0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

6.0K

Stars

Java

Language

550.5K

Lines of Code

2.2K

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 1.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 70 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 2.4/100 · LOW

Which changes need focused human review? 89 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 9HIGH 7MEDIUM 30LOW 43

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 89 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 Indicators9 hits · 95 pts

Severity	File	Line	Snippet	Context
CRITICAL	…c/test/resources/cruisecontrol/user-tasks-failure.json	2	"stackTrace": "java.lang.IllegalStateException: Error happened in fetching response for task 9730e4fb-ea41-4e2d-b053-9	CODE
CRITICAL	…test/resources/cruisecontrol/topic-config-failure.json	2	"stackTrace": "java.util.concurrent.ExecutionException: com.linkedin.kafka.cruisecontrol.exception.KafkaCruiseControlE	CODE
CRITICAL	…/java/io/strimzi/operator/common/ca/CertManagerCa.java	339	return new io.fabric8.kubernetes.api.model.Duration(Duration.ofDays(days));	CODE
CRITICAL	…r/assembly/CruiseControlJSON/CC-State-fetch-error.json	1	{"errorMessage":"Error processing GET request '/state' due to: 'Cruise Control server is unreachable.'","stackTrace":"ja	CODE
CRITICAL	…trolJSON/CC-Rebalance-NotEnoughValidWindows-error.json	1	{"errorMessage":"Error processing POST request \u0027/rebalance\u0027 due to: \u0027com.linkedin.kafka.cruisecontrol.exc	CODE
CRITICAL	…ly/CruiseControlJSON/CC-Rebalance-bad-goals-error.json	1	{"errorMessage":"Error processing POST request \u0027/rebalance\u0027 due to: \u0027java.lang.IllegalArgumentException:	CODE
CRITICAL	…or/assembly/CruiseControlJSON/CC-Broker-not-exist.json	3	"stackTrace": "java.util.concurrent.ExecutionException: com.linkedin.kafka.cruisecontrol.exception.KafkaCruiseControlE	CODE
CRITICAL	…CruiseControlJSON/CC-User-task-status-fetch-error.json	1	{"errorMessage":"Error processing GET request \u0027/user_tasks\u0027 due to: \u0027Error happened in fetching response	CODE
CRITICAL	…zi/operator/cluster/model/AuthenticationUtilsTest.java	132	// like this new org.apache.kafka.common.security.JaasConfig();	COMMENT

