0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

5.4K

Stars

HTML

Language

1.5M

Lines of Code

10.7K

Files

437

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 1.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 262 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 81 finding(s).

Agent Over-Engineering Ratio 1.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 104 finding(s).

PR Review Velocity Impact 3.5/100 · LOW

Which changes need focused human review? 437 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 25HIGH 55MEDIUM 75LOW 282

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 437 distinct pattern matches across 16 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.

Hallucination Indicators25 hits · 330 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	102	- expression: object.spec.template.spec.containers.all(c, has(c.securityContext) && has(c.securityContext.runAsNonRoot	CODE
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	104	- expression: object.spec.template.spec.containers.all(c, has(c.securityContext) && has(c.securityContext.readOnlyRoot	CODE
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	106	- expression: object.spec.template.spec.containers.all(c, !has(c.securityContext) \|\| !has(c.securityContext.allowPrivi	CODE
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	108	- expression: object.spec.template.spec.containers.all(c, !has(c.securityContext) \|\| !has(c.securityContext.Privileged	CODE
CRITICAL	…og/_posts/2024/validating-admission-policy-ga/index.md	128	\| object.spec.template.spec.containers.all(c, !has(c.securityContext) \|\| !has(c.securityContext.Privileged) \|	CODE
CRITICAL	…og/_posts/2024/validating-admission-policy-ga/index.md	131	\| object.spec.template.spec.containers.all(c, !has(c.securityContext) \|\| !has(c.securityContext.Privileged) \|	CODE
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	161	- expression: object.spec.template.spec.containers.all(c, has(c.securityContext) && has(c.securityContext.runAsNonRoot	CODE
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	163	- expression: object.spec.template.spec.containers.all(c, has(c.securityContext) && has(c.securityContext.readOnlyRoot	CODE
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	165	- expression: object.spec.template.spec.containers.all(c, !has(c.securityContext) \|\| !has(c.securityContext.allowPrivi	CODE
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	167	- expression: object.spec.template.spec.containers.all(c, !has(c.securityContext) \|\| !has(c.securityContext.privileged	CODE
CRITICAL	…/2023/kubescape-validating-admission-policy-library.md	174	- expression: "['Deployment','ReplicaSet','DaemonSet','StatefulSet','Job'].all(kind, object.kind != kind) \|\| object.	CODE
CRITICAL	…/2023/kubescape-validating-admission-policy-library.md	176	- expression: "object.kind != 'CronJob' \|\| object.spec.jobTemplate.spec.template.spec.containers.all(container, has(	CODE
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	70	- expression: object.spec.template.spec.containers.all(c, has(c.securityContext) && has(c.securityContext.runAsNonRoot	CODE
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	72	- expression: object.spec.template.spec.containers.all(c, has(c.securityContext) && has(c.securityContext.readOnlyRoot	CODE
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	74	- expression: object.spec.template.spec.containers.all(c, !has(c.securityContext) \|\| !has(c.securityContext.allowPrivi	CODE
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	76	- expression: object.spec.template.spec.containers.all(c, !has(c.securityContext) \|\| !has(c.securityContext.Privileged	CODE
CRITICAL	…og/_posts/2024/validating-admission-policy-ga/index.md	90	\| object.spec.template.spec.containers.all(c, !has(c.securityContext) \|\| !has(c.securityContext.Privileged) \|	CODE
CRITICAL	…og/_posts/2024/validating-admission-policy-ga/index.md	93	\| object.spec.template.spec.containers.all(c, !has(c.securityContext) \|\| !has(c.securityContext.Privileged) \|	CODE
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	116	- expression: object.spec.template.spec.containers.all(c, has(c.securityContext) && has(c.securityContext.runAsNonRoot	CODE
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	118	- expression: object.spec.template.spec.containers.all(c, has(c.securityContext) && has(c.securityContext.readOnlyRoot	CODE
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	120	- expression: object.spec.template.spec.containers.all(c, !has(c.securityContext) \|\| !has(c.securityContext.allowPrivi	CODE
CRITICAL⚡	…og/_posts/2024/validating-admission-policy-ga/index.md	122	- expression: object.spec.template.spec.containers.all(c, !has(c.securityContext) \|\| !has(c.securityContext.privileged	CODE
CRITICAL	…/2023/kubescape-validating-admission-policy-library.md	101	- expression: "['Deployment','ReplicaSet','DaemonSet','StatefulSet','Job'].all(kind, object.kind != kind) \|\| object.	CODE
CRITICAL	…/2023/kubescape-validating-admission-policy-library.md	103	- expression: "object.kind != 'CronJob' \|\| object.spec.jobTemplate.spec.template.spec.containers.all(container, has(	CODE
CRITICAL	static/js/jquery-3.6.0.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE

