4.5

Adjusted Signal

4.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

18.4K

Stars

Language

393.1K

Lines of Code

3.0K

Files

1.3K

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 18.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1253 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 36 finding(s).

Agent Over-Engineering Ratio 1.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 48 finding(s).

PR Review Velocity Impact 17.4/100 · LOW

Which changes need focused human review? 1310 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 2MEDIUM 90LOW 1218

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 1310 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.

Over-Commented Block894 hits · 894 pts

Severity	File	Line	Snippet	Context
LOW	frontend/README.md	61	# such as:	COMMENT
LOW	frontend/desktop/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	…y/charts/desktop-frontend/desktop-frontend-values.yaml	1	# Custom values for desktop frontend helm chart.	COMMENT
LOW	…end/desktop/deploy/charts/desktop-frontend/values.yaml	41	serviceAccountName: account-controller-manager	COMMENT
LOW	frontend/desktop/src/schema/email.ts	1	// import { getPasswordStrength } from '@/utils/tools';	COMMENT
LOW	frontend/desktop/src/pages/switchRegion.tsx	61	// let workspaceUid: string \| undefined;	COMMENT
LOW	frontend/desktop/src/pages/switchRegion.tsx	81	// const namespaces = nsList?.data?.namespaces \|\| [];	COMMENT
LOW	frontend/packages/ui/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	frontend/packages/ui/src/theme/components/index.ts	21	};	COMMENT
LOW	lifecycle/.goreleaser.yml	1	project_name: sealos	COMMENT
LOW	lifecycle/cmd/image-cri-shim/main.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/sreg/main.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/sreg/cmd/version.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/sreg/cmd/root.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/sealctl/main.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/sealctl/cmd/render.go	1	// Copyright © 2023 sealos.	COMMENT
LOW	lifecycle/cmd/sealctl/cmd/version.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/sealctl/cmd/token.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/sealctl/cmd/standalone.go	1	// Copyright © 2026 sealos.	COMMENT
LOW	lifecycle/cmd/sealctl/cmd/control_plane_mode_test.go	1	// Copyright © 2026 sealos.	COMMENT
LOW	lifecycle/cmd/sealctl/cmd/control_plane_mode.go	1	// Copyright © 2026 sealos.	COMMENT
LOW	lifecycle/cmd/sealctl/cmd/standalone_upgrade.go	1	// Copyright © 2026 sealos.	COMMENT
LOW	lifecycle/cmd/sealctl/cmd/archive.go	1	// Copyright © 2023 sealos.	COMMENT
LOW	lifecycle/cmd/sealctl/cmd/static_pod.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/sealctl/cmd/ipvs.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/sealctl/cmd/cert.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/sealctl/cmd/hostname.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/sealctl/cmd/root.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/lvscare/main.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/lvscare/cmd/version.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/lvscare/cmd/care.go	1	// Copyright © 2022 sealos.	COMMENT
LOW	lifecycle/cmd/lvscare/cmd/root.go	1	// Copyright © 2022 sealos.	COMMENT
LOW	lifecycle/cmd/sealos/main.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/sealos/cmd/version.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/sealos/cmd/add.go	1	// Copyright © 2022 cuisongliu@qq.com.	COMMENT
LOW	lifecycle/cmd/sealos/cmd/control_plane_mode_test.go	1	// Copyright © 2026 sealos.	COMMENT
LOW	lifecycle/cmd/sealos/cmd/run.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/sealos/cmd/delete.go	1	// Copyright © 2021 Alibaba Group Holding Ltd.	COMMENT
LOW	lifecycle/cmd/sealos/cmd/switch.go	1	// Copyright © 2026 sealos.	COMMENT
LOW	lifecycle/cmd/sealos/cmd/docs.go	1	// Copyright © 2022 sealos.	COMMENT
LOW	lifecycle/cmd/sealos/cmd/reset.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	lifecycle/cmd/sealos/cmd/control_plane_mode.go	1	// Copyright © 2026 sealos.	COMMENT
LOW	lifecycle/cmd/sealos/cmd/cert.go	1	// Copyright © 2022 cuisongliu@qq.com.	COMMENT
LOW	lifecycle/cmd/sealos/cmd/status.go	1	// Copyright © 2022 cuisongliu@qq.com.	COMMENT
LOW	lifecycle/cmd/sealos/cmd/apply.go	1	// Copyright © 2022 cuisongliu@qq.com.	COMMENT
LOW	lifecycle/cmd/sealos/cmd/root.go	1	// Copyright © 2021 sealos.	COMMENT
LOW	…/labring/image-cri-shim/.github/workflows/close-pr.yml	1	# Copyright © 2025 sealos.	COMMENT
LOW	…com/labring/image-cri-shim/pkg/types/configmap_sync.go	1	// Copyright © 2025 sealos.	COMMENT
LOW	…abring/image-cri-shim/pkg/types/configmap_sync_test.go	1	// Copyright © 2025 sealos.	COMMENT
LOW	…/image-cri-shim/pkg/types/testdata/image-cri-shim.yaml	1	# Copyright © 2022 sealos.	COMMENT
LOW	…mage-cri-shim/pkg/types/testdata/priority-example.yaml	1	# Copyright © 2026 sealos.	COMMENT
LOW	…mage-cri-shim/pkg/types/testdata/priority-example.yaml	81	# 3. registry.example.com (priority 800)	COMMENT
LOW	…mage-cri-shim/pkg/types/testdata/priority-example.yaml	101	# auth: admin:passw0rd	COMMENT
LOW	…ge-cri-shim/pkg/types/testdata/registries/default.yaml	1	# Copyright © 2022 sealos.	COMMENT
LOW	…abring/image-cri-shim/pkg/server/cri_server_v1_test.go	1	// Copyright © 2025 sealos.	COMMENT
LOW	…github.com/labring/image-cri-shim/pkg/server/server.go	1	// Copyright 2019 Intel Corporation. All Rights Reserved.	COMMENT
LOW	…labring/image-cri-shim/pkg/server/test_helpers_test.go	1	// Copyright © 2025 sealos.	COMMENT
LOW	…ub.com/labring/image-cri-shim/pkg/server/cri_client.go	1	// Copyright 2019 Intel Corporation. All Rights Reserved.	COMMENT
LOW	…/github.com/labring/image-cri-shim/pkg/server/const.go	1	// Copyright © 2022 sealos.	COMMENT
LOW	…om/labring/image-cri-shim/pkg/server/benchmark_test.go	1	// Copyright © 2025 sealos.	COMMENT
834 more matches not shown…