Self-Referential Comments26 hits · 63 pts

Severity	File	Line	Snippet	Context
MEDIUM	kafka-versions.yaml	1	# This file is used to specify the versions of Kafka which will be built	COMMENT
MEDIUM	packaging/examples/security/cert-manager/issuers.yaml	1	# This file contains the definitions for the self-signed issuer that is used to issue the root certificates for the Clie	COMMENT
MEDIUM	…/kafka-based/kafka/cruise-control-scripts/tls_utils.sh	5	# This file contains bash functions loaded and used by other scripts	COMMENT
MEDIUM	…esources/kafka-versions/kafka-versions-duplicates.yaml	1	# This file is used to specify the versions of Kafka which will be built	COMMENT
MEDIUM	…est/resources/kafka-versions/kafka-versions-valid.yaml	1	# This file is used to specify the versions of Kafka which will be built	COMMENT
MEDIUM	…sources/kafka-versions/kafka-versions-twodefaults.yaml	1	# This file is used to specify the versions of Kafka which will be built	COMMENT
MEDIUM	…resources/kafka-versions/kafka-versions-nodefault.yaml	1	# This file is used to specify the versions of Kafka which will be built	COMMENT
MEDIUM	…operator/cluster/model/KafkaConnectDockerfileTest.java	386	"# This file is automatically generated by the Strimzi Cluster Operator\n" +	CODE
MEDIUM	…operator/cluster/model/KafkaConnectDockerfileTest.java	530	"# This file is automatically generated by the Strimzi Cluster Operator\n" +	CODE
MEDIUM	…operator/cluster/model/KafkaConnectDockerfileTest.java	591	"# This file is automatically generated by the Strimzi Cluster Operator\n" +	CODE
MEDIUM	…operator/cluster/model/KafkaConnectDockerfileTest.java	636	"# This file is automatically generated by the Strimzi Cluster Operator\n" +	CODE
MEDIUM	…operator/cluster/model/KafkaConnectDockerfileTest.java	683	"# This file is automatically generated by the Strimzi Cluster Operator\n" +	CODE
MEDIUM	…operator/cluster/model/KafkaConnectDockerfileTest.java	728	"# This file is automatically generated by the Strimzi Cluster Operator\n" +	CODE
MEDIUM	…operator/cluster/model/KafkaConnectDockerfileTest.java	773	"# This file is automatically generated by the Strimzi Cluster Operator\n" +	CODE
MEDIUM	…operator/cluster/model/KafkaConnectDockerfileTest.java	819	"# This file is automatically generated by the Strimzi Cluster Operator\n" +	CODE
MEDIUM	…operator/cluster/model/KafkaConnectDockerfileTest.java	864	"# This file is automatically generated by the Strimzi Cluster Operator\n" +	CODE
MEDIUM	…operator/cluster/model/KafkaConnectDockerfileTest.java	908	"# This file is automatically generated by the Strimzi Cluster Operator\n" +	CODE
MEDIUM	…tor/cluster/model/KafkaBrokerConfigurationBuilder.java	1024	writer.println("# This file is automatically generated by the Strimzi Cluster Operator");	CODE
MEDIUM	…ator/cluster/model/KafkaAgentConfigurationBuilder.java	87	writer.println("# This file is automatically generated by the Strimzi Cluster Operator");	CODE
MEDIUM	…tor/cluster/model/KafkaBridgeConfigurationBuilder.java	416	writer.println("# This file is automatically generated by the Strimzi Cluster Operator");	CODE
MEDIUM	…mzi/operator/cluster/model/KafkaConnectDockerfile.java	491	writer.println("# This file is automatically generated by the Strimzi Cluster Operator");	CODE
MEDIUM	…or/cluster/model/KafkaConnectConfigurationBuilder.java	428	writer.println("# This file is automatically generated by the Strimzi Cluster Operator");	CODE
MEDIUM	examples/security/cert-manager/issuers.yaml	1	# This file contains the definitions for the self-signed issuer that is used to issue the root certificates for the Clie	COMMENT
MEDIUM	.github/workflows/github-actions-integration.yml	381	# Create a temporary event file with the performance_dir input	COMMENT
MEDIUM	…hub/actions/systemtests/generate-matrix/pipelines.yaml	2	# This file contains predefined pipelines used by generate-matrix action	COMMENT
MEDIUM	.azure/scripts/setup-kind.sh	272	# Create the KIND cluster	COMMENT