Cross-File Repetition52 hits · 260 pts

Severity	File	Snippet	Context
HIGH	content/ja/examples/application/job/redis/rediswq.py	simple finite work queue with redis backend this work queue is finite: as long as no more work is added after workers st	STRING
HIGH	content/ru/examples/application/job/redis/rediswq.py	simple finite work queue with redis backend this work queue is finite: as long as no more work is added after workers st	STRING
HIGH	content/zh-cn/examples/application/job/redis/rediswq.py	simple finite work queue with redis backend this work queue is finite: as long as no more work is added after workers st	STRING
HIGH	content/bn/examples/application/job/redis/rediswq.py	simple finite work queue with redis backend this work queue is finite: as long as no more work is added after workers st	STRING
HIGH	content/hi/examples/application/job/redis/rediswq.py	simple finite work queue with redis backend this work queue is finite: as long as no more work is added after workers st	STRING
HIGH	content/en/examples/application/job/redis/rediswq.py	simple finite work queue with redis backend this work queue is finite: as long as no more work is added after workers st	STRING
HIGH	content/ja/examples/application/job/redis/rediswq.py	the default connection parameters are: host='localhost', port=6379, db=0 the work queue is identified by "name". the lib	STRING
HIGH	content/ru/examples/application/job/redis/rediswq.py	the default connection parameters are: host='localhost', port=6379, db=0 the work queue is identified by "name". the lib	STRING
HIGH	content/zh-cn/examples/application/job/redis/rediswq.py	the default connection parameters are: host='localhost', port=6379, db=0 the work queue is identified by "name". the lib	STRING
HIGH	content/bn/examples/application/job/redis/rediswq.py	the default connection parameters are: host='localhost', port=6379, db=0 the work queue is identified by "name". the lib	STRING
HIGH	content/hi/examples/application/job/redis/rediswq.py	the default connection parameters are: host='localhost', port=6379, db=0 the work queue is identified by "name". the lib	STRING
HIGH	content/en/examples/application/job/redis/rediswq.py	the default connection parameters are: host='localhost', port=6379, db=0 the work queue is identified by "name". the lib	STRING
HIGH	content/ja/examples/application/job/redis/rediswq.py	return true if the queue is empty, including work being done, false otherwise. false does not necessarily mean that ther	STRING
HIGH	content/ru/examples/application/job/redis/rediswq.py	return true if the queue is empty, including work being done, false otherwise. false does not necessarily mean that ther	STRING
HIGH	content/zh-cn/examples/application/job/redis/rediswq.py	return true if the queue is empty, including work being done, false otherwise. false does not necessarily mean that ther	STRING
HIGH	content/bn/examples/application/job/redis/rediswq.py	return true if the queue is empty, including work being done, false otherwise. false does not necessarily mean that ther	STRING
HIGH	content/hi/examples/application/job/redis/rediswq.py	return true if the queue is empty, including work being done, false otherwise. false does not necessarily mean that ther	STRING
HIGH	content/en/examples/application/job/redis/rediswq.py	return true if the queue is empty, including work being done, false otherwise. false does not necessarily mean that ther	STRING
HIGH	content/ja/examples/application/job/redis/rediswq.py	return to the work queuereturn true if the queue is empty, false otherwise.	STRING
HIGH	content/ru/examples/application/job/redis/rediswq.py	return to the work queuereturn true if the queue is empty, false otherwise.	STRING
HIGH	content/zh-cn/examples/application/job/redis/rediswq.py	return to the work queuereturn true if the queue is empty, false otherwise.	STRING
HIGH	content/bn/examples/application/job/redis/rediswq.py	return to the work queuereturn true if the queue is empty, false otherwise.	STRING
HIGH	content/hi/examples/application/job/redis/rediswq.py	return to the work queuereturn true if the queue is empty, false otherwise.	STRING
HIGH	content/en/examples/application/job/redis/rediswq.py	return to the work queuereturn true if the queue is empty, false otherwise.	STRING
HIGH	content/ja/examples/application/job/redis/rediswq.py	returns a string that uniquely identifies an item (bytes).	STRING
HIGH	content/ru/examples/application/job/redis/rediswq.py	returns a string that uniquely identifies an item (bytes).	STRING
HIGH	content/zh-cn/examples/application/job/redis/rediswq.py	returns a string that uniquely identifies an item (bytes).	STRING
HIGH	content/bn/examples/application/job/redis/rediswq.py	returns a string that uniquely identifies an item (bytes).	STRING
HIGH	content/hi/examples/application/job/redis/rediswq.py	returns a string that uniquely identifies an item (bytes).	STRING
HIGH	content/en/examples/application/job/redis/rediswq.py	returns a string that uniquely identifies an item (bytes).	STRING
HIGH	content/ja/examples/application/job/redis/rediswq.py	begin working on an item the work queue. lease the item for lease_secs. after that time, other workers may consider this	STRING
HIGH	content/ru/examples/application/job/redis/rediswq.py	begin working on an item the work queue. lease the item for lease_secs. after that time, other workers may consider this	STRING
HIGH	content/zh-cn/examples/application/job/redis/rediswq.py	begin working on an item the work queue. lease the item for lease_secs. after that time, other workers may consider this	STRING
HIGH	content/bn/examples/application/job/redis/rediswq.py	begin working on an item the work queue. lease the item for lease_secs. after that time, other workers may consider this	STRING
HIGH	content/hi/examples/application/job/redis/rediswq.py	begin working on an item the work queue. lease the item for lease_secs. after that time, other workers may consider this	STRING
HIGH	content/en/examples/application/job/redis/rediswq.py	begin working on an item the work queue. lease the item for lease_secs. after that time, other workers may consider this	STRING
HIGH	content/ja/examples/application/job/redis/rediswq.py	complete working on the item with 'value'. if the lease expired, the item may not have completed, and some other worker	STRING
HIGH	content/ru/examples/application/job/redis/rediswq.py	complete working on the item with 'value'. if the lease expired, the item may not have completed, and some other worker	STRING
HIGH	content/zh-cn/examples/application/job/redis/rediswq.py	complete working on the item with 'value'. if the lease expired, the item may not have completed, and some other worker	STRING
HIGH	content/bn/examples/application/job/redis/rediswq.py	complete working on the item with 'value'. if the lease expired, the item may not have completed, and some other worker	STRING
HIGH	content/hi/examples/application/job/redis/rediswq.py	complete working on the item with 'value'. if the lease expired, the item may not have completed, and some other worker	STRING
HIGH	content/en/examples/application/job/redis/rediswq.py	complete working on the item with 'value'. if the lease expired, the item may not have completed, and some other worker	STRING
HIGH	i18n/pl/pl.toml	the linux foundation ®. all rights reserved. the linux foundation has registered trademarks and uses trademarks. for	STRING
HIGH	i18n/ja/ja.toml	the linux foundation ®. all rights reserved. the linux foundation has registered trademarks and uses trademarks. for	STRING
HIGH	i18n/de/de.toml	the linux foundation ®. all rights reserved. the linux foundation has registered trademarks and uses trademarks. for	STRING
HIGH	i18n/ko/ko.toml	the linux foundation ®. all rights reserved. the linux foundation has registered trademarks and uses trademarks. for	STRING
HIGH	i18n/fr/fr.toml	the linux foundation ®. all rights reserved. the linux foundation has registered trademarks and uses trademarks. for	STRING
HIGH	i18n/ja/ja.toml	the kubernetes authors \| documentation distributed under <a href="https://git.k8s.io/website/license" class="light-text"	STRING
HIGH	i18n/de/de.toml	the kubernetes authors \| documentation distributed under <a href="https://git.k8s.io/website/license" class="light-text"	STRING
HIGH	i18n/ko/ko.toml	the kubernetes authors \| documentation distributed under <a href="https://git.k8s.io/website/license" class="light-text"	STRING
HIGH	i18n/fr/fr.toml	the kubernetes authors \| documentation distributed under <a href="https://git.k8s.io/website/license" class="light-text"	STRING
HIGH	i18n/en/en.toml	the kubernetes authors \| documentation distributed under <a href="https://git.k8s.io/website/license" class="light-text"	STRING

