1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

6.2K

Stars

Language

48.8K

Lines of Code

317

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 5.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 53 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 5.5/100 · LOW

Which changes need focused human review? 55 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 0LOW 55

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 55 distinct pattern matches across 3 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 Block52 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	tests/e2e.sh	1	#!/bin/bash	COMMENT
LOW	internal/discovery/types.go	41		COMMENT
LOW	internal/store/cronjob_test.go	161	# HELP kube_cronjob_next_schedule_time [STABLE] Next time the cronjob should be scheduled. The time after lastSchedu	COMMENT
LOW	internal/store/cronjob_test.go	241	# HELP kube_cronjob_labels [STABLE] Kubernetes labels converted to Prometheus labels.	COMMENT
LOW	internal/store/cronjob_test.go	321	# HELP kube_cronjob_metadata_resource_version [STABLE] Resource version representing a specific version	COMMENT
LOW	internal/store/cronjob_test.go	361	StartingDeadlineSeconds: &StartingDeadlineSeconds300,	COMMENT
LOW	internal/store/cronjob_test.go	381	# TYPE kube_cronjob_created gauge	COMMENT
LOW	internal/store/cronjob_test.go	421	ConcurrencyPolicy: "Forbid",	COMMENT
LOW	internal/store/cronjob_test.go	481	StartingDeadlineSeconds: &StartingDeadlineSeconds300,	COMMENT
LOW	internal/store/replicaset_test.go	41	# TYPE kube_replicaset_annotations gauge	COMMENT
LOW	internal/store/daemonset_test.go	61	# HELP kube_daemonset_status_number_misscheduled [STABLE] The number of nodes running a daemon pod but are not suppo	COMMENT
LOW	internal/store/daemonset_test.go	121	# HELP kube_daemonset_status_current_number_scheduled [STABLE] The number of nodes running at least one daemon pod a	COMMENT
LOW	internal/store/daemonset_test.go	181	Want: `	COMMENT
LOW	internal/store/volumeattachment_test.go	21		COMMENT
LOW	internal/store/persistentvolumeclaim_test.go	81	# HELP kube_persistentvolumeclaim_volume_attributes_class The name of the VolumeAttributesClass requested by the per	COMMENT
LOW	internal/store/persistentvolumeclaim_test.go	161	# HELP kube_persistentvolumeclaim_status_condition Information about status of different conditions of persistent vo	COMMENT
LOW	internal/store/persistentvolumeclaim_test.go	221	},	COMMENT
LOW	internal/store/persistentvolumeclaim_test.go	281	# HELP kube_persistentvolumeclaim_access_mode [STABLE] The access mode(s) specified by the persistent volume claim.	COMMENT
LOW	internal/store/horizontalpodautoscaler_test.go	41	# HELP kube_horizontalpodautoscaler_annotations Kubernetes annotations converted to Prometheus labels.	COMMENT
LOW	internal/store/horizontalpodautoscaler_test.go	541	},	COMMENT
LOW	internal/store/job_test.go	61	# TYPE kube_job_complete gauge	COMMENT
LOW	internal/store/pod_test.go	481	# HELP kube_pod_container_status_waiting [STABLE] Describes whether the container is currently in waiting state.	COMMENT
LOW	internal/store/pod_test.go	541	},	COMMENT
LOW	internal/store/pod_test.go	821	},	COMMENT
LOW	internal/store/pod_test.go	1041	{	COMMENT
LOW	internal/store/secret_test.go	41	# HELP kube_secret_created [STABLE] Unix creation timestamp	COMMENT
LOW	internal/store/secret_test.go	61	Obj: &v1.Secret{	COMMENT
LOW	internal/store/statefulset_test.go	61	Want: `	COMMENT
LOW	internal/store/statefulset_test.go	141	},	COMMENT
LOW	internal/store/statefulset_test.go	221	# HELP kube_statefulset_status_replicas_ready [STABLE] The number of ready replicas per StatefulSet.	COMMENT
LOW	internal/store/statefulset_test.go	281	},	COMMENT
LOW	internal/store/statefulset_test.go	361	# HELP kube_statefulset_status_replicas_available [STABLE] The number of available replicas per StatefulSet.	COMMENT
LOW	internal/store/node_test.go	121	Want: `	COMMENT
LOW	internal/store/node_test.go	341	},	COMMENT
LOW	internal/store/poddisruptionbudget_test.go	41	# HELP kube_poddisruptionbudget_status_current_healthy [STABLE] Current number of healthy pods	COMMENT
LOW	internal/store/replicationcontroller_test.go	41	# HELP kube_replicationcontroller_created [STABLE] Unix creation timestamp	COMMENT
LOW	internal/store/deployment_test.go	41	depl1MaxSurge = intstr.FromInt(10)	COMMENT
LOW	internal/store/deployment_test.go	61	# HELP kube_deployment_spec_paused [STABLE] Whether the deployment is paused and will not be processed by the deployme	COMMENT
LOW	pkg/customresourcestate/config.go	141		COMMENT
LOW	pkg/customresourcestate/example_config.yaml	1	# Copyright 2021 The Kubernetes Authors All rights reserved.	COMMENT
LOW	pkg/metrics_store/metrics_store.go	261		COMMENT
LOW	pkg/app/server_test.go	221	# HELP kube_pod_container_status_last_terminated_reason Describes the last reason the container was in terminated state.	COMMENT
LOW	pkg/app/server_test.go	241	# HELP kube_pod_init_container_status_restarts_total [STABLE] The number of restarts for the init container.	COMMENT
LOW	pkg/app/server_test.go	261	# HELP kube_pod_status_disruption_reason The pod disruption condition reason	COMMENT
LOW	pkg/app/server_test.go	281	# TYPE kube_pod_container_status_last_terminated_timestamp gauge	COMMENT
LOW	pkg/app/server_test.go	301	# TYPE kube_pod_init_container_status_running gauge	COMMENT
LOW	pkg/app/server_test.go	321	# TYPE kube_pod_status_initialized_time gauge	COMMENT
LOW	pkg/customresource/registry_factory.go	21	"k8s.io/client-go/tools/cache"	COMMENT
LOW	pkg/customresource/registry_factory.go	41	// Example:	COMMENT
LOW	pkg/customresource/registry_factory.go	61	// wrapFooFunc(func(f samplev1alpha1.Foo) metric.Family {	COMMENT
LOW	pkg/customresource/registry_factory.go	81	// Value: float64(f.Status.AvailableReplicas),	COMMENT
LOW	pkg/customresource/registry_factory.go	101	//	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	pkg/allowdenylist/allowdenylist_test.go	319	var exp = "Lorem ipsum dolor sit amet, consectetur adipiscing elit"	CODE
LOW	pkg/allowdenylist/allowdenylist_test.go	319	var exp = "Lorem ipsum dolor sit amet, consectetur adipiscing elit"	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/update-data-yaml.sh	73	# Check if KSM version already exists (with different k8s mapping)	COMMENT

kubernetes/kube-state-metrics

Open-Source Code Quality, Security and Technical Debt Review