2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-18

Last Push

12.2K

Stars

Language

215.5K

Lines of Code

1.3K

Files

404

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 6.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 257 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.6/100 · LOW

Are imports declared and package/API names verified? 146 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 9.3/100 · LOW

Which changes need focused human review? 404 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 6LOW 397

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 404 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 Block242 hits · 242 pts

Severity	File	Line	Snippet	Context
LOW	cmd/k8scopy/main.go	1	// Copyright 2020 The Kubernetes Authors.	COMMENT
LOW	cmd/config/doc.go	1	// Copyright 2019 The Kubernetes Authors.	COMMENT
LOW	cmd/config/internal/commands/internal/k8sgen/doc.go	1	// Copyright 2020 The Kubernetes Authors.	COMMENT
LOW	…/commands/internal/k8sgen/pkg/api/resource/quantity.go	41	// <digit> ::= 0 \| 1 \| ... \| 9	COMMENT
LOW	…/commands/internal/k8sgen/pkg/api/resource/quantity.go	61	//	COMMENT
LOW	…/commands/internal/k8sgen/pkg/api/resource/quantity.go	81	// This format is intended to make it difficult to use these numbers without	COMMENT
LOW	…ternal/commands/e2e/e2econtainersimplegenerator/doc.go	1	// Copyright 2019 The Kubernetes Authors.	COMMENT
LOW	…/internal/commands/e2e/e2econtainerenvgenerator/doc.go	1	// Copyright 2019 The Kubernetes Authors.	COMMENT
LOW	…config/internal/commands/e2e/e2econtainerconfig/doc.go	1	// Copyright 2019 The Kubernetes Authors.	COMMENT
LOW	cmd/mdtogo/main.go	1	// Copyright 2019 The Kubernetes Authors.	COMMENT
LOW	cmd/mdtogo/main.go	21	//	COMMENT
LOW	…flationgenerator/testdata/charts/test-chart/Chart.yaml	1	apiVersion: v2	COMMENT
LOW	…flationgenerator/testdata/charts/test-chart/Chart.yaml	21	# incremented each time you make changes to the application. Versions are not expected to	COMMENT
LOW	…nflationgenerator/testdata/charts/issue4905/Chart.yaml	1	apiVersion: v2	COMMENT
LOW	…nflationgenerator/testdata/charts/issue4905/Chart.yaml	21	# incremented each time you make changes to the application. Versions are not expected to	COMMENT
LOW	hack/install_kpt.sh	1	#!/bin/bash	COMMENT
LOW	hack/shellHelpers.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/install_kustomize.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/ensure-golangci-lint.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/whatApi.sh	1	# Copyright 2022 The Kubernetes Authors.	COMMENT
LOW	hack/buildExternalGoPlugins.sh	1	#!/bin/bash	COMMENT
LOW	examples/integration_tests.sh	1	#!/bin/bash	COMMENT
LOW	examples/integration_tests.sh	21	# It uses kustomized configurations in a live cluster,	COMMENT
LOW	examples/ldap/integration_test.sh	1	#!/bin/bash	COMMENT