Decorative Section Separators30 hits · 135 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…nt/ru/docs/concepts/workloads/controllers/cron-jobs.md	47	# ┌───────────── минута (0 - 59)	COMMENT
MEDIUM⚡	…nt/ru/docs/concepts/workloads/controllers/cron-jobs.md	48	# │ ┌───────────── час (0 - 23)	COMMENT
MEDIUM⚡	…nt/ru/docs/concepts/workloads/controllers/cron-jobs.md	49	# │ │ ┌───────────── день месяца (1 - 31)	COMMENT
MEDIUM⚡	…nt/ru/docs/concepts/workloads/controllers/cron-jobs.md	50	# │ │ │ ┌───────────── месяц (1 - 12)	COMMENT
MEDIUM⚡	…nt/ru/docs/concepts/workloads/controllers/cron-jobs.md	51	# │ │ │ │ ┌───────────── день недели (0 - 6) (воскресенье - суббота)	COMMENT
MEDIUM⚡	…zh-cn/docs/concepts/workloads/controllers/cron-jobs.md	108	# ┌───────────── minute (0 - 59)	COMMENT
MEDIUM⚡	…zh-cn/docs/concepts/workloads/controllers/cron-jobs.md	109	# │ ┌───────────── hour (0 - 23)	COMMENT
MEDIUM⚡	…zh-cn/docs/concepts/workloads/controllers/cron-jobs.md	110	# │ │ ┌───────────── day of the month (1 - 31)	COMMENT
MEDIUM⚡	…zh-cn/docs/concepts/workloads/controllers/cron-jobs.md	111	# │ │ │ ┌───────────── month (1 - 12)	COMMENT
MEDIUM⚡	…zh-cn/docs/concepts/workloads/controllers/cron-jobs.md	112	# │ │ │ │ ┌───────────── day of the week (0 - 6) (Sunday to Saturday)	COMMENT
MEDIUM⚡	…zh-cn/docs/concepts/workloads/controllers/cron-jobs.md	120	# ┌───────────── 分钟 (0 - 59)	COMMENT
MEDIUM⚡	…zh-cn/docs/concepts/workloads/controllers/cron-jobs.md	121	# │ ┌───────────── 小时 (0 - 23)	COMMENT
MEDIUM⚡	…zh-cn/docs/concepts/workloads/controllers/cron-jobs.md	122	# │ │ ┌───────────── 月的某天 (1 - 31)	COMMENT
MEDIUM⚡	…zh-cn/docs/concepts/workloads/controllers/cron-jobs.md	123	# │ │ │ ┌───────────── 月份 (1 - 12)	COMMENT
MEDIUM⚡	…zh-cn/docs/concepts/workloads/controllers/cron-jobs.md	124	# │ │ │ │ ┌───────────── 周的某天 (0 - 6)（周日到周六）	COMMENT
MEDIUM⚡	…pt-br/docs/concepts/workloads/controllers/cron-jobs.md	49	# ┌───────────── minuto (0 - 59)	COMMENT
MEDIUM⚡	…pt-br/docs/concepts/workloads/controllers/cron-jobs.md	50	# │ ┌───────────── hora (0 - 23)	COMMENT
MEDIUM⚡	…pt-br/docs/concepts/workloads/controllers/cron-jobs.md	51	# │ │ ┌───────────── dia do mês (1 - 31)	COMMENT
MEDIUM⚡	…pt-br/docs/concepts/workloads/controllers/cron-jobs.md	52	# │ │ │ ┌───────────── mês (1 - 12)	COMMENT
MEDIUM⚡	…pt-br/docs/concepts/workloads/controllers/cron-jobs.md	53	# │ │ │ │ ┌───────────── dia da semana (0 - 6) (domingo a sábado;	COMMENT
MEDIUM⚡	…nt/ko/docs/concepts/workloads/controllers/cron-jobs.md	57	# ┌───────────── 분 (0 - 59)	COMMENT
MEDIUM⚡	…nt/ko/docs/concepts/workloads/controllers/cron-jobs.md	58	# │ ┌───────────── 시 (0 - 23)	COMMENT
MEDIUM⚡	…nt/ko/docs/concepts/workloads/controllers/cron-jobs.md	59	# │ │ ┌───────────── 일 (1 - 31)	COMMENT
MEDIUM⚡	…nt/ko/docs/concepts/workloads/controllers/cron-jobs.md	60	# │ │ │ ┌───────────── 월 (1 - 12)	COMMENT
MEDIUM⚡	…nt/ko/docs/concepts/workloads/controllers/cron-jobs.md	61	# │ │ │ │ ┌───────────── 요일 (0 - 6) (일요일부터 토요일까지)	COMMENT
MEDIUM⚡	…nt/en/docs/concepts/workloads/controllers/cron-jobs.md	57	# ┌───────────── minute (0 - 59)	COMMENT
MEDIUM⚡	…nt/en/docs/concepts/workloads/controllers/cron-jobs.md	58	# │ ┌───────────── hour (0 - 23)	COMMENT
MEDIUM⚡	…nt/en/docs/concepts/workloads/controllers/cron-jobs.md	59	# │ │ ┌───────────── day of the month (1 - 31)	COMMENT
MEDIUM⚡	…nt/en/docs/concepts/workloads/controllers/cron-jobs.md	60	# │ │ │ ┌───────────── month (1 - 12)	COMMENT
MEDIUM⚡	…nt/en/docs/concepts/workloads/controllers/cron-jobs.md	61	# │ │ │ │ ┌───────────── day of the week (0 - 6) (Sunday to Saturday)	COMMENT