Structural Annotation Overuse209 hits · 393 pts

Severity	File	Line	Snippet	Context
LOW	frontend/providers/costcenter/src/pages/api/plan/pay.ts	48	// Step 1: Create workspace if needed	COMMENT
LOW	frontend/providers/costcenter/src/pages/api/plan/pay.ts	79	// Step 2: Create subscription (skip for PAYG)	COMMENT
LOW	…staging/src/github.com/labring/image-cri-shim/USAGE.md	54	#### Step 1: Download and Install sealos	COMMENT
LOW	…staging/src/github.com/labring/image-cri-shim/USAGE.md	77	#### Step 2: Create Basic Configuration File	COMMENT
LOW	…ocs/quick-start/examples/blog-platform/install-halo.md	17	## Step 1: Deploy PostgreSQL on Sealos	COMMENT
LOW	…ocs/quick-start/examples/blog-platform/install-halo.md	51	## Step 2: Deploy Halo on Sealos	COMMENT
LOW	…ocs/quick-start/examples/blog-platform/install-halo.md	122	## Step 3: Access Halo via the Public Network	COMMENT
LOW	…5.0/docs/quick-start/examples/baas/install-fireboom.md	23	## Step 1: Create a New Application	COMMENT
LOW	…5.0/docs/quick-start/examples/baas/install-fireboom.md	31	## Step 2: Application Deployment	COMMENT
LOW	…5.0/docs/quick-start/examples/baas/install-fireboom.md	68	## Step 3: Deploy the Application	COMMENT
LOW	…5.0/docs/quick-start/examples/baas/install-fireboom.md	79	## Step 4: Access the Application	COMMENT
LOW	…5.0/docs/quick-start/examples/baas/install-fireboom.md	91	## Step 5: Configure Fireboom (optional)	COMMENT
LOW⚡	…rt/examples/dial-testing-system/install-uptime-kuma.md	15	### Step 1: First, enter Sealos and open the App Launchpad	COMMENT
LOW⚡	…rt/examples/dial-testing-system/install-uptime-kuma.md	19	### Step 2: Create a New Application	COMMENT
LOW⚡	…rt/examples/dial-testing-system/install-uptime-kuma.md	26	### Step 3: Set Startup Parameters	COMMENT
LOW⚡	…rt/examples/dial-testing-system/install-uptime-kuma.md	37	### Step 4: Set up Storage Volumes	COMMENT
LOW⚡	…rt/examples/dial-testing-system/install-uptime-kuma.md	44	### Step 5: Deploy the Application	COMMENT
LOW⚡	…rt/examples/dial-testing-system/install-uptime-kuma.md	50	### Step 6: Access the Application	COMMENT
LOW⚡	…rt/examples/dial-testing-system/install-uptime-kuma.md	57	### Step 7: Create an Administrator Account	COMMENT
LOW⚡	…rt/examples/dial-testing-system/install-uptime-kuma.md	65	### Step 8: Add Custom Monitoring Items	COMMENT
LOW⚡	…k-start/examples/low-code-platform/install-appsmith.md	12	## Step 1: Step 1: open the App Launchpad application in the [Sealos](https://cloud.sealos.io) desktop environment	COMMENT
LOW⚡	…k-start/examples/low-code-platform/install-appsmith.md	16	## Step 2: create a new application	COMMENT
LOW⚡	…k-start/examples/low-code-platform/install-appsmith.md	22	## Step 3: application deployment	COMMENT
LOW	…k-start/examples/low-code-platform/install-appsmith.md	54	## Step 4: deploy the application	COMMENT
LOW	…k-start/examples/low-code-platform/install-appsmith.md	60	## Step 5: access the application	COMMENT
LOW⚡	…k-start/examples/low-code-platform/install-pageplug.md	14	## Step 1: Step 1: open the App Launchpad application in the [Sealos](https://cloud.sealos.io) desktop environment	COMMENT
LOW⚡	…k-start/examples/low-code-platform/install-pageplug.md	18	## Step 2: create a new application	COMMENT
LOW⚡	…k-start/examples/low-code-platform/install-pageplug.md	24	## Step 3: application deployment	COMMENT
LOW	…k-start/examples/low-code-platform/install-pageplug.md	56	## Step 4: deploy the application	COMMENT