Cross-File Repetition7 hits · 35 pts

Severity	File	Snippet	Context
HIGH	…java/io/strimzi/operator/common/ca/InternalCaTest.java	-----begin certificate----- miidlzccan+gawibagiuemvt2m8ynfylntb16p2/osfqvhewdqyjkozihvcnaqel bqawwjelmakga1uebhmcqvuxeza	STRING
HIGH	…uster/operator/assembly/KafkaAssemblyOperatorTest.java	-----begin certificate----- miidlzccan+gawibagiuemvt2m8ynfylntb16p2/osfqvhewdqyjkozihvcnaqel bqawwjelmakga1uebhmcqvuxeza	STRING
HIGH	…rator/assembly/KafkaAssemblyOperatorWithKRaftTest.java	-----begin certificate----- miidlzccan+gawibagiuemvt2m8ynfylntb16p2/osfqvhewdqyjkozihvcnaqel bqawwjelmakga1uebhmcqvuxeza	STRING
HIGH	…o/strimzi/operator/common/ca/CertificateUtilsTest.java	-----begin certificate----- miidhjccam6gawibagijanzx2ppcygmlma0gcsqgsib3dqebcwuamfcxczajbgnv baytalhymruwewydvqqhdaxezwz	STRING
HIGH	…o/strimzi/operator/common/operator/MockCertIssuer.java	-----begin certificate----- miidhjccam6gawibagijanzx2ppcygmlma0gcsqgsib3dqebcwuamfcxczajbgnv baytalhymruwewydvqqhdaxezwz	STRING
HIGH	…st/java/io/strimzi/operator/cluster/ResourceUtils.java	-----begin certificate----- miidhjccam6gawibagijanzx2ppcygmlma0gcsqgsib3dqebcwuamfcxczajbgnv baytalhymruwewydvqqhdaxezwz	STRING
HIGH	…r/assembly/KafkaConnectAssemblyOperatorPodSetTest.java	-----begin certificate----- miidhjccam6gawibagijanzx2ppcygmlma0gcsqgsib3dqebcwuamfcxczajbgnv baytalhymruwewydvqqhdaxezwz	STRING

Over-Commented Block29 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW	kafka-versions.yaml	1	# This file is used to specify the versions of Kafka which will be built	COMMENT
LOW	…aging/install/drain-cleaner/kubernetes/040-Secret.yaml	1	#	COMMENT
LOW	…g/helm-charts/helm3/strimzi-kafka-operator/values.yaml	81		COMMENT
LOW	…g/helm-charts/helm3/strimzi-kafka-operator/values.yaml	101	# For ingress we permit access to the metrics endpoint	COMMENT
LOW	…emtest/src/test/resources/upgrade/BundleDowngrade.yaml	1	# --- Structure ---	COMMENT
LOW	…emtest/src/test/resources/upgrade/BundleDowngrade.yaml	21	# continuousClientsMessages: int - message count sent during upgrade	COMMENT
LOW	systemtest/src/test/resources/upgrade/OlmUpgrade.yaml	1	# --- Structure ---	COMMENT
LOW	…stemtest/src/test/resources/upgrade/BundleUpgrade.yaml	1	# --- Structure ---	COMMENT
LOW	…stemtest/src/test/resources/upgrade/BundleUpgrade.yaml	21	# client:	COMMENT
LOW	…st/resources/connect-build/connect-build-template.yaml	21	trustedCertificates:	COMMENT
LOW	…st/resources/connect-build/connect-build-template.yaml	41	# runAsGroup: 1000	COMMENT
LOW	…test/src/test/resources/cert-manager/cert-manager.yaml	1	# Copyright 2022 The cert-manager Authors.	COMMENT
LOW	…test/src/test/resources/cert-manager/cert-manager.yaml	13181	nodeSelector:	COMMENT
LOW	…/kafka-based/kafka/cruise-control-scripts/tls_utils.sh	21	# shellcheck disable=SC2086	COMMENT
LOW	…/kafka-based/kafka/cruise-control-scripts/tls_utils.sh	41	# Parameters:	COMMENT
LOW	install/drain-cleaner/kubernetes/040-Secret.yaml	1	#	COMMENT
LOW	…rimzi/operator/common/model/ValidationVisitorTest.java	41	//assertThat(warningMessages, hasItem("In resource Kafka(testnamespace/testname) in API version kafka.strimzi.io	COMMENT
LOW	…esources/kafka-versions/kafka-versions-duplicates.yaml	1	# This file is used to specify the versions of Kafka which will be built	COMMENT
LOW	…est/resources/kafka-versions/kafka-versions-valid.yaml	1	# This file is used to specify the versions of Kafka which will be built	COMMENT
LOW	…sources/kafka-versions/kafka-versions-twodefaults.yaml	1	# This file is used to specify the versions of Kafka which will be built	COMMENT
LOW	…resources/kafka-versions/kafka-versions-nodefault.yaml	1	# This file is used to specify the versions of Kafka which will be built	COMMENT
LOW	.github/workflows/codeql-analysis.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	…hub/actions/systemtests/generate-matrix/pipelines.yaml	1	####################################################################################################	COMMENT
LOW	.azure/build-pipeline.yaml	61	# - stage: push_containers	COMMENT
LOW	.azure/build-pipeline.yaml	81	# - stage: public_docs	COMMENT
LOW	.azure/build-pipeline.yaml	101	# displayName: Deploy Java artifacts	COMMENT
LOW	.azure/scripts/setup-kind.sh	381	# update insecure registries	COMMENT
LOW	helm-charts/helm3/strimzi-kafka-operator/values.yaml	81	#	COMMENT
LOW	helm-charts/helm3/strimzi-kafka-operator/values.yaml	101	- ports:	COMMENT

