0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

2.1K

Stars

Language

170.7K

Lines of Code

1.4K

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 2.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 66 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 2.9/100 · LOW

Which changes need focused human review? 78 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 12LOW 66

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 78 distinct pattern matches across 11 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 Block42 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW	adr/0020-package-sources.md	41	//	COMMENT
LOW	hack/check-vex-orphans.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/empty-config.toml	1	# This is here so it can be used during certain Zarf commands	COMMENT
LOW	examples/longhorn/values.yaml	181	nodeSelector: {}	COMMENT
LOW	examples/longhorn/values.yaml	201	nodeSelector: {}	COMMENT
LOW	examples/longhorn/values.yaml	221	# label-key2: "label-value2"	COMMENT
LOW	examples/longhorn/values.yaml	241	priorityClass: ~	COMMENT
LOW	examples/longhorn/values.yaml	261	# - key: "key"	COMMENT
LOW	examples/longhorn/values.yaml	281	## Set this to true in order to enable TLS on the ingress record	COMMENT
LOW	examples/longhorn/values.yaml	301	## If tls is set to true, annotation ingress.kubernetes.io/secure-backends: "true" will automatically be set	COMMENT
LOW	packages/init/v1alpha1/zarf-registry/chart/values.yaml	101	# caBundle: \|	COMMENT
LOW	site/src/env.d.ts	1	/// <reference path="../.astro/types.d.ts" />	COMMENT
LOW	site/src/plugins/remark-link-rewrite.ts	1	// Remark plugin for archived docs staged under a version subtree	COMMENT
LOW	src/cmd/tools_trustedroot.go	21	Short: lang.CmdToolsTrustedRootShort,	COMMENT
LOW	src/cmd/tools_trustedroot_test.go	21	"CTFE": "CTFESpecs",	COMMENT
LOW	…/packages/42-values/schema-merge/override-invalid.yaml	1	# replicas: 7 violates the parent schema's maximum of 5.	COMMENT
LOW	src/test/e2e/05_tarball_test.go	221	require.NoError(t, err, stdOut, stdErr)	COMMENT
LOW	src/test/e2e/05_tarball_test.go	241	// \| \| \|-- 4f4fb700ef54461cfa02571ae0db9a0dc1e0cdb5577484a6d75e68dc38e8acc1	COMMENT
LOW	src/test/e2e/05_tarball_test.go	301	for _, e := range entries {	COMMENT
LOW	src/test/e2e/05_tarball_test.go	321	// \| \| \| `-- 1	COMMENT
LOW	src/test/e2e/05_tarball_test.go	341	// \| \| \| \| `-- README.md	COMMENT
LOW	src/test/e2e/05_tarball_test.go	361	// \| \| \|-- coffee-ipsum.txt	COMMENT
LOW	src/test/e2e/05_tarball_test.go	381	// \| \| `-- README.md	COMMENT
LOW	src/test/e2e/05_tarball_test.go	401	// \| \| \|-- d37d27b92cce4fb1383d5fbe32540382ea3d9662c7be3555f5a0f6a044099e1b	COMMENT
LOW	src/internal/agent/hooks/common_test.go	141	require.Equal(t, tt.expected, mediaType)	COMMENT
LOW	src/internal/api/v1beta1/roundtrip_test.go	401	// - package.apiVersion and package.kind are canonicalized to the target API.	COMMENT
LOW	src/internal/api/v1alpha1/roundtrip_test.go	301	}	COMMENT
LOW	src/internal/api/v1alpha1/migrate.go	81	// migrateScriptsToActions converts the deprecated scripts to the new actions	COMMENT
LOW	src/api/v1alpha1/package.go	241	// Any migrations that have been run on this package.	COMMENT
LOW	src/api/v1alpha1/component.go	281	KustomizeAllowAnyDirectory bool `json:"kustomizeAllowAnyDirectory,omitempty"`	COMMENT
LOW	src/pkg/archive/archive.go	381	//	COMMENT
LOW	src/pkg/value/testdata/valid/empty.yaml	1	# Empty file	COMMENT
LOW	src/pkg/template/template.go	261	// This is designed to be called from a template.	COMMENT
LOW	src/pkg/template/template.go	301	// fromYAML converts a YAML document into a map[string]interface{}.	COMMENT
LOW	src/pkg/template/template.go	321	// YAML documents. Additionally, because its intended use is within templates	COMMENT
LOW	src/pkg/template/template.go	401	// JSON documents. Additionally, because its intended use is within templates	COMMENT
LOW	…kager/testdata/find-images/helm-chart/chart/Chart.yaml	1	apiVersion: v2	COMMENT
LOW	…kager/testdata/find-images/helm-chart/chart/Chart.yaml	21	# incremented each time you make changes to the application. Versions are not expected to	COMMENT
LOW	src/pkg/feature/feature.go	61	// GA features have been fully released and are available for production usage.	COMMENT
LOW	src/pkg/ocischeme/ocischeme.go	1	// SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	src/pkg/ocischeme/ocischeme.go	41	// http.ErrSchemeMismatch. A caller-supplied ProbeOptions.Transport that retries	COMMENT
LOW	src/pkg/ocischeme/ocischeme.go	181	// server speaking plaintext HTTP on that port: crypto/tls first surfaces this as a	COMMENT