LOW	…k-start/examples/low-code-platform/install-pageplug.md	62	## Step 5: access the application	COMMENT
LOW	…amming-languages/Quick installation of Node.js Apps.md	12	## Step 1: Write your Node.js program	COMMENT
LOW	…amming-languages/Quick installation of Node.js Apps.md	63	## Step 2: Create a Docker image	COMMENT
LOW	…amming-languages/Quick installation of Node.js Apps.md	84	## Step 3: Build the Docker image	COMMENT
LOW	…amming-languages/Quick installation of Node.js Apps.md	92	## Step 4: Push the Docker image	COMMENT
LOW⚡	…amming-languages/Quick installation of Node.js Apps.md	126	## Step 5: Login to Sealos	COMMENT
LOW⚡	…amming-languages/Quick installation of Node.js Apps.md	132	## Step 6: Open the "Database" application	COMMENT
LOW⚡	…amming-languages/Quick installation of Node.js Apps.md	136	## Step 7: Create a database	COMMENT
LOW	…amming-languages/Quick installation of Node.js Apps.md	151	## Step 8: Configure the database	COMMENT
LOW⚡	…amming-languages/Quick installation of Node.js Apps.md	179	## Step 9: Open the "App Launchpad" application	COMMENT
LOW⚡	…amming-languages/Quick installation of Node.js Apps.md	183	## Step 10: Create a new application	COMMENT
LOW⚡	…amming-languages/Quick installation of Node.js Apps.md	189	## Step 11: Deploy the application	COMMENT
LOW	…amming-languages/Quick installation of Node.js Apps.md	207	## Step 12: Deploy the application	COMMENT
LOW	…amming-languages/Quick installation of Node.js Apps.md	213	## Step 13: Access the application	COMMENT
LOW	…ogramming-languages/Quick installation of Java Apps.md	13	## Step 1: Write Your Java Program	COMMENT
LOW	…ogramming-languages/Quick installation of Java Apps.md	39	## Step 2: Create Entity and Repository Classes	COMMENT
LOW	…ogramming-languages/Quick installation of Java Apps.md	73	## Step 3: Create a Web Controller	COMMENT
LOW	…ogramming-languages/Quick installation of Java Apps.md	109	## Step 4: Build the Application	COMMENT
LOW	…ogramming-languages/Quick installation of Java Apps.md	119	## Step 5: Create a Docker Image	COMMENT
LOW	…ogramming-languages/Quick installation of Java Apps.md	148	## Step 6: Push the Docker Image	COMMENT
LOW⚡	…ogramming-languages/Quick installation of Java Apps.md	170	## Step 7: Log in to Sealos	COMMENT
LOW⚡	…ogramming-languages/Quick installation of Java Apps.md	176	## Step 8: Open the "Database" application	COMMENT
LOW⚡	…ogramming-languages/Quick installation of Java Apps.md	180	## Step 9: Create a database	COMMENT
LOW	…ogramming-languages/Quick installation of Java Apps.md	195	## Step 10: Configure the database	COMMENT
LOW⚡	…ogramming-languages/Quick installation of Java Apps.md	223	## Step 11: Open the "App Launchpad" application	COMMENT
LOW⚡	…ogramming-languages/Quick installation of Java Apps.md	227	## Step 12: Create a new application	COMMENT
LOW⚡	…ogramming-languages/Quick installation of Java Apps.md	233	## Step 13: Deploy the application	COMMENT
LOW	…ogramming-languages/Quick installation of Java Apps.md	251	## Step 14: Deploy the application	COMMENT
LOW	…ogramming-languages/Quick installation of Java Apps.md	257	## Step 15: Access the application	COMMENT
LOW	…ramming-languages/Quick installation of Python Apps.md	12	## Step 1: Write your Python program	COMMENT
LOW	…ramming-languages/Quick installation of Python Apps.md	87	## Step 2: Create a Docker image	COMMENT
149 more matches not shown…

