0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

13.1K

Stars

Jupyter Notebook

Language

208.2K

Lines of Code

1.0K

Files

Pattern Hits

2026-10-31

Scan Date

0.01

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 2.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 46 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 2.5/100 · LOW

Which changes need focused human review? 49 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 8MEDIUM 8LOW 33

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 49 distinct pattern matches across 10 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.

AI Response Leakage3 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	…experience/meeting-notes-archive/2019-meeting-notes.md	848	* #aus-nz-users may want to have a #aus-nz-dev channel? I will create one for them	COMMENT
HIGH	…experience/meeting-notes-archive/2019-meeting-notes.md	3785	* #aus-nz-users may want to have a #aus-nz-dev channel? I will create one for them	COMMENT
HIGH	sig-node/archive/meeting-notes-2022.md	2523	* [pacoxu] [Quotas for Ephemeral Storage #1029](https://github.com/kubernetes/enhancements/issues/1029) Fixed a bug and	COMMENT

Synthetic Comment Markers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	github-management/github-moderation.md	34	See [Linux Foundation guidance](https://www.linuxfoundation.org/legal/generative-ai) on generative AI and the Kubernetes	CODE
HIGH	github-management/github-moderation.md	34	See [Linux Foundation guidance](https://www.linuxfoundation.org/legal/generative-ai) on generative AI and the Kubernetes	CODE
HIGH	contributors/devel/sig-architecture/api_changes.md	916	The auto-generated code resides with each versioned API:	CODE
HIGH	contributors/guide/pull-requests.md	638	[Large AI generated](#large-or-automatic-edits) PRs and AI generated commit messages are not allowed.	CODE

Over-Commented Block16 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	hack/verify-generated-docs.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/verify.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/generate-devstats-repo-sql.py	1	#!/usr/bin/env python3	COMMENT
LOW	hack/verify-spelling.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/verify-steering-election.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…sig-instrumentation/migration-to-structured-logging.md	121	// >> klog.InfoS("Pod status updated", "pod", klog.KObj(pod), "status", "ready")	COMMENT
LOW	…sig-instrumentation/migration-to-structured-logging.md	141	// ErrorSDepth acts as ErrorS but uses depth to determine which call frame to log.	COMMENT
LOW	contributors/devel/sig-architecture/api_changes.md	241		COMMENT
LOW	contributors/devel/sig-architecture/api-conventions.md	441	// +required	COMMENT
LOW	contributors/devel/sig-node/node-declared-features.md	101		COMMENT
LOW	elections/steering/2022/voters.yaml	1	# 2022 Steering Committee Election	COMMENT
LOW	elections/steering/2025/voters.yaml	1	# 2025 Steering Committee Election	COMMENT
LOW	elections/steering/documentation/template/voters.yaml	1	# {{YEAR}} Steering Committee Election	COMMENT
LOW	elections/steering/2024/voters.yaml	1	# 2024 Steering Committee Election	COMMENT
LOW	elections/steering/2026/voters.yaml	1	# 2026 Steering Committee Election	COMMENT
LOW	elections/steering/2021/voters.yaml	1	# 2021 Steering Committee Election	COMMENT

Self-Referential Comments5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	communication/slack-config/usergroups.yaml	1	# This file contains a top-level list of Slack User Groups.	COMMENT
MEDIUM	communication/slack-config/users.yaml	1	# This file contains an alphabetically sorted mapping of lowercase GitHub	COMMENT
MEDIUM	communication/slack-config/sig-release/usergroups.yaml	1	# This file contains a list of all Slack User Groups that are managed by SIG Release.	COMMENT
MEDIUM	…nication/slack-config/sig-architecture/usergroups.yaml	1	# This file contains a list of all Slack User Groups that are managed by SIG Architecture.	COMMENT
MEDIUM	communication/slack-config/sig-node/usergroups.yaml	1	# This file contains a list of all Slack User Groups that are managed by SIG Node.	COMMENT

Structural Annotation Overuse6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	contributors/guide/platforms.md	30	### Step 0: Engage with the community	COMMENT
LOW	contributors/guide/platforms.md	44	### Step 1: Building	COMMENT
LOW	contributors/guide/platforms.md	61	### Step 2: Testing	COMMENT
LOW	contributors/guide/platforms.md	87	### Step 3: Releasing	COMMENT
LOW	contributors/guide/platforms.md	115	### Step 4: Finishing	COMMENT
LOW	contributors/guide/owners.md	87	# WARNING: This use of 'labels' and 'filters' as siblings is invalid.	COMMENT

Hyper-Verbose Identifiers8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…r-experience/surveys/k8s_survey_analysis/plot_utils.py	165	def get_multi_year_data_subset(	CODE
LOW	…r-experience/surveys/k8s_survey_analysis/plot_utils.py	198	def get_single_year_data_subset(survey_data, topic, facet_by=[]):	CODE
LOW	…r-experience/surveys/k8s_survey_analysis/plot_utils.py	231	def make_bar_chart_multi_year(	CODE
LOW	…r-experience/surveys/k8s_survey_analysis/plot_utils.py	324	def make_single_bar_chart_multi_year(survey_data, column, facet, proportionally=False):	CODE
LOW	…r-experience/surveys/k8s_survey_analysis/plot_utils.py	383	def make_likert_chart_multi_year(	CODE
LOW	…experience/surveys/k8s_survey_analysis/prepare_2019.py	14	def map_blocker_and_usefreq_vals(val):	CODE
LOW	…experience/surveys/k8s_survey_analysis/prepare_2019.py	86	def map_blocker_and_usefreq_vals(val):	CODE
LOW	hack/generate-devstats-repo-sql.py	153	def write_repo_groups_template(name, repos, fp):	CODE

Modern AI Meta-Vocabulary3 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	sigs.yaml	2463	- https://raw.githubusercontent.com/kubernetes-sigs/kube-agentic-networking/main/OWNERS	CODE
MEDIUM	sig-network/README.md	127	### kube-agentic-networking	COMMENT
MEDIUM	sig-network/README.md	129	- [kubernetes-sigs/kube-agentic-networking](https://github.com/kubernetes-sigs/kube-agentic-networking/blob/main/OWNER	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	hack/generate-devstats-repo-sql.py	53	-- update gha_repos set repo_group = 'Other' where repo_group is null;	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…r-experience/surveys/k8s_survey_analysis/plot_utils.py	7		CODE
LOW	hack/generate-devstats-repo-sql.py	33		CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…experience/surveys/k8s_survey_analysis/prepare_2019.py	20		CODE

kubernetes/community

Open-Source Code Quality, Security and Technical Debt Review