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/release.yml	192	# Create the GitHub release notes, upload artifact backups to S3, publish homebrew recipe	COMMENT
MEDIUM	.github/workflows/publish-application-packages.yml	38	# Create the dos-games package with the cosign signature, publish to ghcr and copy the tags to allow 'uname -m'	COMMENT
MEDIUM	src/test/packages/36-health-check-crd/zarf.yaml	26	# Create a CR,	COMMENT
MEDIUM	src/pkg/packager/testdata/load-package/split/zarf.yaml	9	# This file is autogenerated by the test	COMMENT

Verbosity Indicators6 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/pkg/packager/generate_schema.go	66	// Step 1: Copy package defaults	COMMENT
LOW⚡	src/pkg/packager/generate_schema.go	72	// Step 2: Collect chart value schemas	COMMENT
LOW	src/pkg/packager/generate_schema.go	182	// Step 3: Merge inferred and chart schemas	COMMENT
LOW⚡	src/pkg/packager/generate_schema.go	199	// Step 4: Merge and reconcile any existing schema	COMMENT
LOW⚡	src/pkg/packager/generate_schema.go	206	// Step 5: Save the resulting schema when requested.	COMMENT
LOW	src/pkg/packager/load/import.go	552	// kustomizations can use non-standard urls, so we need to check if the composed path exists on the local filesystem	COMMENT

Structural Annotation Overuse5 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/pkg/packager/generate_schema.go	66	// Step 1: Copy package defaults	COMMENT
LOW⚡	src/pkg/packager/generate_schema.go	72	// Step 2: Collect chart value schemas	COMMENT
LOW	src/pkg/packager/generate_schema.go	182	// Step 3: Merge inferred and chart schemas	COMMENT
LOW⚡	src/pkg/packager/generate_schema.go	199	// Step 4: Merge and reconcile any existing schema	COMMENT
LOW⚡	src/pkg/packager/generate_schema.go	206	// Step 5: Save the resulting schema when requested.	COMMENT

Decorative Section Separators4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/nightly-scan-cve.yml	33	## ── Tier 1: govulncheck ─────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/nightly-scan-cve.yml	47	## ── Tier 2: grype on the built binary ───────────────────────────────────	COMMENT
MEDIUM	site/public/tutorials/k3s_init.html	52	<b style="color:#555555;"></b>───────────────────────────────────────────────────────────────────────────────────────	CODE
MEDIUM	site/public/tutorials/k3s_init.html	95	<b style="color:#555555;"></b>───────────────────────────────────────────────────────────────────────────────────────	CODE

Fake / Example Data8 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/cmd/package_test.go	952	identity: "user@example.com",	CODE
LOW⚡	src/cmd/package_test.go	962	identity: "user@example.com",	CODE
LOW⚡	src/cmd/package_test.go	968	identity: "user@example.com",	CODE
LOW	src/internal/packager/helm/post-render_test.go	482	cleaned = regexp.MustCompile(`{{[^}]*}}`).ReplaceAllString(cleaned, "placeholder")	CODE
LOW	src/pkg/logger/logger_test.go	122	Format: "^\\w+([-+.']\\w+)@\\w+([-.]\\w+)\\.\\w+([-.]\\w+)$ lorem ipsum dolor sit amet 243897 )&($#",	CODE
LOW	src/pkg/logger/logger_test.go	122	Format: "^\\w+([-+.']\\w+)@\\w+([-.]\\w+)\\.\\w+([-.]\\w+)$ lorem ipsum dolor sit amet 243897 )&($#",	CODE
LOW	src/pkg/packager/layout/package_test.go	1743	AggregateChecksum: "placeholder",	CODE
LOW	src/pkg/packager/layout/package_test.go	2111	AggregateChecksum: "placeholder",	CODE

AI Slop Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	site/package-lock.json	8753	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	src/test/common.go	26	// ZarfE2ETest Struct holding common fields most of the tests will utilize.	COMMENT
MEDIUM	src/pkg/utils/bytes.go	70	// NOTE(mkcp): Negative bytes are nonsense, but it's more robust for inputs without erroring.	COMMENT

Slop Phrases3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	packages/init/v1alpha1/gitea/gitea-values.yaml	24	# Note that the init script checks to see if the IP & port of the database service is accessible, so make sure you	COMMENT
LOW	src/cmd/viper.go	210	// Don't forget to read config either from cfgFile or from home directory!	COMMENT
MEDIUM	…/packages/23-data-injections/manifests/deployment.yaml	19	# The main container can hot-load files from the filesystem, but if your application cannot, this example shows ho	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	hack/check-vex-orphans.sh	14	# Usage:	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	examples/longhorn/values.yaml	281	## Set this to true in order to enable TLS on the ingress record	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	site/src/plugins/remark-link-rewrite.ts	53	export function rewriteVersionedAssetImport(spec: string, versionSlug: string): string \| null {	CODE

zarf-dev/zarf

Open-Source Code Quality, Security and Technical Debt Review