Modern AI Meta-Vocabulary52 hits · 176 pts

Severity	File	Line	Snippet	Context
MEDIUM	webhooks/admission/cmd/main.go	47	//+kubebuilder:scaffold:scheme	COMMENT
MEDIUM	webhooks/admission/cmd/main.go	146	// In the default scaffold provided, the program ends immediately after	COMMENT
MEDIUM	webhooks/admission/cmd/main.go	189	//+kubebuilder:scaffold:builder	COMMENT
MEDIUM	webhooks/stargz/cmd/main.go	33	// +kubebuilder:scaffold:scheme	COMMENT
MEDIUM	webhooks/stargz/cmd/main.go	230	// In the default scaffold provided, the program ends immediately after	COMMENT
MEDIUM	webhooks/stargz/cmd/main.go	250	// +kubebuilder:scaffold:builder	COMMENT
MEDIUM	webhooks/stargz/test/e2e/e2e_test.go	206	// +kubebuilder:scaffold:e2e-metrics-webhooks-readiness	COMMENT
MEDIUM	webhooks/stargz/test/e2e/e2e_test.go	260	// +kubebuilder:scaffold:e2e-webhooks-checks	COMMENT
MEDIUM⚡	webhooks/stargz/config/default/kustomization.yaml	251	# targets: # Do not remove or uncomment the following scaffold marker; required to generate code for target CRD.	COMMENT
MEDIUM⚡	webhooks/stargz/config/default/kustomization.yaml	252	# +kubebuilder:scaffold:crdkustomizecainjectionns	COMMENT
MEDIUM⚡	webhooks/stargz/config/default/kustomization.yaml	259	# targets: # Do not remove or uncomment the following scaffold marker; required to generate code for target CRD.	COMMENT
MEDIUM⚡	webhooks/stargz/config/default/kustomization.yaml	260	# +kubebuilder:scaffold:crdkustomizecainjectionname	COMMENT
MEDIUM	controllers/app/cmd/main.go	43	//+kubebuilder:scaffold:scheme	COMMENT
MEDIUM	controllers/app/cmd/main.go	92	// In the default scaffold provided, the program ends immediately after	COMMENT
MEDIUM	controllers/app/cmd/main.go	103	//+kubebuilder:scaffold:builder	COMMENT
MEDIUM⚡	controllers/app/config/crd/kustomization.yaml	22	#+kubebuilder:scaffold:crdkustomizeresource	COMMENT
MEDIUM⚡	controllers/app/config/crd/kustomization.yaml	30	#+kubebuilder:scaffold:crdkustomizewebhookpatch	COMMENT
MEDIUM⚡	controllers/app/config/crd/kustomization.yaml	37	#+kubebuilder:scaffold:crdkustomizecainjectionpatch	COMMENT
MEDIUM	controllers/app/config/samples/kustomization.yaml	20	#+kubebuilder:scaffold:manifestskustomizesamples	COMMENT
MEDIUM	controllers/license/cmd/manager/main.go	55	//+kubebuilder:scaffold:scheme	COMMENT
MEDIUM	controllers/license/cmd/manager/main.go	153	// In the default scaffold provided, the program ends immediately after	COMMENT
MEDIUM	controllers/license/cmd/manager/main.go	199	//+kubebuilder:scaffold:builder	COMMENT
MEDIUM⚡	controllers/license/config/crd/kustomization.yaml	20	#+kubebuilder:scaffold:crdkustomizeresource	COMMENT
MEDIUM⚡	controllers/license/config/crd/kustomization.yaml	26	#+kubebuilder:scaffold:crdkustomizewebhookpatch	COMMENT
MEDIUM⚡	controllers/license/config/crd/kustomization.yaml	31	#+kubebuilder:scaffold:crdkustomizecainjectionpatch	COMMENT
MEDIUM	controllers/license/config/samples/kustomization.yaml	18	#+kubebuilder:scaffold:manifestskustomizesamples	COMMENT
MEDIUM	controllers/resources/main.go	58	//+kubebuilder:scaffold:scheme	COMMENT
MEDIUM	controllers/resources/main.go	106	//+kubebuilder:scaffold:builder	COMMENT
MEDIUM	controllers/user/main.go	44	//+kubebuilder:scaffold:imports	COMMENT
MEDIUM	controllers/user/main.go	58	//+kubebuilder:scaffold:scheme	COMMENT
MEDIUM	controllers/user/main.go	317	//+kubebuilder:scaffold:builder	COMMENT
MEDIUM	controllers/user/config/crd/kustomization.yaml	22	#+kubebuilder:scaffold:crdkustomizeresource	COMMENT
MEDIUM	controllers/user/config/crd/kustomization.yaml	35	#+kubebuilder:scaffold:crdkustomizewebhookpatch	COMMENT
MEDIUM	controllers/user/config/crd/kustomization.yaml	47	#+kubebuilder:scaffold:crdkustomizecainjectionpatch	COMMENT
MEDIUM	…ers/user/config/manager/controller_manager_config.yaml	31	# In the default scaffold provided, the program ends immediately after	COMMENT
MEDIUM	controllers/user/deploy/drop/deploy.yaml	197	# In the default scaffold provided, the program ends immediately after	COMMENT
MEDIUM	controllers/user/api/v1/webhook_suite_test.go	32	//+kubebuilder:scaffold:imports	COMMENT
MEDIUM	controllers/user/api/v1/webhook_suite_test.go	92	//+kubebuilder:scaffold:scheme	COMMENT
MEDIUM	controllers/user/api/v1/webhook_suite_test.go	118	//+kubebuilder:scaffold:webhook	COMMENT
MEDIUM	controllers/user/controllers/suite_test.go	84	//+kubebuilder:scaffold:scheme	COMMENT
MEDIUM	…llers/user/controllers/helper/kubeconfig/suite_test.go	86	//+kubebuilder:scaffold:scheme	COMMENT
MEDIUM	controllers/node/main.go	46	//+kubebuilder:scaffold:scheme	COMMENT
MEDIUM	controllers/node/main.go	138	// In the default scaffold provided, the program ends immediately after	COMMENT
MEDIUM	controllers/node/main.go	155	//+kubebuilder:scaffold:builder	COMMENT
MEDIUM	controllers/account/main.go	78	//+kubebuilder:scaffold:scheme	COMMENT
MEDIUM	controllers/account/main.go	534	//+kubebuilder:scaffold:builder	COMMENT
MEDIUM	controllers/account/config/crd/kustomization.yaml	21	#+kubebuilder:scaffold:crdkustomizeresource	COMMENT
MEDIUM	controllers/account/config/crd/kustomization.yaml	34	#+kubebuilder:scaffold:crdkustomizewebhookpatch	COMMENT
MEDIUM	controllers/account/config/crd/kustomization.yaml	46	#+kubebuilder:scaffold:crdkustomizecainjectionpatch	COMMENT
MEDIUM⚡	…rollers/pkg/notification/config/crd/kustomization.yaml	20	#+kubebuilder:scaffold:crdkustomizeresource	COMMENT
MEDIUM⚡	…rollers/pkg/notification/config/crd/kustomization.yaml	26	#+kubebuilder:scaffold:crdkustomizewebhookpatch	COMMENT
MEDIUM⚡	…rollers/pkg/notification/config/crd/kustomization.yaml	31	#+kubebuilder:scaffold:crdkustomizecainjectionpatch	COMMENT