Structural Annotation Overuse72 hits · 115 pts

Severity	File	Line	Snippet	Context
LOW	…ster-cluster/change-pv-access-mode-readwriteoncepod.md	245	# IMPORTANT: Make sure to edit your PVC in cat-pictures-pvc.yaml before applying. You need to:	COMMENT
LOW	…tent/zh-cn/docs/tasks/manage-daemon/pods-some-nodes.md	41	### Step 1: Add labels to your nodes	COMMENT
LOW	…tent/zh-cn/docs/tasks/manage-daemon/pods-some-nodes.md	54	### Step 2: Create the manifest	COMMENT
LOW	…tent/zh-cn/docs/tasks/manage-daemon/pods-some-nodes.md	72	### Step 3: Create the DaemonSet	COMMENT
LOW	…/zh-cn/docs/tasks/manage-daemon/rollback-daemon-set.md	37	### Step 1: Find the DaemonSet revision you want to roll back to	COMMENT
LOW	…/zh-cn/docs/tasks/manage-daemon/rollback-daemon-set.md	104	### Step 2: Roll back to a specific revision	COMMENT
LOW	…/zh-cn/docs/tasks/manage-daemon/rollback-daemon-set.md	130	### Step 3: Watch the progress of the DaemonSet rollback	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	130	### Step 1: Configure kubelet for pod scope	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	168	### Step 2: Deploy a mixed-allocation pod	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	202	### Step 3: Verify and inspect resource partitioning	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	281	### Step 4: Examine the invalid pod manifest	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	297	### Step 5: Attempt deployment and observe rejection	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	361	### Step 6: Configure kubelet for container scope	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	389	### Step 7: Deploy a container-scoped mixed workload	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	419	### Step 8: Verify the deployment	COMMENT
LOW	…ocs/tutorials/kubernetes-basics/expose/expose-intro.md	187	### Step 1: Creating a new Service	COMMENT
LOW	…ocs/tutorials/kubernetes-basics/expose/expose-intro.md	311	### Step 2: Using labels	COMMENT
LOW	…ocs/tutorials/kubernetes-basics/expose/expose-intro.md	396	### Step 3: Deleting a service	COMMENT
LOW	…cn/docs/reference/instrumentation/native-histograms.md	167	### Step 1: Ensure the Kubernetes feature gate is enabled	COMMENT
LOW	…cn/docs/reference/instrumentation/native-histograms.md	202	### Step 2: Configure Prometheus	COMMENT
LOW⚡	…/zh-cn/blog/_posts/2018/airflow-kubernetes-operator.md	243	## Step 1: Set your kubeconfig to point to a kubernetes cluster	COMMENT
LOW⚡	…/zh-cn/blog/_posts/2018/airflow-kubernetes-operator.md	245	## Step 2: Clone the Airflow Repo:	COMMENT
LOW⚡	…/zh-cn/blog/_posts/2018/airflow-kubernetes-operator.md	249	## Step 3: Run	COMMENT
LOW	…/zh-cn/blog/_posts/2018/airflow-kubernetes-operator.md	292	## Step 4: Log into your webserver	COMMENT
LOW	…/zh-cn/blog/_posts/2018/airflow-kubernetes-operator.md	326	## Step 5: Upload a test document	COMMENT
LOW	…/zh-cn/blog/_posts/2018/airflow-kubernetes-operator.md	341	## Step 6: Enjoy!	COMMENT
LOW	…ster-cluster/change-pv-access-mode-readwriteoncepod.md	168	# IMPORTANT: Make sure to edit your PVC in cat-pictures-pvc.yaml before applying. You need to:	COMMENT
LOW⚡	content/en/docs/tasks/manage-daemon/pods-some-nodes.md	20	### Step 1: Add labels to your nodes	COMMENT
LOW⚡	content/en/docs/tasks/manage-daemon/pods-some-nodes.md	28	### Step 2: Create the manifest	COMMENT
LOW⚡	content/en/docs/tasks/manage-daemon/pods-some-nodes.md	38	### Step 3: Create the DaemonSet	COMMENT
LOW	…ent/en/docs/tasks/manage-daemon/rollback-daemon-set.md	26	### Step 1: Find the DaemonSet revision you want to roll back to	COMMENT
LOW	…ent/en/docs/tasks/manage-daemon/rollback-daemon-set.md	71	### Step 2: Roll back to a specific revision	COMMENT
LOW	…ent/en/docs/tasks/manage-daemon/rollback-daemon-set.md	88	### Step 3: Watch the progress of the DaemonSet rollback	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	79	### Step 1: Configure kubelet for pod scope	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	102	### Step 2: Deploy a mixed-allocation pod	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	121	### Step 3: Verify and inspect resource partitioning	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	166	### Step 4: Examine the invalid pod manifest	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	175	### Step 5: Attempt deployment and observe rejection	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	220	### Step 6: Configure kubelet for container scope	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	238	### Step 7: Deploy a container-scoped mixed workload	COMMENT
LOW	…/cluster-management/use-pod-level-resource-managers.md	256	### Step 8: Verify the deployment	COMMENT
LOW	…ocs/tutorials/kubernetes-basics/expose/expose-intro.md	96	### Step 1: Creating a new Service	COMMENT
LOW	…ocs/tutorials/kubernetes-basics/expose/expose-intro.md	174	### Step 2: Using labels	COMMENT
LOW	…ocs/tutorials/kubernetes-basics/expose/expose-intro.md	224	### Step 3: Deleting a service	COMMENT
LOW	…en/docs/reference/instrumentation/native-histograms.md	88	### Step 1: Ensure the Kubernetes feature gate is enabled	COMMENT
LOW	…en/docs/reference/instrumentation/native-histograms.md	109	### Step 2: Configure Prometheus	COMMENT
LOW	…ts/2026/tracing-kueue-admission-with-headlamp/index.md	70	## Step 1: Open the Workloads view	COMMENT
LOW	…ts/2026/tracing-kueue-admission-with-headlamp/index.md	101	## Step 2: Read status, conditions, and events	COMMENT
LOW	…ts/2026/tracing-kueue-admission-with-headlamp/index.md	127	## Step 3: Compare the Workload's request with its assignment	COMMENT
LOW	…ts/2026/tracing-kueue-admission-with-headlamp/index.md	149	## Step 4: Follow the linked LocalQueue	COMMENT
LOW	…ts/2026/tracing-kueue-admission-with-headlamp/index.md	173	## Step 5: Inspect ClusterQueue capacity and usage	COMMENT
LOW	…ts/2026/tracing-kueue-admission-with-headlamp/index.md	202	## Step 6: Check ResourceFlavor and Cohort when needed	COMMENT
LOW	…sts/2019/kubernetes-setup-using-ansible-and-vagrant.md	29	#### Step 1: Creating a Vagrantfile	COMMENT
LOW	…sts/2019/kubernetes-setup-using-ansible-and-vagrant.md	72	### Step 2: Create an Ansible playbook for Kubernetes master.	COMMENT
LOW	…sts/2019/kubernetes-setup-using-ansible-and-vagrant.md	230	#### Step 3: Create the Ansible playbook for Kubernetes node.	COMMENT
LOW	…sts/2019/kubernetes-setup-using-ansible-and-vagrant.md	249	#### Step 4: Upon completing the Vagrantfile and playbooks follow the below steps.	COMMENT
LOW	…/_posts/2021/data-duplication-in-data-heavy-k8s-env.md	74	## Step 1: Identify Disk	COMMENT
LOW	…/_posts/2021/data-duplication-in-data-heavy-k8s-env.md	88	## Step 2: Prepare your golden source	COMMENT
LOW	…/_posts/2021/data-duplication-in-data-heavy-k8s-env.md	122	## Step 3: Get your Disk Snapshot ID	COMMENT
LOW	…/_posts/2021/data-duplication-in-data-heavy-k8s-env.md	139	## Step 4: Create a development environment for each team	COMMENT
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Over-Commented Block108 hits · 108 pts

