearTest.java	222	org.apache.tools.ant.taskdefs.Property credentialProp = new org.apache.tools.ant.taskdefs.Property();	CODE
CRITICAL	…egration/ant/type/DatabaseTypeCredentialClearTest.java	228	org.apache.tools.ant.taskdefs.Property nonCredentialProp = new org.apache.tools.ant.taskdefs.Property();	CODE
CRITICAL	…egration/ant/type/DatabaseTypeCredentialClearTest.java	311	org.apache.tools.ant.types.Reference ref = new org.apache.tools.ant.types.Reference(project, "mydb");	CODE
CRITICAL	…egration/ant/type/DatabaseTypeCredentialClearTest.java	321	org.apache.tools.ant.taskdefs.Property p = new org.apache.tools.ant.taskdefs.Property();	CODE

Decorative Section Separators13 hits · 46 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.github/dependabot.yml	2	# =============================================================================	COMMENT
MEDIUM⚡	.github/dependabot.yml	4	# =============================================================================	COMMENT
MEDIUM⚡	.github/dependabot.yml	12	# =============================================================================	COMMENT
MEDIUM⚡	.github/dependabot.yml	14	# =============================================================================	COMMENT
MEDIUM⚡	.github/dependabot.yml	16	# =============================================================================	COMMENT
MEDIUM	.github/dependabot.yml	39	# =============================================================================	COMMENT
MEDIUM	.github/dependabot.yml	41	# =============================================================================	COMMENT
MEDIUM	.github/dependabot.yml	116	# =============================================================================	COMMENT
MEDIUM	.github/dependabot.yml	118	# =============================================================================	COMMENT
MEDIUM	.github/workflows/docker-release.yml	72	# ── Step 1: Bump LIQUIBASE_VERSION ARG in Dockerfiles, commit to main ────────	COMMENT
MEDIUM	.github/workflows/docker-release.yml	157	# ── Step 2a: Build community (ubuntu) image ───────────────────────────────────	COMMENT
MEDIUM	.github/workflows/docker-release.yml	189	# ── Step 2b: Build Alpine image ───────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/docker-release.yml	221	# ── Step 3: Publish both images ───────────────────────────────────────────────	COMMENT

AI Slop Vocabulary10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/snapshot-branch.yml	5	# liquibase-sdk-maven-plugin (liquibase-pro-tests, liquibase-test-harness)	COMMENT
MEDIUM	.github/workflows/snapshot-branch.yml	97	# Full 40-char SHA: liquibase-test-harness resolves community builds by	COMMENT
MEDIUM	.github/workflows/main.yml	14	# (`install-snapshot-cli`, used by liquibase-pro-tests and the test harness)	COMMENT
MEDIUM	.github/workflows/main.yml	87	# Full 40-char SHA: liquibase-test-harness resolves community builds by	COMMENT
MEDIUM	.github/workflows/main.yml	145	# liquibase-sdk-maven-plugin contract (liquibase-pro-tests, liquibase-test-harness):	COMMENT
MEDIUM	.github/workflows/main.yml	180	# from a nightly workflow, liquibase-test-harness resolves run artifacts rather	COMMENT
MEDIUM	.github/workflows/main.yml	187	# feed dry-run-release.yml's scan of recent main.yml runs and liquibase-test-harness,	COMMENT
MEDIUM	…ore/helpers/AbstractDatabaseConnectionCommandStep.java	154	// This the more robust (IMO) way of stripping parameters, but doesn't work for all path formats.	COMMENT
MEDIUM	…d/src/main/java/liquibase/analytics/AnonymousSeed.java	44	// Only check for MAC addresses if machineId is null. Machine ID is more robust (and likely faster to calculate	COMMENT
MEDIUM	…d/src/main/java/liquibase/analytics/AnonymousSeed.java	83	// If we only have a username, then we don't have robust enough seed data, so use a random ID.	COMMENT

Structural Annotation Overuse11 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	ISSUE_TRIAGE.md	17	### Step 1: Does the issue have an attached pull request?	COMMENT
LOW	ISSUE_TRIAGE.md	23	### Step 2: Does the issue have enough information?	COMMENT
LOW	ISSUE_TRIAGE.md	35	### Step 3: Labeling the issue and going through Issue Triage	COMMENT
LOW	ISSUE_TRIAGE.md	57	### Step 3: Set a Priority	COMMENT
LOW	ISSUE_TRIAGE.md	72	### Step 4: Additional labels	COMMENT
LOW	docker/README.md	113	### Step 1: Understand License Requirements	COMMENT
LOW	docker/README.md	121	### Step 2: Determine Which Edition You Need	COMMENT
LOW	docker/README.md	135	### Step 3: Update Your Image Reference	COMMENT
LOW	docker/README.md	149	### Step 4: Update Driver Installation	COMMENT
LOW	docker/README.md	168	### Step 5: Test in Non-Production First	COMMENT
LOW	docker/README.md	180	### Step 6: Complete Production Migration	COMMENT

Redundant / Tautological Comments5 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	docker/docker-entrypoint.sh	17	# Check if changelog directory exists (common mount point) and change to it	COMMENT
LOW⚡	docker/docker-entrypoint.sh	21	# Check if we should change directory based on relative paths being used	COMMENT
LOW⚡	docker/docker-entrypoint.sh	26	# Check if the changelog directory appears to be a mount point (has files or is writable)	COMMENT
LOW⚡	docker/docker-entrypoint.sh	31	# Check if any arguments contain relative paths (not starting with / or containing :/ for URLs)	COMMENT
LOW	docker/docker-entrypoint.sh	78	# Check if user already provided a search path	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…xtension-testing/src/main/resources/liquibase.sdk.yaml	2	## This file defines the default settings to connect to test systems understood by Liquibase core.	COMMENT
MEDIUM	.github/workflows/release-deploy-maven.yml	203	# Create the bundle zip file	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…n-tests/src/test/resources/changelogs/common/lorem.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut sagittis feugiat velit tempus sollicitudin. Ut dapibus, tell	CODE
LOW	…n-tests/src/test/resources/changelogs/common/lorem.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut sagittis feugiat velit tempus sollicitudin. Ut dapibus, tell	CODE

liquibase/liquibase

Open-Source Code Quality, Security and Technical Debt Review