Decorative Section Separators19 hits · 76 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…end/desktop/deploy/charts/desktop-frontend/values.yaml	48	# ============================================================================	COMMENT
MEDIUM⚡	…end/desktop/deploy/charts/desktop-frontend/values.yaml	50	# ============================================================================	COMMENT
MEDIUM⚡	…end/desktop/deploy/charts/desktop-frontend/values.yaml	57	# ============================================================================	COMMENT
MEDIUM	…end/desktop/deploy/charts/desktop-frontend/values.yaml	102	# ============================================================================	COMMENT
MEDIUM	…mage-cri-shim/pkg/types/testdata/priority-example.yaml	95	# ----------------------------------------------------------------------	COMMENT
MEDIUM	…mage-cri-shim/pkg/types/testdata/priority-example.yaml	97	# ----------------------------------------------------------------------	COMMENT
MEDIUM	…mage-cri-shim/pkg/types/testdata/priority-example.yaml	117	# ----------------------------------------------------------------------	COMMENT
MEDIUM⚡	…vice/account/deploy/charts/account-service/values.yaml	85	# ============================================================================	COMMENT
MEDIUM⚡	…vice/account/deploy/charts/account-service/values.yaml	87	# ============================================================================	COMMENT
MEDIUM⚡	…vice/account/deploy/charts/account-service/values.yaml	94	# ============================================================================	COMMENT
MEDIUM⚡	…sources/deploy/charts/resources-controller/values.yaml	40	# ============================================================================	COMMENT
MEDIUM⚡	…sources/deploy/charts/resources-controller/values.yaml	42	# ============================================================================	COMMENT
MEDIUM⚡	…sources/deploy/charts/resources-controller/values.yaml	49	# ============================================================================	COMMENT
MEDIUM⚡	…sources/deploy/charts/resources-controller/values.yaml	54	# ============================================================================	COMMENT
MEDIUM	…sources/deploy/charts/resources-controller/values.yaml	81	# ============================================================================	COMMENT
MEDIUM⚡	…s/account/deploy/charts/account-controller/values.yaml	39	# ============================================================================	COMMENT
MEDIUM⚡	…s/account/deploy/charts/account-controller/values.yaml	41	# ============================================================================	COMMENT
MEDIUM⚡	…s/account/deploy/charts/account-controller/values.yaml	48	# ============================================================================	COMMENT
MEDIUM	…s/account/deploy/charts/account-controller/values.yaml	74	# ============================================================================	COMMENT

