0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

32.2K

Stars

Language

297.2K

Lines of Code

1.7K

Files

221

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 4.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 216 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? 8 finding(s).

PR Review Velocity Impact 4.1/100 · LOW

Which changes need focused human review? 221 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 1MEDIUM 11LOW 209

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 221 distinct pattern matches across 9 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 Block175 hits · 175 pts

Severity	File	Line	Snippet	Context
LOW	test.sh	1	#!/bin/bash	COMMENT
LOW	cmd/minikube/cmd/completion.go	61	Note for fish users: [2] please refer to this docs for more details https://fishshell.com/docs/current/#tab-completion	COMMENT
LOW	test/integration/context_test.go	41	// Call it only after the last t.Parallel call has returned. t.Parallel blocks until this test	COMMENT
LOW	test/integration/testdata/nginx-ingress-v1.yaml	1	# Copyright 2022 The Kubernetes Authors All rights reserved.	COMMENT
LOW	test/integration/testdata/nginx-ingress-v1beta1.yaml	1	# Copyright 2022 The Kubernetes Authors All rights reserved.	COMMENT
LOW	test/integration/testdata/ingress-dns-example-v1.yaml	1	# Copyright 2021 The Kubernetes Authors All rights reserved.	COMMENT
LOW	…/integration/testdata/ingress-dns-example-v1beta1.yaml	1	# Copyright 2021 The Kubernetes Authors All rights reserved.	COMMENT
LOW	test/stress/stress.sh	1	#!/bin/bash	COMMENT
LOW	test/stress/stress.sh	21	#	COMMENT
LOW	…/iso/minikube-iso/board/minikube/aarch64/post-build.sh	1	#!/bin/sh	COMMENT
LOW	…/iso/minikube-iso/board/minikube/aarch64/post-image.sh	1	#!/bin/sh	COMMENT
LOW	…y/iso/minikube-iso/board/minikube/x86_64/post-build.sh	1	#!/bin/sh	COMMENT
LOW	…y/iso/minikube-iso/board/minikube/x86_64/post-image.sh	1	#!/bin/sh	COMMENT
LOW	…ploy/iso/minikube-iso/package/crio-bin/conmon-config.h	1		COMMENT
LOW	deploy/addons/ambassador/ambassador-operator-crds.yaml	1	# Copyright 2018 The Kubernetes Authors All rights reserved.	COMMENT
LOW	deploy/addons/ambassador/ambassadorinstallation.yaml	1	# Copyright 2018 The Kubernetes Authors All rights reserved.	COMMENT
LOW	deploy/addons/gcp-auth/gcp-auth-ns.yaml	1	# Copyright 2017 The Kubernetes Authors.	COMMENT
LOW	deploy/addons/gcp-auth/gcp-auth-service.yaml	1	# Copyright 2017 The Kubernetes Authors.	COMMENT
LOW	deploy/addons/efk/kibana-svc.yaml	1	# Copyright 2017 The Kubernetes Authors All rights reserved.	COMMENT
LOW	deploy/addons/efk/elasticsearch-svc.yaml	1	# Copyright 2017 The Kubernetes Authors All rights reserved.	COMMENT
LOW	deploy/addons/efk/fluentd-es-configmap.yaml	1	# Copyright 2017 The Kubernetes Authors All rights reserved.	COMMENT
LOW	…loy/addons/dashboard/dashboard-clusterrolebinding.yaml	1	# Copyright 2017 The Kubernetes Authors.	COMMENT
LOW	deploy/addons/dashboard/dashboard-rolebinding.yaml	1	# Copyright 2017 The Kubernetes Authors.	COMMENT
LOW	deploy/addons/dashboard/dashboard-sa.yaml	1	# Copyright 2017 The Kubernetes Authors.	COMMENT
LOW	deploy/addons/dashboard/dashboard-role.yaml	1	# Copyright 2017 The Kubernetes Authors.	COMMENT
LOW	deploy/addons/dashboard/dashboard-clusterrole.yaml	1	# Copyright 2017 The Kubernetes Authors.	COMMENT
LOW	deploy/addons/dashboard/dashboard-ns.yaml	1	# Copyright 2017 The Kubernetes Authors.	COMMENT
LOW	deploy/addons/dashboard/dashboard-configmap.yaml	1	# Copyright 2017 The Kubernetes Authors.	COMMENT
LOW	deploy/addons/dashboard/dashboard-secret.yaml	1	# Copyright 2017 The Kubernetes Authors.	COMMENT
LOW	deploy/addons/dashboard/dashboard-svc.yaml	1	# Copyright 2017 The Kubernetes Authors.	COMMENT
LOW	…iver/rbac/rbac-external-health-monitor-controller.yaml	1	# Copyright 2018 The Kubernetes Authors All rights reserved.	COMMENT
LOW	…s/csi-hostpath-driver/rbac/rbac-external-attacher.yaml	1	# Copyright 2018 The Kubernetes Authors All rights reserved.	COMMENT
LOW	…ns/csi-hostpath-driver/rbac/rbac-external-resizer.yaml	1	# Copyright 2018 The Kubernetes Authors All rights reserved.	COMMENT
LOW	…si-hostpath-driver/rbac/rbac-external-provisioner.yaml	1	# Copyright 2018 The Kubernetes Authors All rights reserved.	COMMENT
LOW	…loy/addons/csi-hostpath-driver/rbac/rbac-hostpath.yaml	1	# Copyright 2023 The Kubernetes Authors All rights reserved.	COMMENT
LOW	…si-hostpath-driver/rbac/rbac-external-snapshotter.yaml	1	# Copyright 2018 The Kubernetes Authors All rights reserved.	COMMENT
LOW	…-hostpath-driver/deploy/csi-hostpath-storageclass.yaml	1	# Copyright 2018 The Kubernetes Authors All rights reserved.	COMMENT
LOW	…si-hostpath-driver/deploy/csi-hostpath-driverinfo.yaml	1	# Copyright 2018 The Kubernetes Authors All rights reserved.	COMMENT
LOW	deploy/addons/ingress-dns/example/example.yaml	1	# Copyright 2016 The Kubernetes Authors All rights reserved.	COMMENT
LOW	…s/volumesnapshots/rbac-volume-snapshot-controller.yaml	1	# Copyright 2017 The Kubernetes Authors.	COMMENT
LOW	…snapshots/snapshot.storage.k8s.io_volumesnapshots.yaml	1	# Copyright 2017 The Kubernetes Authors.	COMMENT
LOW	…ts/snapshot.storage.k8s.io_volumesnapshotcontents.yaml	1	# Copyright 2017 The Kubernetes Authors.	COMMENT
LOW	…addons/volumesnapshots/csi-hostpath-snapshotclass.yaml	1	# Copyright 2018 The Kubernetes Authors All rights reserved.	COMMENT
LOW	…ots/snapshot.storage.k8s.io_volumesnapshotclasses.yaml	1	# Copyright 2017 The Kubernetes Authors.	COMMENT
LOW	hack/generate_licenses.sh	1	#!/bin/bash	COMMENT
LOW	hack/build_auto_pause.sh	1	#!/bin/bash	COMMENT
LOW	hack/conformance_tests.sh	1	#!/bin/bash	COMMENT
LOW	hack/cover.sh	1	#!/bin/bash	COMMENT
LOW	hack/update_contributions.sh	1	#!/bin/bash	COMMENT
LOW	hack/release_notes.sh	1	#!/bin/bash	COMMENT
LOW	hack/tag_release.sh	1	#!/bin/bash	COMMENT
LOW	hack/yearly-leaderboard.sh	1	#!/bin/bash	COMMENT
LOW	hack/benchmark/time-to-k8s/time-to-k8s.sh	1	#!/bin/bash	COMMENT
LOW	hack/benchmark/time-to-k8s/public-chart/public-chart.sh	1	#!/bin/bash	COMMENT
LOW	hack/benchmark/cpu_usage/auto_pause/update_summary.sh	1	#!/bin/bash	COMMENT
LOW	…/benchmark/cpu_usage/auto_pause/benchmark_local_k8s.sh	1	#!/bin/bash	COMMENT
LOW	hack/benchmark/cpu_usage/idle_only/update_summary.sh	1	#!/bin/bash	COMMENT
LOW	…k/benchmark/cpu_usage/idle_only/benchmark_local_k8s.sh	1	#!/bin/bash	COMMENT
LOW	hack/benchmark/image-build/publish-chart.sh	1	#!/bin/bash	COMMENT
LOW	hack/prow/common.sh	1	#!/bin/bash	COMMENT
115 more matches not shown…

