AI Slop Code Risk Monitor

cdk8s-team/cdk8s

Name: cdk8s-team/cdk8s — JavaScript Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Define Kubernetes native apps and abstractions using object-oriented programming

0.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for cdk8s-team/cdk8s, a JavaScript project with 4,856 GitHub stars. SynthScan examined 223,047 lines of code across 138 source files, recording 41 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.2 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

0.2

Adjusted Signal

0.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.9K

Stars

JavaScript

Language

223.0K

Lines of Code

138

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 0.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 39 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 15 finding(s).

PR Review Velocity Impact 1.0/100 · LOW

Which changes need focused human review? 41 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 0HIGH 0MEDIUM 2LOW 39

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 41 distinct pattern matches across 4 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 Block25 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	docs/reference/cdk8s-plus-27/java.md	441	// .metadata(ApiObjectMetadata)	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	661		COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	1681	import org.cdk8s.plus27.CronJob;	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	1701	// .activeDeadline(Duration)	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	2181	// .initContainers(java.util.List<ContainerProps>)	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	2481	// .isolate(java.lang.Boolean)	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	3721	// .initContainers(java.util.List<ContainerProps>)	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	5081	// .hostAliases(java.util.List<HostAlias>)	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	6781	* Ordered, automated rolling updates.	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	6801	// .terminationGracePeriod(Duration)	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	7741	// .dns(PodDnsProps)	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	8481	AwsElasticBlockStorePersistentVolumeProps.builder()	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	8761	Properties for `AzureDiskPersistentVolume`.	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	9641	// .name(java.lang.String)	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	10021	Properties for creating a container.	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	10521		COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	10541	// .restartPolicy(RestartPolicy)	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	11081	// .initContainers(java.util.List<ContainerProps>)	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	11441	// .automountServiceAccountToken(java.lang.Boolean)	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	13241	Properties for `Job`.	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	15021		COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	16761	### StatefulSetProps <a name="org.cdk8s.plus27.StatefulSetProps"></a>	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	16781	// .securityContext(PodSecurityContextProps)	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	17601	// .hostNetwork(java.lang.Boolean)	COMMENT
LOW	docs/reference/cdk8s-plus-27/java.md	18421		COMMENT

Hyper-Verbose Identifiers13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	website/static/js/webflow.js	2734	function makeDropdownKeydownHandler(data) {	CODE
LOW	website/static/js/webflow.js	2826	function makeDropdownFousoutHandler(data) {	CODE
LOW	docs/reference/cdk8s-plus-27/python.md	745	def to_network_policy_peer_config()	CODE
LOW	docs/reference/cdk8s-plus-27/python.md	4779	def to_namespace_selector_config()	CODE
LOW	docs/reference/cdk8s-plus-27/python.md	4785	def to_network_policy_peer_config()	CODE
LOW	docs/reference/cdk8s-plus-27/python.md	4874	def to_namespace_selector_config()	CODE
LOW	docs/reference/cdk8s-plus-27/python.md	4880	def to_network_policy_peer_config()	CODE
LOW	docs/reference/cdk8s-plus-27/python.md	5145	def to_network_policy_peer_config()	CODE
LOW	docs/reference/cdk8s-plus-27/python.md	6160	def to_network_policy_peer_config()	CODE
LOW	docs/reference/cdk8s-plus-27/python.md	23825	def to_namespace_selector_config()	CODE
LOW	docs/reference/cdk8s-plus-27/python.md	23855	def to_network_policy_peer_config()	CODE
LOW	src/rotate-cdk8s-plus.ts	18	export function replaceOldVersionReferences(latestVersion: string) {	CODE
LOW	src/rotate-cdk8s-plus.ts	46	function recursiveReplaceRefsInDir(dir: string, toReplace: string, substitution: string) {	CODE

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/import-spec.sh	2	#---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	tools/import-spec.sh	8	#---------------------------------------------------------------------------------------------------------------------	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/import-k8s-schemas.yml	32	# Check if we already have it	COMMENT