LOW	api/filters/doc.go	1	// Copyright 2022 The Kubernetes Authors.	COMMENT
LOW	api/filters/fsslice/example_test.go	41	Inputs: []kio.Reader{in},	COMMENT
LOW	api/filters/fsslice/doc.go	1	// Copyright 2020 The Kubernetes Authors.	COMMENT
LOW	api/filters/patchjson6902/example_test.go	41	}	COMMENT
LOW	api/filters/patchjson6902/doc.go	1	// Copyright 2020 The Kubernetes Authors.	COMMENT
LOW	api/filters/valueadd/valueadd.go	21	//	COMMENT
LOW	api/filters/valueadd/valueadd.go	41	//	COMMENT
LOW	api/filters/valueadd/valueadd.go	61		COMMENT
LOW	api/filters/valueadd/valueadd.go	81	// {empty} : PEACH : irrelevant	COMMENT
LOW	api/filters/prefix/example_test.go	41	// name: baz-instance	COMMENT
LOW	api/filters/prefix/doc.go	1	// Copyright 2020 The Kubernetes Authors.	COMMENT
LOW	api/filters/fieldspec/fieldspec.go	21	// If the object matches the FieldSpec, and the node found	COMMENT
LOW	api/filters/fieldspec/example_test.go	41	Outputs: []kio.Writer{kio.ByteWriter{Writer: os.Stdout}},	COMMENT
LOW	api/filters/fieldspec/doc.go	1	// Copyright 2020 The Kubernetes Authors.	COMMENT
LOW	api/filters/labels/example_test.go	41	// Output:	COMMENT
LOW	api/filters/labels/doc.go	1	// Copyright 2020 The Kubernetes Authors.	COMMENT
LOW	api/filters/imagetag/example_test.go	61	// - name: FooBar	COMMENT
LOW	api/filters/imagetag/example_test.go	101	}},	COMMENT
LOW	api/filters/imagetag/example_test.go	121	// name: instance	COMMENT
LOW	api/filters/imagetag/doc.go	1	// Copyright 2020 The Kubernetes Authors.	COMMENT
LOW	api/filters/namespace/example_test.go	41	// metadata:	COMMENT
LOW	api/filters/namespace/doc.go	1	// Copyright 2020 The Kubernetes Authors.	COMMENT
LOW	api/filters/namespace/namespace.go	101	SetValue: ns.fieldSetter(),	COMMENT
LOW	api/filters/suffix/example_test.go	41	// name: instance-baz	COMMENT
LOW	api/filters/suffix/doc.go	1	// Copyright 2021 The Kubernetes Authors.	COMMENT
LOW	api/filters/replacement/example_test.go	61	// ---	COMMENT
LOW	api/filters/replacement/doc.go	1	// Copyright 2022 The Kubernetes Authors.	COMMENT
LOW	api/filters/annotations/example_test.go	41	}	COMMENT
LOW	api/filters/annotations/doc.go	1	// Copyright 2020 The Kubernetes Authors.	COMMENT
LOW	api/filters/nameref/nameref.go	21	type Filter struct {	COMMENT
LOW	api/filters/nameref/doc.go	1	// Copyright 2022 The Kubernetes Authors.	COMMENT
LOW	api/filters/patchstrategicmerge/example_test.go	41	// kind: Foo	COMMENT
LOW	api/filters/patchstrategicmerge/doc.go	1	// Copyright 2020 The Kubernetes Authors.	COMMENT
LOW	api/filters/refvar/doc.go	1	// Copyright 2022 The Kubernetes Authors.	COMMENT
LOW	api/filters/refvar/expand.go	21	sb.WriteByte(operator)	COMMENT
LOW	api/filters/refvar/expand.go	41	// If the key is found in the map, the value is returned if it is a primitive	COMMENT
182 more matches not shown…