Fake / Example Data34 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW⚡	…end/providers/costcenter/public/locales/zh/common.json	147	"placeholder": "填写手机号码收到的验证码"	CODE
LOW⚡	…end/providers/costcenter/public/locales/zh/common.json	150	"placeholder": "填写邮箱"	CODE
LOW⚡	…end/providers/costcenter/public/locales/zh/common.json	153	"placeholder": "填写联系人"	CODE
LOW⚡	…end/providers/costcenter/public/locales/zh/common.json	156	"placeholder": "填写手机号码"	CODE
LOW⚡	…end/providers/costcenter/public/locales/zh/common.json	163	"placeholder": "填写地址"	CODE
LOW⚡	…end/providers/costcenter/public/locales/zh/common.json	166	"placeholder": "填写银行账号"	CODE
LOW⚡	…end/providers/costcenter/public/locales/zh/common.json	169	"placeholder": "填写开户银行名称"	CODE
LOW⚡	…end/providers/costcenter/public/locales/zh/common.json	172	"placeholder": "填写传真"	CODE
LOW⚡	…end/providers/costcenter/public/locales/zh/common.json	175	"placeholder": "填写发票抬头",	CODE
LOW⚡	…end/providers/costcenter/public/locales/zh/common.json	179	"placeholder": "填写电话"	CODE
LOW⚡	…end/providers/costcenter/public/locales/zh/common.json	182	"placeholder": "填写税务登记证号",	CODE
LOW⚡	…end/providers/costcenter/public/locales/en/common.json	146	"placeholder": "Enter verification code"	CODE
LOW⚡	…end/providers/costcenter/public/locales/en/common.json	149	"placeholder": "Enter email address"	CODE
LOW⚡	…end/providers/costcenter/public/locales/en/common.json	152	"placeholder": "Enter contact person"	CODE
LOW⚡	…end/providers/costcenter/public/locales/en/common.json	155	"placeholder": "Enter phone number"	CODE
LOW⚡	…end/providers/costcenter/public/locales/en/common.json	162	"placeholder": "Enter address"	CODE
LOW⚡	…end/providers/costcenter/public/locales/en/common.json	165	"placeholder": "Enter bank account"	CODE
LOW⚡	…end/providers/costcenter/public/locales/en/common.json	168	"placeholder": "Enter bank name"	CODE
LOW⚡	…end/providers/costcenter/public/locales/en/common.json	171	"placeholder": "Enter fax number"	CODE
LOW⚡	…end/providers/costcenter/public/locales/en/common.json	174	"placeholder": "Enter invoice title",	CODE
LOW⚡	…end/providers/costcenter/public/locales/en/common.json	178	"placeholder": "Enter phone number"	CODE
LOW⚡	…end/providers/costcenter/public/locales/en/common.json	181	"placeholder": "Enter tax registration number",	CODE
LOW	…desktop/src/__tests__/unit/utils/sessionConfig.test.ts	54	providerId: 'user@example.com'	CODE
LOW	…desktop/src/__tests__/unit/utils/sessionConfig.test.ts	85	email: 'user@example.com',	CODE
LOW	…desktop/src/__tests__/unit/utils/sessionConfig.test.ts	100	user_email: 'user@example.com'	CODE
LOW	…/__tests__/unit/backend/auth/verification-code.test.ts	185	id: 'user@example.com',	CODE
LOW	…/__tests__/unit/backend/auth/verification-code.test.ts	194	{ id: 'user@example.com', smsType: 'email_login' },	CODE
LOW	…ts__/unit/backend/auth/verification-rate-limit.test.ts	60	expect(key).not.toContain('user@example.com');	CODE
LOW	service/account/dao/admin_read_test.go	51	{ProviderType: types.OauthProviderTypeEmail, ProviderID: "user@example.com"},	CODE
LOW	service/account/dao/admin_read_test.go	56	if got.Username != "username" \|\| got.Email != "user@example.com" \|\|	CODE
LOW⚡	service/account/dao/admin_read_test.go	81	ProviderID: "user@example.com",	CODE
LOW⚡	service/account/dao/admin_read_test.go	88	ProviderID: "user@example.com",	CODE
LOW⚡	service/account/dao/admin_read_test.go	98	if got[0].ProviderID != "user@example.com" \|\| got[1].ProviderID != "+123456789" {	CODE
LOW	…vice/account/helper/user_alert_notification_account.go	29	ProviderID string `json:"providerId" bson:"providerId" binding:"required" example:"user@example.com"`	CODE

Self-Referential Comments15 hits · 45 pts

Severity	File	Line	Snippet	Context
MEDIUM	…y/charts/license-frontend/license-frontend-values.yaml	2	# This file contains user-customizable configurations.	COMMENT
MEDIUM	…ts/costcenter-frontend/costcenter-frontend-values.yaml	2	# This file contains user-customizable configurations.	COMMENT
MEDIUM	…y/charts/desktop-frontend/desktop-frontend-values.yaml	2	# This file contains user-customizable configurations.	COMMENT
MEDIUM	…loy/charts/account-service/account-service-values.yaml	2	# This file contains user-customizable configurations.	COMMENT
MEDIUM	controllers/app/config/crd/kustomizeconfig.yaml	15	# This file is for teaching kustomize how to substitute name and namespace reference in CRD	COMMENT
MEDIUM	controllers/license/config/crd/kustomizeconfig.yaml	15	# This file is for teaching kustomize how to substitute name and namespace reference in CRD	COMMENT
MEDIUM	…arts/license-controller/license-controller-values.yaml	2	# This file contains user-customizable configurations.	COMMENT
MEDIUM	…/resources-controller/resources-controller-values.yaml	2	# This file contains user-customizable configurations.	COMMENT
MEDIUM	controllers/user/config/crd/kustomizeconfig.yaml	15	# This file is for teaching kustomize how to substitute name and namespace reference in CRD	COMMENT
MEDIUM	…loy/charts/user-controller/user-controller-values.yaml	2	# This file contains user-customizable configurations.	COMMENT
MEDIUM	…s/job/init/deploy/charts/job-init/job-init-values.yaml	2	# This file contains user-customizable configurations.	COMMENT
MEDIUM	…eartbeat/deploy/charts/heartbeat/heartbeat-values.yaml	2	# This file contains user-customizable configurations.	COMMENT
MEDIUM	controllers/account/config/crd/kustomizeconfig.yaml	15	# This file is for teaching kustomize how to substitute name and namespace reference in CRD	COMMENT
MEDIUM	…arts/account-controller/account-controller-values.yaml	2	# This file contains user-customizable configurations.	COMMENT
MEDIUM	…llers/pkg/notification/config/crd/kustomizeconfig.yaml	15	# This file is for teaching kustomize how to substitute name and namespace reference in CRD	COMMENT