Structural Annotation Overuse25 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	site/content/en/docs/handbook/addons/traefik.md	94	### Step 1: Deploy the application	COMMENT
LOW	site/content/en/docs/handbook/addons/traefik.md	160	### Step 2: Create an Ingress	COMMENT
LOW	site/content/en/docs/handbook/addons/traefik.md	201	### Step 3: Test the Ingress	COMMENT
LOW	site/content/en/docs/handbook/addons/traefik.md	288	### Step 4: Inspecting the Traefik Dashboard	COMMENT
LOW	site/content/en/docs/handbook/addons/traefik.md	309	### Step 5: Configuring Custom TLS Certificates (Optional)	COMMENT
LOW	site/content/en/docs/handbook/addons/traefik.md	373	### Step 6: Cleaning up	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module3.md	11	## Step 1 - Check application configuration	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module3.md	31	## Step 2 - Show the app in the terminal	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module3.md	54	## Step 3 - View the container logs	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module3.md	64	## Step 4 - Executing command on the container	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module6.md	11	## Step 1 - Update the version of the app	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module6.md	43	## Step 2 - Verify an update	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module6.md	83	## Step 3 - Rollback an update	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module2.md	11	## Step 1 - kubectl basics	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module2.md	31	## Step 2 - Deploy our app	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module2.md	53	## Step 3 - View our app	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module5.md	11	## Step 1 - Scaling a deployment	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module5.md	73	## Step 2 - Load Balancing	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module5.md	98	## Step 3 - Scale Down	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module1.md	11	## Step 1 - Cluster up and running	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module1.md	27	## Step 2 - Cluster version	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module1.md	37	## Step 3 - Cluster details	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module4.md	11	## Step 1 - Create a new service	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module4.md	62	## Step 2 - Using labels	COMMENT
LOW	…te/content/en/docs/tutorials/kubernetes_101/module4.md	109	## Step 3 - Deleting a service	COMMENT