Slop Phrases4 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	packaging/examples/security/cert-manager/kafka.yaml	73	caCertRef: # Optionally, you can use trust-manager to isolate the CA certificate into a separate Secret or sync it	CODE
MEDIUM	packaging/examples/security/cert-manager/kafka.yaml	84	caCertRef: # Optionally, you can use trust-manager to isolate the CA certificate into a separate Secret or sync it	CODE
MEDIUM	examples/security/cert-manager/kafka.yaml	73	caCertRef: # Optionally, you can use trust-manager to isolate the CA certificate into a separate Secret or sync it	CODE
MEDIUM	examples/security/cert-manager/kafka.yaml	84	caCertRef: # Optionally, you can use trust-manager to isolate the CA certificate into a separate Secret or sync it	CODE

Verbosity Indicators3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	…st/performance/utils/UserOperatorPerformanceUtils.java	377	// Step 1: Create N users to establish load	COMMENT
LOW⚡	…st/performance/utils/UserOperatorPerformanceUtils.java	383	// Step 2: Measure latency of individual modifications under this load	COMMENT
LOW	…cluster/operator/assembly/StrimziPodSetController.java	343	// owner reference again, we need to check if the PodSet is being deleted and if it is, we leave it to	COMMENT

Structural Annotation Overuse2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	…st/performance/utils/UserOperatorPerformanceUtils.java	377	// Step 1: Create N users to establish load	COMMENT
LOW⚡	…st/performance/utils/UserOperatorPerformanceUtils.java	383	// Step 2: Measure latency of individual modifications under this load	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	docker-images/artifacts/build.sh	78	# Check if there is an existing binary file and checksum it against the checksum listed in the kafka-versions fi	COMMENT
LOW	.github/actions/utils/set-defaults/action.yml	19	# Check if we're in a pull request context	COMMENT
LOW	.azure/scripts/setup-kind.sh	303	# Check if using Podman and warn the user	COMMENT

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…rc/test/resources/connect-build/build-connect-image.sh	9	function getLatestKafkaMavenVersionFromYAML() {	CODE
LOW	…actions/systemtests/run-perf-report/generate-report.js	38	function findTimestampedResultsDir(baseDir) {	CODE
LOW	…actions/systemtests/run-perf-report/generate-report.js	338	function generatePerformanceReport(perfDir, core) {	CODE

Fake / Example Data3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…stemtest/src/test/resources/oauth2/internal_realm.json	33	"email": "admin@example.com",	CODE
LOW	…/src/test/java/io/strimzi/operator/topic/MainTest.java	51	"user.key", Util.encodeToBase64("dummy-key"),	CODE
LOW	…java/io/strimzi/operator/common/ca/InternalCaTest.java	218	clusterCaKeyData.put(InternalCa.CA_KEY, Base64.getEncoder().encodeToString("dummy-key".getBytes()));	STRING

strimzi/strimzi-kafka-operator

Open-Source Code Quality, Security and Technical Debt Review