Verbosity Indicators19 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	frontend/providers/costcenter/src/pages/api/plan/pay.ts	48	// Step 1: Create workspace if needed	COMMENT
LOW	frontend/providers/costcenter/src/pages/api/plan/pay.ts	79	// Step 2: Create subscription (skip for PAYG)	COMMENT
LOW⚡	service/account/api/workspace_subscription.go	3330	// Step 1: Parse and validate event data	COMMENT
LOW⚡	service/account/api/workspace_subscription.go	3338	// Step 2: Check if this is a local event	COMMENT
LOW⚡	service/account/api/workspace_subscription.go	3348	// Step 3: Parse metadata	COMMENT
LOW⚡	service/account/api/workspace_subscription.go	3354	// Step 4: Get workspace subscription and check status	COMMENT
LOW⚡	service/account/api/workspace_subscription.go	3382	// Step 5: Setup notification recipient	COMMENT
LOW⚡	service/account/api/workspace_subscription.go	3390	// Step 6: Handle different billing scenarios	COMMENT
LOW	service/account/api/workspace_subscription.go	3401	// Step 7: Database operations	COMMENT
LOW	service/account/api/workspace_subscription.go	3485	// Step 8: Send notification	COMMENT
LOW⚡	service/pkg/pay/stripe.go	849	// Step 1: Retrieve the invoice to get metadata	COMMENT
LOW⚡	service/pkg/pay/stripe.go	855	// Step 2: Check invoice status before proceeding	COMMENT
LOW	service/pkg/pay/stripe.go	875	// Step 3: Retrieve the subscription to get the old item ID and other details	COMMENT
LOW	service/pkg/pay/stripe.go	887	// Step 4: Void the unpaid invoice	COMMENT
LOW	service/pkg/pay/stripe.go	900	// Step 5: Roll back the subscription to the old price without proration	COMMENT
LOW⚡	service/pkg/pay/stripe.go	935	// Step 6: Clear any pending payment intents related to this upgrade	COMMENT
LOW⚡	service/pkg/pay/stripe.go	940	// Step 7: Log successful completion	COMMENT
LOW	service/pkg/pay/stripe.go	1238	// Step 1: Finalize the invoice if it's still in draft status	COMMENT
LOW	service/pkg/pay/stripe.go	1265	// Step 2: Attempt payment automatically for invoices that haven't been paid yet	COMMENT

TODO Padding20 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	lifecycle/test/e2e/testhelper/cmd/sealosCmdOpts_test.go	35	// TODO: Add test cases.	COMMENT
LOW	lifecycle/test/e2e/testhelper/cmd/sealosCmdOpts_test.go	64	// TODO: Add test cases.	COMMENT
LOW	lifecycle/test/e2e/testhelper/cmd/sealosCmdOpts_test.go	93	// TODO: Add test cases.	COMMENT
LOW	lifecycle/test/e2e/testhelper/cmd/sealosCmdOpts_test.go	150	// TODO: Add test cases.	COMMENT
LOW	lifecycle/test/e2e/testhelper/cmd/sealosCmdOpts_test.go	204	// TODO: Add test cases.	COMMENT
LOW	lifecycle/test/e2e/testhelper/cmd/sealosCmdOpts_test.go	230	// TODO: Add test cases.	COMMENT
LOW	lifecycle/test/e2e/testhelper/cmd/sealosCmdOpts_test.go	258	// TODO: Add test cases.	COMMENT
LOW	lifecycle/test/e2e/testhelper/cmd/sealosCmdOpts_test.go	288	// TODO: Add test cases.	COMMENT
LOW	lifecycle/test/e2e/testhelper/cmd/sealosCmdOpts_test.go	324	// TODO: Add test cases.	COMMENT
LOW	lifecycle/test/e2e/testhelper/kube/k8s_test.go	32	// TODO: Add test cases.	COMMENT
LOW	lifecycle/pkg/apply/apply_test.go	106	// TODO: Add test cases.	COMMENT
LOW	lifecycle/pkg/apply/run_test.go	49	// TODO: Add test cases.	COMMENT
LOW	lifecycle/pkg/apply/run_test.go	118	// TODO: Add test cases.	COMMENT
LOW	lifecycle/pkg/apply/run_test.go	145	// TODO: Add test cases.	COMMENT
LOW	service/account/dao/interface_test.go	769	// TODO: Add test cases.	COMMENT
LOW	service/account/api/subscription_process.go	330	//// TODO: implement the actual notification logic	COMMENT
LOW	controllers/pkg/database/mongo/account_test.go	178	// TODO: Add test cases.	COMMENT
LOW	controllers/pkg/database/mongo/account_test.go	210	// TODO: Add test cases.	COMMENT
LOW	controllers/pkg/database/mongo/account_test.go	243	// TODO: Add test cases.	COMMENT
LOW	controllers/pkg/database/mongo/account_test.go	272	// TODO: Add test cases.	COMMENT