Decorative Section Separators5 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	cmd/minikube/cmd/config/addons_list_test.go	78	// ┌─────────────────────────────┬────────────────────────────────────────┐	COMMENT
MEDIUM⚡	cmd/minikube/cmd/config/addons_list_test.go	80	// ├─────────────────────────────┼────────────────────────────────────────┤	COMMENT
MEDIUM⚡	cmd/minikube/cmd/config/addons_list_test.go	81	// ┌─────────────────────────────┬────────────────────────────────────────┬──────────────────────────────────────────	COMMENT
MEDIUM⚡	cmd/minikube/cmd/config/addons_list_test.go	83	// ├─────────────────────────────┼────────────────────────────────────────┼──────────────────────────────────────────	COMMENT
MEDIUM	hack/jenkins/release_github_page.sh	73	# ================================================================================	COMMENT

AI Slop Vocabulary6 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	hack/jenkins/build_iso.sh	75	# If it doesn't exist, it will just return VERSION, which is covered in the if statement below.	COMMENT
LOW	hack/jenkins/kicbase_auto_build.sh	49	# if it doesn't exist, it will just return VERSION, which is covered in the if statement below	COMMENT
MEDIUM	pkg/minikube/cni/cilium.yaml	53	# for seamless migrations from the kvstore mode to the crd mode. Consult the	COMMENT
MEDIUM	pkg/minikube/bootstrapper/kubeadm/kubeadm.go	1135	// good for ensuring using minikube in CI is robust.	COMMENT
MEDIUM	pkg/minikube/reason/reason.go	153	// minikube could not locate credentials needed to utilize an appropriate service, e.g. GCP	COMMENT
MEDIUM	pkg/util/retry/retry_test.go	170	// It is needed to ensure that local operations are robust against temporary failures and do not hang indefinitely.	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	third_party/kubeadm/app/constants/constants.go	169	// NodesUserPrefix defines the user name prefix as requested by the Node authorizer.	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	hack/jenkins/release_github_page.sh	81	# Creating a new release in github	COMMENT
MEDIUM	pkg/provision/ubuntu.go	105	# This file is a systemd drop-in unit that inherits from the base dockerd configuration.	COMMENT

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	test/stress/stress.sh	20	# Usage:	COMMENT
LOW	hack/conformance_tests.sh	20	# Usage:	COMMENT
LOW	pkg/drivers/common/common.go	53	// Example usage:	COMMENT

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	hack/jenkins/test-flake-chart/flake_chart.js	31	function createRecentNumberOfFailTable(summaryTable) {	CODE
LOW	hack/jenkins/test-flake-chart/flake_chart.js	64	function createRecentFlakePercentageTable(recentFlakePercentTable, query) {	CODE
LOW	hack/jenkins/test-flake-chart/flake_chart.js	97	function displayTestAndEnvironmentChart(data, query) {	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	pkg/minikube/machine/start.go	202	// TODO: Add validations for VM drivers as well, see issue #9035	COMMENT

kubernetes/minikube

Open-Source Code Quality, Security and Technical Debt Review