Fake / Example Data146 hits · 160 pts

Severity	File	Line	Snippet	Context
LOW	plugin/builtin/secretgenerator/SecretGenerator_test.go	24	Lorem ipsum dolor sit amet,	CODE
LOW	plugin/builtin/secretgenerator/SecretGenerator_test.go	24	Lorem ipsum dolor sit amet,	CODE
LOW	examples/secretGeneratorPlugin.md	59	Lorem ipsum dolor sit amet,	CODE
LOW	examples/secretGeneratorPlugin.md	59	Lorem ipsum dolor sit amet,	CODE
LOW	examples/zh/secretGeneratorPlugin.md	52	Lorem ipsum dolor sit amet,	CODE
LOW	examples/zh/secretGeneratorPlugin.md	52	Lorem ipsum dolor sit amet,	CODE
LOW	…s-platform/the-inside-of-recursion-how-does-it-work.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…s-platform/the-inside-of-recursion-how-does-it-work.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…/cross-platform/in-depth-cryptography-detailed-spec.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…/cross-platform/in-depth-cryptography-detailed-spec.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…-platform/the-inside-of-monoliths-the-core-concepts.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…-platform/the-inside-of-monoliths-the-core-concepts.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…-platform/the-inside-of-monographs-how-does-it-work.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…-platform/the-inside-of-monographs-how-does-it-work.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…tform/examples/the-inside-of-java-the-core-concepts.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…tform/examples/the-inside-of-java-the-core-concepts.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…cross-platform/examples/in-depth-java-detailed-spec.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…cross-platform/examples/in-depth-java-detailed-spec.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…m/examples/the-math-of-recursion-the-inner-workings.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…m/examples/the-math-of-recursion-the-inner-workings.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…platform/examples/the-math-of-go-the-inner-workings.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…platform/examples/the-math-of-go-the-inner-workings.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…tutorials/the-math-of-cryptography-how-does-it-work.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…tutorials/the-math-of-cryptography-how-does-it-work.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…cs/big-data/the-math-of-monographs-how-does-it-work.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…cs/big-data/the-math-of-monographs-how-does-it-work.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…ta/examples/the-math-of-monographs-how-does-it-work.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…ta/examples/the-math-of-monographs-how-does-it-work.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…torials/the-math-of-cryptography-the-inner-workings.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…torials/the-math-of-cryptography-the-inner-workings.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…torials/the-inside-of-cryptography-how-does-it-work.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…torials/the-inside-of-cryptography-how-does-it-work.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…tutorials/the-inside-of-microservices-detailed-spec.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…tutorials/the-inside-of-microservices-detailed-spec.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…s/big-data/tutorials/in-depth-go-the-inner-workings.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…s/big-data/tutorials/in-depth-go-the-inner-workings.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…big-data/tutorials/the-inside-of-java-detailed-spec.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…big-data/tutorials/the-inside-of-java-detailed-spec.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…s/api-reference/the-math-of-monoliths-detailed-spec.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…s/api-reference/the-math-of-monoliths-detailed-spec.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…api-reference/the-inside-of-java-the-inner-workings.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…api-reference/the-inside-of-java-the-inner-workings.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…e/examples/the-inside-of-cryptography-detailed-spec.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…e/examples/the-inside-of-cryptography-detailed-spec.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…eference/examples/the-math-of-java-how-does-it-work.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…eference/examples/the-math-of-java-how-does-it-work.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…ce/examples/the-math-of-monographs-how-does-it-work.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…ce/examples/the-math-of-monographs-how-does-it-work.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…reference/examples/in-depth-monoliths-detailed-spec.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…reference/examples/in-depth-monoliths-detailed-spec.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…amples/the-inside-of-microservices-how-does-it-work.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…amples/the-inside-of-microservices-how-does-it-work.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…cloud-computing/the-inside-of-java-how-does-it-work.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…cloud-computing/the-inside-of-java-how-does-it-work.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…cs/cloud-computing/in-depth-monoliths-detailed-spec.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…cs/cloud-computing/in-depth-monoliths-detailed-spec.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…t/no/docs/cloud-computing/in-depth-go-detailed-spec.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…t/no/docs/cloud-computing/in-depth-go-detailed-spec.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
LOW	…g/examples/the-inside-of-monoliths-how-does-it-work.md	36	> This is a blockquote following a header. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork belly porchetta	CODE
LOW	…g/examples/the-inside-of-monoliths-how-does-it-work.md	213	Add some sections here to see how the ToC looks like. Bacon ipsum dolor sit amet t-bone doner shank drumstick, pork bell	CODE
86 more matches not shown…

Self-Referential Comments3 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	kustomize/commands/create/create.go	43	# Create a new overlay from the base '../base".	COMMENT
MEDIUM⚡	kustomize/commands/create/create.go	46	# Create a new kustomization detecting resources in the current directory.	COMMENT
MEDIUM⚡	kustomize/commands/create/create.go	49	# Create a new kustomization with multiple resources and fields set.	COMMENT

TODO Padding6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…gin/builtin/valueaddtransformer/ValueAddTransformer.go	42	// TODO: implement this?	COMMENT
LOW	…gin/builtin/valueaddtransformer/ValueAddTransformer.go	97	// TODO: implement	COMMENT
LOW	api/internal/builtins/ValueAddTransformer.go	39	// TODO: implement this?	COMMENT
LOW	api/internal/builtins/ValueAddTransformer.go	92	// TODO: implement	COMMENT
LOW	kustomize/commands/edit/add/addtransformer.go	43	// TODO: Add validation for the format of the transformer.	COMMENT
LOW	kustomize/commands/edit/add/addgenerator.go	43	// TODO: Add validation for the format of the generator.	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	examples/validatorPlugin.md	35	# Do whatever you want here. In this example we	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/internal/accumulator/namereferencetransformer_test.go	907	// getNameFunc implementation in order to leverage	COMMENT
MEDIUM	…/internal/accumulator/namereferencetransformer_test.go	1036	// getNameFunc implementation in order to leverage	COMMENT

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/ldap/integration_test.sh	16	# ----------------------------------------------------	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…ataset1-expected/mysql/mysql-statefulset.resource.yaml	126	# Check if we need to complete a clone by starting replication.	COMMENT
LOW	…t1-remoteupdates/mysql/mysql-statefulset.resource.yaml	126	# Check if we need to complete a clone by starting replication.	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	hack/whatApi.sh	6	# Usage:	COMMENT

kubernetes-sigs/kustomize

Open-Source Code Quality, Security and Technical Debt Review