4.1

Adjusted Signal

4.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

9.9K

Stars

Language

385.2K

Lines of Code

2.5K

Files

1.5K

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 18.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1518 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 18.3/100 · LOW

Which changes need focused human review? 1519 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 3MEDIUM 11LOW 1505

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 1519 distinct pattern matches across 7 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 Block1498 hits · 1498 pts

Severity	File	Line	Snippet	Context
LOW	doc.go	21	// # Key Packages	COMMENT
LOW	doc.go	41	// - rest: Provides a lower-level RESTClient that manages the details of	COMMENT
LOW	doc.go	61	//	COMMENT
LOW	doc.go	81	// share management of an object by tracking field ownership. This prevents	COMMENT
LOW	doc.go	101	// read-only access to the cache, and Workqueues decouple event detection	COMMENT
LOW	informers/factory.go	281	// SharedInformerFactory provides shared informers for resources in all known	COMMENT
LOW	informers/factory.go	301	// }	COMMENT
LOW	informers/factory.go	321	// which run until the stop channel gets closed.	COMMENT
LOW	ktesting/helper_test.go	61	// normalize replaces parts of message texts which may vary with constant strings.	COMMENT
LOW	ktesting/client.go	61	// New methods allow retrieving instances of several client-go types without	COMMENT
LOW	ktesting/doc.go	21	//	COMMENT
LOW	tools/metrics/metrics.go	41		COMMENT
LOW	tools/metrics/metrics.go	141	// RequestLatency is the latency metric that rest clients will update.	COMMENT
LOW	tools/record/event.go	61	LRUCacheSize int	COMMENT
LOW	tools/record/event.go	81	// If not specified (zero value), the default specified in events_cache.go will be picked	COMMENT
LOW	tools/record/event.go	121	// WithLogger replaces the context used for logging. This is a cheap call	COMMENT
LOW	tools/record/event_test.go	141	//	COMMENT
LOW	tools/record/events_cache.go	221	}	COMMENT
LOW	tools/record/events_cache.go	401	// EventCorrelator processes all incoming events and performs analysis to avoid overwhelming the system. It can filter	COMMENT
LOW	tools/record/events_cache.go	421	Skip bool	COMMENT
LOW	tools/cache/index.go	21		COMMENT
LOW	tools/cache/shared_informer.go	41	utiltrace "k8s.io/utils/trace"	COMMENT
LOW	tools/cache/shared_informer.go	61	// other appropriate content or (2) "absent".	COMMENT
LOW	tools/cache/shared_informer.go	81	// states is correct. Note, however, that there is no promise about	COMMENT
LOW	tools/cache/shared_informer.go	101	//	COMMENT
LOW	tools/cache/shared_informer.go	121	// update. Client notifications happen after the corresponding cache	COMMENT
LOW	tools/cache/shared_informer.go	141	// to something else, for example through a	COMMENT
LOW	tools/cache/shared_informer.go	161	// consists of delivering to the handler an update notification	COMMENT
LOW	tools/cache/shared_informer.go	181	// its registration handle.	COMMENT
LOW	tools/cache/shared_informer.go	201	Run(stopCh <-chan struct{})	COMMENT
LOW	tools/cache/shared_informer.go	221	// LastSyncResourceVersion is the resource version observed when last synced with the underlying	COMMENT
LOW	tools/cache/shared_informer.go	241	SetWatchErrorHandler(handler WatchErrorHandler) error	COMMENT
LOW	tools/cache/shared_informer.go	261	// Must be set before starting the informer.	COMMENT
LOW	tools/cache/shared_informer.go	281	// HasSyncedChecker reports if both the parent has synced and all pre-sync	COMMENT
LOW	tools/cache/shared_informer.go	301	// SharedIndexInformer provides add and get Indexers ability based on SharedInformer.	COMMENT
LOW	tools/cache/shared_informer.go	561	if err != nil {	COMMENT
LOW	tools/cache/shared_informer.go	641	done := len(instances) == 0	COMMENT
LOW	tools/cache/shared_informer.go	741	// main components. One is an indexed local cache, `indexer Indexer`.	COMMENT
LOW	tools/cache/shared_informer.go	1421	syncTracker *synctrack.SingleFileTracker	COMMENT
LOW	tools/cache/shared_informer.go	1441	// resyncs at all.	COMMENT
LOW	tools/cache/controller.go	41	// example in	COMMENT
LOW	tools/cache/controller.go	61	// For batch processing to be used:	COMMENT
LOW	tools/cache/controller.go	81	// negative performance impact on controlplane.	COMMENT
LOW	tools/cache/controller.go	121	clock clock.Clock	COMMENT
LOW	tools/cache/controller.go	261	}	COMMENT
LOW	tools/cache/controller.go	301	type TypedResourceEventHandler[T Object] interface {	COMMENT
LOW	tools/cache/controller.go	321	//	COMMENT
LOW	tools/cache/controller.go	641		COMMENT
LOW	tools/cache/controller.go	661	// Transform function, if set, will be called on all objects before they will be	COMMENT
LOW	tools/cache/controller.go	681	var clientState Store	COMMENT
LOW	tools/cache/controller.go	721	//nolint:logcheck // Cannot provide Logger here, use NewInformerWithOptions.	COMMENT
LOW	tools/cache/controller.go	881	clientState.Bookmark(info.ResourceVersion)	COMMENT
LOW	tools/cache/the_real_fifo_test.go	161	f.Add(obj)	COMMENT
LOW	tools/cache/store.go	21	"fmt"	COMMENT
LOW	tools/cache/store.go	141	// the object but not the object itself.	COMMENT
LOW	tools/cache/fifo.go	41	// Pop blocks until there is at least one key to process or the	COMMENT
LOW	tools/cache/fifo.go	61	// HasSyncedChecker is done once the first batch of keys have all been	COMMENT
LOW	tools/cache/fifo.go	81		COMMENT
LOW	tools/cache/fifo.go	101	// object's key is in the queue before it has been processed then it	COMMENT
LOW	tools/cache/informer_metrics.go	41	//	COMMENT
1438 more matches not shown…