Severity	File	Line	Snippet	Context
LOW	hugo.server.toml	1	# Re-enable Hugo alias pages for local preview.	COMMENT
LOW	…asks/administer-cluster/kubelet-credential-provider.md	81	# このプロバイダーを呼び出すべきかどうかを判断するために使用されます。	COMMENT
LOW	…asks/administer-cluster/kubelet-credential-provider.md	101	# - ..registry.io	COMMENT
LOW	…asks/administer-cluster/kubelet-credential-provider.md	121	# これらはホストの環境変数および、client-goがプラグインに引数を渡すために使用する変数と結合されます。	COMMENT
LOW	…asks/administer-cluster/kubelet-credential-provider.md	141	# +required	COMMENT
LOW	content/ja/examples/application/job/redis/rediswq.py	61	# # Processing list should not be _too_ long since it is approximately as long	COMMENT
LOW	content/ja/examples/application/job/redis/rediswq.py	121	# since other workers might think work is done and be in the process	COMMENT
LOW	content/ja/examples/debug/fluentd-gcp-configmap.yaml	1	kind: ConfigMap	COMMENT
LOW	content/ja/examples/debug/fluentd-gcp-configmap.yaml	21	# and the Kubernetes container name. For example a Docker container's logs	COMMENT
LOW	content/ru/examples/application/job/redis/rediswq.py	61	# # Processing list should not be _too_ long since it is approximately as long	COMMENT
LOW	content/ru/examples/application/job/redis/rediswq.py	121	# since other workers might think work is done and be in the process	COMMENT
LOW	content/zh-cn/docs/home/_index.md	21	此开源项目由云原生计算基金会（CNCF）托管。	COMMENT
LOW	…asks/administer-cluster/kubelet-credential-provider.md	181	# name is the required name of the credential provider. It must match the name of the	COMMENT
LOW	…asks/administer-cluster/kubelet-credential-provider.md	201	#	COMMENT
LOW	…asks/administer-cluster/kubelet-credential-provider.md	221	# Arguments to pass to the command when executing it.	COMMENT
LOW	…asks/administer-cluster/kubelet-credential-provider.md	241	serviceAccountTokenAudience: "<audience for the token>"	COMMENT
LOW	…asks/administer-cluster/kubelet-credential-provider.md	261	# and that are required to be present in the service account.	COMMENT
LOW	…asks/administer-cluster/kubelet-credential-provider.md	301	# matchImages 是一个必需的字符串列表，用于匹配镜像以确定是否应调用此提供程序。	COMMENT
LOW	…asks/administer-cluster/kubelet-credential-provider.md	321	# - gcr.io	COMMENT
LOW	…asks/administer-cluster/kubelet-credential-provider.md	341	# env 定义了额外的环境变量以暴露给进程。	COMMENT
LOW	…asks/administer-cluster/kubelet-credential-provider.md	361	# 那么插件可以将此设置为 "ServiceAccount"。在这种情况下，	COMMENT
LOW	…zh-cn/docs/concepts/security/pod-security-admission.md	121	# The per-mode level label indicates which policy level to apply for the mode.	COMMENT
LOW	…zh-cn/docs/concepts/workloads/controllers/cron-jobs.md	101		COMMENT
LOW	content/zh-cn/docs/reference/instrumentation/zpages.md	161	// GoVersion is the version of the Go programming language used to build the binary.	COMMENT
LOW	…cn/docs/reference/access-authn-authz/authentication.md	721	# url must be unique across all authenticators.	COMMENT
LOW	…cn/docs/reference/access-authn-authz/authentication.md	741	audiences:	COMMENT
LOW	…cn/docs/reference/access-authn-authz/authentication.md	761	- expression: 'claims.hd == "example.com"'	COMMENT
LOW	…cn/docs/reference/access-authn-authz/authentication.md	781	# An example claim validation rule expression that matches the validation automatically	COMMENT
LOW	…cn/docs/reference/access-authn-authz/authentication.md	801	# Mutually exclusive with uid.expression.	COMMENT
LOW	…cn/docs/reference/access-authn-authz/authentication.md	841	# discoveryURL（如果指定）将覆盖用于获取发现信息的 URL，而不是使用 “{url}/.well-known/openid-configuration”。	COMMENT
LOW	…cn/docs/reference/access-authn-authz/authentication.md	861	#（发现、JWKS、分布式申领等）。	COMMENT
LOW	…cn/docs/reference/access-authn-authz/authentication.md	881	claimMappings:	COMMENT
LOW	…cn/docs/reference/access-authn-authz/authentication.md	901	expression: 'claims.username + ":external-user"'	COMMENT
LOW	…cn/docs/reference/access-authn-authz/authentication.md	921	extra:	COMMENT
LOW	…-cn/docs/reference/access-authn-authz/authorization.md	401	#	COMMENT
LOW	…-cn/docs/reference/access-authn-authz/authorization.md	421	# and the specified authorizedTTL is ignored/has no effect.	COMMENT
LOW	…-cn/docs/reference/access-authn-authz/authorization.md	441	# The API version of the authorization.k8s.io SubjectAccessReview to	COMMENT
LOW	…-cn/docs/reference/access-authn-authz/authorization.md	461	connectionInfo:	COMMENT
LOW	…-cn/docs/reference/access-authn-authz/authorization.md	481	# - If failurePolicy=Deny, then the webhook rejects the request	COMMENT
LOW	…-cn/docs/reference/access-authn-authz/authorization.md	521	# 用于描述鉴权人的名称	COMMENT
LOW	…-cn/docs/reference/access-authn-authz/authorization.md	541	unauthorizedTTL: 30s	COMMENT
LOW	…-cn/docs/reference/access-authn-authz/authorization.md	561	# 当 Webhook 请求无法完成或返回格式错误的响应或评估 matchConditions 时出现错误时，控制鉴权决定。	COMMENT
LOW	…-cn/docs/reference/access-authn-authz/authorization.md	581	# 1. 如果至少一个 matchCondition 计算结果为 FALSE，则跳过 Webhook。	COMMENT
LOW	…access-authn-authz/extensible-admission-controllers.md	321	<!--	COMMENT
LOW	…access-authn-authz/extensible-admission-controllers.md	341	# A webhook with `url: https://www.example.com`:	COMMENT
LOW	…access-authn-authz/extensible-admission-controllers.md	381	# user: ...	COMMENT
LOW	…/admin/konnectivity/egress-selector-configuration.yaml	1	apiVersion: apiserver.k8s.io/v1beta1	COMMENT
LOW	content/zh-cn/examples/application/job/redis/rediswq.py	61	# # Processing list should not be _too_ long since it is approximately as long	COMMENT
LOW	content/zh-cn/examples/application/job/redis/rediswq.py	121	# since other workers might think work is done and be in the process	COMMENT
LOW	content/zh-cn/examples/debug/fluentd-gcp-configmap.yaml	1	apiVersion: v1	COMMENT
LOW	content/zh-cn/examples/debug/fluentd-gcp-configmap.yaml	21	# and the Kubernetes container name. For example a Docker container's logs	COMMENT
LOW	…od-container/enforce-standards-admission-controller.md	41	# Padrões aplicados quando o label de modo não é especificado.	COMMENT
LOW	…asks/administer-cluster/kubelet-credential-provider.md	61	# matchImages é uma lista obrigatória de strings usadas para corresponder às imagens para	COMMENT
LOW	…access-authn-authz/extensible-admission-controllers.md	181	# Para um webhook configurado para se comunicar com um serviço na porta padrão (443), especifique o nome DNS do serviço:	COMMENT
LOW	…/admin/konnectivity/egress-selector-configuration.yaml	1	apiVersion: apiserver.k8s.io/v1beta1	COMMENT
LOW	content/bn/examples/application/job/redis/rediswq.py	61	# # Processing list should not be _too_ long since it is approximately as long	COMMENT
LOW	content/bn/examples/application/job/redis/rediswq.py	121	# since other workers might think work is done and be in the process	COMMENT
LOW	content/bn/examples/debug/fluentd-gcp-configmap.yaml	1	apiVersion: v1	COMMENT
LOW	content/bn/examples/debug/fluentd-gcp-configmap.yaml	21	# and the Kubernetes container name. For example a Docker container's logs	COMMENT
LOW	content/hi/examples/application/job/redis/rediswq.py	61	# # Processing list should not be _too_ long since it is approximately as long	COMMENT
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Fake / Example Data56 hits · 61 pts

Severity	File	Line	Snippet	Context
LOW	…lication-cluster/configure-access-multiple-clusters.md	74	kubectl config --kubeconfig=config-demo set-credentials developer --client-certificate=fake-cert-file --client-key=fake-	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	134	client-key: fake-key-file	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	141	上記の`fake-ca-file`、`fake-cert-file`、`fake-key-file`は、証明書ファイルの実際のパスのプレースホルダーです。環境内にある証明書ファイルの実際のパスに変更してください。	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	183	client-key: fake-key-file	CODE
LOW	content/zh-cn/docs/test.md	117	Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor	CODE
LOW	content/zh-cn/docs/test.md	117	Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	149	kubectl config --kubeconfig=config-demo set-credentials developer --client-certificate=fake-cert-file --client-key=fake-	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	225	client-key: fake-key-file	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	237	The `fake-ca-file`, `fake-cert-file` and `fake-key-file` above are the placeholders	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	245	其中的 `fake-ca-file`、`fake-cert-file` 和 `fake-key-file` 是证书文件路径名的占位符。	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	311	client-key: fake-key-file	CODE
LOW	…t/zh-cn/docs/contribute/style/hugo-shortcodes/index.md	707	Neque porro quisquam est, qui dolorem ipsum quia dolor sit amet, consectetur,	CODE
LOW	…t/zh-cn/docs/contribute/style/hugo-shortcodes/index.md	707	Neque porro quisquam est, qui dolorem ipsum quia dolor sit amet, consectetur,	CODE
LOW	…t/zh-cn/docs/contribute/style/hugo-shortcodes/index.md	732	Neque porro quisquam est, qui dolorem ipsum quia dolor sit amet, consectetur,	CODE
LOW	…t/zh-cn/docs/contribute/style/hugo-shortcodes/index.md	732	Neque porro quisquam est, qui dolorem ipsum quia dolor sit amet, consectetur,	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	88	kubectl config --kubeconfig=config-demo set-credentials developer --client-certificate=fake-cert-file --client-key=fake-	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	148	client-key: fake-key-file	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	160	O `fake-ca-file`, o `fake-cert-file` e o `fake-key-file` acima são os espaços reservados	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	211	client-key: fake-key-file	CODE
LOW	content/hi/docs/test.md	55	Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna ali	CODE
LOW	content/hi/docs/test.md	55	Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna ali	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	96	kubectl config --kubeconfig=config-demo set-credentials developer --client-certificate=fake-cert-file --client-key=fake-	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	157	client-key: fake-key-file	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	169	위 `fake-ca-file`, `fake-cert-file`, `fake-key-file`은 인증서 파일들의 실제 경로 이름을 위한	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	220	client-key: fake-key-file	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	85	kubectl config --kubeconfig=config-demo set-credentials developer --client-certificate=fake-cert-file --client-key=fake-	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	146	client-key: fake-key-file	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	153	`fake-ca-file`, `fake-cert-file`, dan `fake-key-file` di atas adalah _placeholder_	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	203	client-key: fake-key-file	CODE
LOW⚡	content/id/docs/concepts/policy/pod-security-policy.md	134	kubectl create serviceaccount -n psp-example fake-user	CODE
LOW⚡	content/id/docs/concepts/policy/pod-security-policy.md	135	kubectl create rolebinding -n psp-example fake-editor --clusterrole=edit --serviceaccount=psp-example:fake-user	CODE
LOW⚡	content/id/docs/concepts/policy/pod-security-policy.md	142	alias kubectl-user='kubectl --as=system:serviceaccount:psp-example:fake-user -n psp-example'	CODE
LOW	content/id/docs/concepts/policy/pod-security-policy.md	173	Apa yang terjadi? Walaupun PodSecurityPolicy tersebut telah dibuat, ServiceAccount dari Pod tersebut maupun `fake-us	CODE
LOW	content/id/docs/concepts/policy/pod-security-policy.md	180	Membuat RoleBinding untuk memberikan `fake-user` akses terhadap kata kerja `use` pada kebijakan contoh kita:	CODE
LOW⚡	content/id/docs/concepts/policy/pod-security-policy.md	193	kubectl-admin create rolebinding fake-user:psp:unprivileged \	CODE
LOW⚡	content/id/docs/concepts/policy/pod-security-policy.md	195	--serviceaccount=psp-example:fake-user	CODE
LOW⚡	content/id/docs/concepts/policy/pod-security-policy.md	196	rolebinding "fake-user:psp:unprivileged" created	CODE
LOW	content/id/docs/concepts/policy/pod-security-policy.md	258	Apa yang terjadi? Kita telah mengikat Role `psp:unprivileged` untuk `fake-user` kita, kenapa kita mendapatkan kesala	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	81	kubectl config --kubeconfig=config-demo set-credentials developer --client-certificate=fake-cert-file --client-key=fake-	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	143	client-key: fake-key-file	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	150	Le `fake-ca-file`, `fake-cert-file` et `fake-key-file` ci-dessus sont les espaces réservés pour les noms de chemin des f	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	195	client-key: fake-key-file	CODE
LOW	content/en/docs/test.md	58	Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor	CODE
LOW	content/en/docs/test.md	58	Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	97	kubectl config --kubeconfig=config-demo set-credentials developer --client-certificate=fake-cert-file --client-key=fake-	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	158	client-key: fake-key-file	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	170	The `fake-ca-file`, `fake-cert-file` and `fake-key-file` above are the placeholders	CODE
LOW	…lication-cluster/configure-access-multiple-clusters.md	221	client-key: fake-key-file	CODE
LOW⚡	…tent/en/docs/contribute/style/hugo-shortcodes/index.md	382	Neque porro quisquam est, qui dolorem ipsum quia dolor sit amet, consectetur,	CODE
LOW⚡	…tent/en/docs/contribute/style/hugo-shortcodes/index.md	382	Neque porro quisquam est, qui dolorem ipsum quia dolor sit amet, consectetur,	CODE
LOW⚡	…tent/en/docs/contribute/style/hugo-shortcodes/index.md	392	Neque porro quisquam est, qui dolorem ipsum quia dolor sit amet, consectetur,	CODE
LOW⚡	…tent/en/docs/contribute/style/hugo-shortcodes/index.md	392	Neque porro quisquam est, qui dolorem ipsum quia dolor sit amet, consectetur,	CODE
LOW	layouts/docs/glossary.html	10	<div class="tag-description invisible" id="placeholder">.</div>	CODE
LOW	layouts/docs/supported-versions.html	8	{{ $.Scratch.Set "version-class" (slice "placeholder") }}	CODE
LOW	layouts/docs/supported-versions.html	9	{{/* "placeholder" is also used later to check whether we opened the <ul> */}}	CODE
LOW	layouts/docs/supported-versions.html	38	{{ if ne (index ($.Scratch.Get "version-class") 0) "placeholder" }}	CODE