AI Slop Vocabulary11 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM	example_test.go	187	// have more robust logic and a workqueue.	COMMENT
MEDIUM	doc.go	91	// found or already exists. This allows controllers to implement robust,	COMMENT
MEDIUM	tools/cache/reflector.go	898	// we utilize the temporaryStore to ensure independence from the current store implementation.	COMMENT
MEDIUM	…igurations/core/v1/nodeallocatableoverheadresources.go	34	// Adding to each container limit allows individual containers to utilize the overhead, while the parent pod-level cgro	COMMENT
MEDIUM	applyconfigurations/core/v1/endpointsubset.go	39	// should be considered safe for load balancers and clients to utilize.	COMMENT
MEDIUM	applyconfigurations/resource/v1/celdeviceselector.go	66	// A robust expression should check for the existence of attributes	COMMENT
MEDIUM	…lyconfigurations/resource/v1/devicederivedattribute.go	58	// extremely hard to detect. A robust expression should, for example, check	COMMENT
MEDIUM	…lyconfigurations/resource/v1beta2/celdeviceselector.go	66	// A robust expression should check for the existence of attributes	COMMENT
MEDIUM	…figurations/resource/v1beta2/devicederivedattribute.go	58	// extremely hard to detect. A robust expression should, for example, check	COMMENT
MEDIUM	…lyconfigurations/resource/v1beta1/celdeviceselector.go	66	// A robust expression should check for the existence of attributes	COMMENT
MEDIUM	…figurations/resource/v1beta1/devicederivedattribute.go	58	// extremely hard to detect. A robust expression should, for example, check	COMMENT

Synthetic Comment Markers3 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	applyconfigurations/apps/v1/statefulset.go	36	// - Storage: As many VolumeClaims as requested.	COMMENT
HIGH	applyconfigurations/apps/v1beta2/statefulset.go	38	// - Storage: As many VolumeClaims as requested.	COMMENT
HIGH	applyconfigurations/apps/v1beta1/statefulset.go	38	// - Storage: As many VolumeClaims as requested.	COMMENT

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	dynamic/fake/simple_test.go	307	// TODO: Add tests for strategic merge using v1.Pod for example to ensure the test cases	COMMENT
LOW	metadata/fake/simple_test.go	200	// TODO: Add tests for strategic merge using v1.Pod for example to ensure the test cases	COMMENT
LOW	rest/request.go	1189	// TODO: Add test for this. Steps may be:	COMMENT

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tools/cache/fifo_test.go	83	// NOTE: This function is deprecated and may be removed in the future without	COMMENT
LOW	discovery/discovery_client.go	763	// NOTE: This function is resilient to the ordering of the	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/watch/retrywatcher.go	101	// and we need to check if stop wasn't requested while doing so.	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/clientcmd/client_config_test.go	1256	if err := os.WriteFile(keyFile.Name(), []byte("dummy-key-content"), 0600); err != nil {	CODE

kubernetes/client-go

Open-Source Code Quality, Security and Technical Debt Review