Slop Phrases13 hits · 40 pts

Severity	File	Line	Snippet	Context
MEDIUM	content/bn/examples/access/endpoints-aggregated.yaml	16	name: custom:aggregate-to-edit:endpoints # you can change this if you wish	CODE
MEDIUM	content/hi/examples/access/endpoints-aggregated.yaml	16	name: custom:aggregate-to-edit:endpoints # you can change this if you wish	CODE
MEDIUM	content/fr/examples/access/endpoints-aggregated.yaml	16	name: custom:aggregate-to-edit:endpoints # you can change this if you wish	CODE
MEDIUM	content/en/examples/access/endpoints-aggregated.yaml	16	name: custom:aggregate-to-edit:endpoints # you can change this if you wish	CODE
MEDIUM⚡	…ource/pod-level-resource-managers-pod-scope-mixed.yaml	24	# Note: This is a placeholder image for demonstration purposes, not an	COMMENT
MEDIUM⚡	…ource/pod-level-resource-managers-pod-scope-mixed.yaml	29	# Note: This is a placeholder image for demonstration purposes, not an	COMMENT
MEDIUM⚡	…ource/pod-level-resource-managers-pod-scope-mixed.yaml	35	# Note: This is a placeholder image for demonstration purposes.	COMMENT
MEDIUM	…rce/pod-level-resource-managers-empty-shared-pool.yaml	24	# Note: This is a placeholder image for demonstration purposes, not an	COMMENT
MEDIUM	…rce/pod-level-resource-managers-empty-shared-pool.yaml	36	# Note: This is a placeholder image for demonstration purposes, not an	COMMENT
MEDIUM	…rce/pod-level-resource-managers-empty-shared-pool.yaml	42	# Note: This is a placeholder image for demonstration purposes.	COMMENT
MEDIUM	…pod-level-resource-managers-container-scope-mixed.yaml	25	# Note: This is a placeholder image for demonstration purposes, not an	COMMENT
MEDIUM	…pod-level-resource-managers-container-scope-mixed.yaml	38	# Note: This is a placeholder image for demonstration purposes.	COMMENT
MEDIUM	…pod-level-resource-managers-container-scope-mixed.yaml	41	# Note: This is a placeholder image for demonstration purposes.	COMMENT

Modern AI Meta-Vocabulary14 hits · 34 pts

Severity	File	Line	Snippet	Context
MEDIUM	content/ja/docs/concepts/workloads/autoscaling.md	90	### イベント駆動型自動スケーリング {#event-driven-autoscaling}	COMMENT
MEDIUM	content/zh-cn/docs/home/_index.md	18	# Kubernetes is an open source container orchestration engine for automating deployment, scaling, and management of co	COMMENT
MEDIUM	content/zh-cn/docs/home/_index.md	23	# Kubernetes is an open source container orchestration engine for automating deployment, scaling, and management of co	COMMENT
MEDIUM	content/zh-cn/docs/concepts/workloads/autoscaling.md	202	### 事件驱动型自动扩缩 {#event-driven-autoscaling}	COMMENT
MEDIUM	content/zh-cn/blog/_posts/2026/agent-sandbox.md	178	Once installed, you can try out the [Python SDK](https://github.com/kubernetes-sigs/agent-sandbox/tree/main/clients/pyth	CODE
MEDIUM	content/zh-cn/blog/_posts/2026/agent-sandbox.md	181	[Python SDK](https://github.com/kubernetes-sigs/agent-sandbox/tree/main/clients/python/agentic-sandbox-client)，	CODE
MEDIUM	…6/scaling-kubernetes-workloads-with-node-swap/index.md	45	This conflict is amplified when deploying autonomous AI agents using secure execution environments like the [`agent-sand	CODE
MEDIUM	content/ko/blog/_posts/2026/agent-sandbox.md	72	설치를 마치면 AI 에이전트를 위한 [파이썬 SDK](https://github.com/kubernetes-sigs/agent-sandbox/tree/main/clients/python/agentic-sandbox-	CODE
MEDIUM	content/en/blog/_posts/2026/agent-sandbox.md	70	Once installed, you can try out the [Python SDK](https://github.com/kubernetes-sigs/agent-sandbox/tree/main/clients/pyth	CODE
MEDIUM	content/en/blog/_posts/2026/sig-apps-spotlight.md	25	Since then, I've stayed deeply involved in both the technical and community sides of Kubernetes. I have led SIG Apps as	CODE
MEDIUM	…6/scaling-kubernetes-workloads-with-node-swap/index.md	23	This conflict is amplified when deploying autonomous AI agents using secure execution environments like the [`agent-sand	CODE
MEDIUM	…ntent/en/blog/_posts/2018/11-ways-not-to-get-hacked.md	248	test-microservice: 80 # `test-microservice` is the DNS name of the target service	CODE
MEDIUM	…/rktnetes-brings-rkt-container-engine-to-kubernetes.md	61	#### Managing microservice lifecycles	COMMENT
MEDIUM	scripts/l10n-outdatedness-triage.py	969	# --- CLI / orchestration ---	COMMENT

Self-Referential Comments8 hits · 23 pts

Severity	File	Line	Snippet	Context
MEDIUM	…n/examples/pods/pod-single-configmap-env-variable.yaml	11	# Define the environment variable	COMMENT
MEDIUM	content/bn/examples/configmap/configure-pod.yaml	11	# Define the environment variable	COMMENT
MEDIUM	…i/examples/pods/pod-single-configmap-env-variable.yaml	11	# Define the environment variable	COMMENT
MEDIUM	content/hi/examples/configmap/configure-pod.yaml	11	# Define the environment variable	COMMENT
MEDIUM	…n/examples/pods/pod-single-configmap-env-variable.yaml	11	# Define the environment variable	COMMENT
MEDIUM	content/en/examples/configmap/configure-pod.yaml	11	# Define the environment variable	COMMENT
MEDIUM	scripts/fetch_kubecon_events.py	218	f.write("# This file is auto-generated by scripts/fetch_kubecon_events.py\n")	CODE
MEDIUM	data/events/kubecon.yaml	2	# This file is auto-generated by scripts/fetch_kubecon_events.py	COMMENT

AI Response Leakage3 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	…bn/examples/service/pod-with-graceful-termination.yaml	27	# In this example - just hang around for at least the duration of terminationGracePeriodSeconds,	COMMENT
HIGH	…hi/examples/service/pod-with-graceful-termination.yaml	27	# In this example - just hang around for at least the duration of terminationGracePeriodSeconds,	COMMENT
HIGH	…en/examples/service/pod-with-graceful-termination.yaml	26	# In this example - just hang around for at least the duration of terminationGracePeriodSeconds,	COMMENT

AI Slop Vocabulary9 hits · 19 pts

Severity	File	Line	Snippet	Context
MEDIUM	content/zh-cn/case-studies/workiva/index.html	64	<!-- Early on, Workiva’s backend had run mostly on <a href="https://cloud.google.com/appengine/">Google App Engine</a>	CODE
MEDIUM	content/zh-cn/case-studies/ancestry/index.html	68	His team looked at orchestration platforms offered by <a href="https://docs.docker.com/compose/">Docker Compose</a>, <	CODE
MEDIUM	content/zh-cn/case-studies/chinaunicom/index.html	171	<p>Plus, "companies can use the managed services offered by companies like <a href="https://rancher.com/">Rancher</a>, b	CODE
MEDIUM	content/zh-cn/case-studies/haufegroup/index.html	90	As word of the two successful test projects spread throughout the company, interest in Kubernetes has grown. "We w	CODE
MEDIUM	content/zh-cn/case-studies/amadeus/index.html	77	The first project the team tackled was one that they knew had to run outside the data center in Germany. Because of th	CODE
MEDIUM	content/zh-cn/case-studies/netease/index.html	118	<p>The team first focused on building the container platform to manage resources better, and then turned their attention	CODE
MEDIUM	…pt-br/examples/application/mysql/mysql-deployment.yaml	31	# Em cenários reais, utilize um Secret	COMMENT
MEDIUM	i18n/pt-br/pt-br.toml	537	para [versões mais antigas](https://kubernetes.io/docs/home/supported-doc-versions/#versions-older) ou utilize [download	CODE
MEDIUM	i18n/pt-br/pt-br.toml	537	para [versões mais antigas](https://kubernetes.io/docs/home/supported-doc-versions/#versions-older) ou utilize [download	CODE

Redundant / Tautological Comments12 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	…t/ja/examples/application/mysql/mysql-statefulset.yaml	123	# Check if we need to complete a clone by starting replication.	COMMENT
LOW	…t/ru/examples/application/mysql/mysql-statefulset.yaml	125	# Check if we need to complete a clone by starting replication.	COMMENT
LOW	…t/bn/examples/application/mysql/mysql-statefulset.yaml	125	# Check if we need to complete a clone by starting replication.	COMMENT
LOW	…t/hi/examples/application/mysql/mysql-statefulset.yaml	125	# Check if we need to complete a clone by starting replication.	COMMENT
LOW	…t/en/examples/application/mysql/mysql-statefulset.yaml	125	# Check if we need to complete a clone by starting replication.	COMMENT
LOW	scripts/test_examples.sh	10	# Check if examples folders (all locales) change in this branch	COMMENT
LOW	scripts/lsync.sh	14	# Check if path exists, and whether it is a directory or a file	COMMENT
LOW	i18n/pl/pl.toml	705	# Set this to "" if your localization implements the new strings.	COMMENT
LOW	i18n/ja/ja.toml	690	# Set this to "" if your localization implements the new strings.	COMMENT
LOW	i18n/es/es.toml	672	# Set this to "" if your localization implements the new strings.	COMMENT
LOW	i18n/en/en.toml	741	# Set this to "" if your localization implements the new strings.	COMMENT
LOW	i18n/fa/fa.toml	628	# Set this to "" if your localization implements the new strings.	COMMENT

Excessive Try-Catch Wrapping12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	update-imported-docs/update-imported-docs.py	132	except Exception as ex:	CODE
LOW	update-imported-docs/update-imported-docs.py	152	except Exception as ex:	CODE
LOW	update-imported-docs/update-imported-docs.py	203	except Exception as ex:	CODE
LOW	scripts/linkchecker.py	361	except Exception as ex:	CODE
LOW	scripts/linkchecker.py	402	except Exception as ex:	CODE
LOW	scripts/linkchecker.py	525	except Exception as ex:	CODE
LOW	scripts/upstream_changes.py	16	except Exception as exc:	CODE
LOW	scripts/upstream_changes.py	30	except Exception as exc:	CODE
LOW	scripts/upstream_changes.py	40	except Exception as exc:	CODE
MEDIUM	scripts/find_pr.py	82	print("Error Connecting: %s" % err)	STRING
LOW	scripts/fetch_kubecon_events.py	197	except Exception as e:	CODE
LOW	scripts/fetch_kubecon_events.py	266	except Exception as e:	CODE

Hyper-Verbose Identifiers10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	content/zh-cn/docs/update-user-guide-links.py	8	def find_documents_to_rewrite():	CODE
LOW	content/bn/docs/update-user-guide-links.py	8	def find_documents_to_rewrite():	CODE
LOW	content/es/docs/update-user-guide-links.py	8	def find_documents_to_rewrite():	CODE
LOW	content/en/docs/update-user-guide-links.py	8	def find_documents_to_rewrite():	CODE
LOW	static/js/apiref.js	6	function getCurrentlyVisibleSection(scrollPosition) {	CODE
LOW	scripts/l10n-outdatedness-triage.py	358	def _extract_feature_state_tokens(text: str) -> FrozenSet[str]:	CODE
LOW	scripts/l10n-outdatedness-triage.py	396	def _count_missing_new_versions(	CODE
LOW	scripts/l10n-outdatedness-triage.py	476	def _should_ignore_length_gap(	CODE
LOW	scripts/l10n-outdatedness-triage.py	571	def _is_expected_translated_anchor_loss(	CODE
LOW	scripts/l10n-outdatedness-triage.py	822	def _build_locale_profile_note(profile: LocaleProfile) -> List[str]:	CODE

TODO Padding6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	content/ja/examples/application/job/redis/rediswq.py	58	# TODO: implement this	COMMENT
LOW	content/ru/examples/application/job/redis/rediswq.py	58	# TODO: implement this	COMMENT
LOW	content/zh-cn/examples/application/job/redis/rediswq.py	58	# TODO: implement this	COMMENT
LOW	content/bn/examples/application/job/redis/rediswq.py	58	# TODO: implement this	COMMENT
LOW	content/hi/examples/application/job/redis/rediswq.py	58	# TODO: implement this	COMMENT
LOW	content/en/examples/application/job/redis/rediswq.py	58	# TODO: implement this	COMMENT

Deep Nesting7 hits · 7 pts

Severity	File	Line	Context
LOW	update-imported-docs/update-imported-docs.py	107	CODE
LOW	scripts/linkchecker.py	394	CODE
LOW	scripts/find_pr.py	22	CODE
LOW	scripts/l10n-outdatedness-triage.py	735	CODE
LOW	scripts/l10n-outdatedness-triage.py	850	CODE
LOW	scripts/diff_l10n_branches.py	81	CODE
LOW	scripts/fetch_kubecon_events.py	54	CODE

kubernetes/website

Open-Source Code Quality, Security and Technical Debt Review