Hyper-Verbose Identifiers27 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	frontend/providers/license/src/services/db/mongodb.ts	26	export async function connectToLicenseCollection() {	CODE
LOW	…nter/src/components/plan/PlanConfirmationModalView.tsx	735	export function PlanConfirmationModalView({	CODE
LOW	…ter/src/components/plan/RechargeExpenditureSection.tsx	10	export function RechargeExpenditureSection({	CODE
LOW	…r/src/components/invoice/WithSubscriptionOrderList.tsx	21	export function WithSubscriptionOrderList({	CODE
LOW	…nd/providers/costcenter/src/service/backend/desktop.ts	37	export async function createWorkspaceViaDesktop({	CODE
LOW	…end/providers/costcenter/src/service/backend/region.ts	46	export async function makeRegionListAPIClientByHeader(req: NextApiRequest, res: NextApiResponse) {	CODE
LOW	frontend/desktop/src/utils/marketing-attribution.ts	84	export function clearPersistedMarketingQuery(): void {	CODE
LOW	frontend/desktop/src/utils/marketing-attribution.ts	95	function readPersistedMarketingQuery(): MarketingQuery {	CODE
LOW	frontend/desktop/src/utils/app-visitor-link.ts	33	export function clearWebAnalyticsIdentity(): void {	CODE
LOW	frontend/desktop/src/utils/brain-analytics.ts	42	export function createBrainAnalyticsRelay(options: {	CODE
LOW	frontend/desktop/src/utils/brain-analytics.ts	133	export function brainAnalyticsAttribution(storage: Pick<Storage, 'getItem'>): AnalyticsProperties {	CODE
LOW	frontend/desktop/src/utils/switchKubeconfigNamespace.ts	3	export function switchKubeconfigNamespace(kc: string, namespace: string) {	CODE
LOW	…/src/components/desktop_content/GlobalNotification.tsx	11	function GlobalNotificationComponent() {	CODE
LOW	…/src/components/desktop_content/GlobalAnnouncement.tsx	14	function GlobalAnnouncementComponent() {	CODE
LOW	…ntend/desktop/src/components/account/RealNameModal.tsx	62	export function useRealNameAuthNotification(props?: UseToastOptions) {	CODE
LOW	…top/src/pages/api/account/refreshRealNameQRecodeUri.ts	172	async function generateRealNameQRcodeUri(	CODE
LOW	…top/src/pages/api/account/generateRealNameQRcodeUri.ts	182	async function generateRealNameQRcodeUri(	CODE
LOW	frontend/desktop/src/services/backend/globalAuth.ts	78	async function checkDeductionBalanceAndCreateTasks(userUid: string) {	CODE
LOW	…/desktop/src/services/backend/db/verificationTicket.ts	37	export async function createVerificationFlowTicket({	CODE
LOW	…/desktop/src/services/backend/db/verificationTicket.ts	63	export async function getVerificationFlowTicket(selector: TicketSelector) {	CODE
LOW	…/desktop/src/services/backend/db/verificationTicket.ts	68	export async function consumeVerificationFlowTicket(selector: TicketSelector) {	CODE
LOW	frontend/packages/driver/src/popover.tsx	352	function calculateLeftForTopBottom(	CODE
LOW	frontend/packages/driver/src/overlay.ts	178	function generateStageSvgPathString(stage: StageDefinition) {	CODE
LOW	…packages/shared/src-server/config/client-app-config.ts	28	export function isServerMisconfiguredError(error: unknown): error is ServerMisconfiguredError {	CODE
LOW	…nsufficientQuotaDialog/InsufficientQuotaDialogView.tsx	36	export function InsufficientQuotaDialogView({	CODE
LOW	…nsufficientQuotaDialog/InsufficientQuotaDialogView.tsx	23	export function InsufficientQuotaDialogView({	CODE
LOW	…ontend/packages/shared/src/hooks/useClientAppConfig.ts	55	export function setupClientAppConfigDefaults(	CODE

Redundant / Tautological Comments8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	…rs/costcenter/deploy/costcenter-frontend-entrypoint.sh	27	# Check if Deployment selector matches expected Helm labels	COMMENT
LOW	scripts/detect-build-modules.sh	127	# Check if module exists in array	COMMENT
LOW	scripts/detect-build-modules.sh	132	# Check if module exists in array	COMMENT
LOW	scripts/detect-build-modules.sh	151	# Check if any files in the module directory have changed	COMMENT
LOW	scripts/detect-build-modules.sh	188	# Check if this dependency matches the target module	COMMENT
LOW	scripts/detect-build-modules.sh	343	# Check if any dependency has changes	COMMENT
LOW	scripts/detect-build-modules.sh	353	# Check if the dependency module has changes	COMMENT
LOW	.github/workflows/frontends.yml	104	# Check if we need to build all modules	COMMENT

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	docs/archived/5.0/docs/user-guide/ai-proxy/ai-proxy.md	59	const apiKey = 'your-api-key'	CODE
HIGH	…hived/5.0/i18n/zh-Hans/user-guide/ai-proxy/ai-proxy.md	59	const apiKey = 'your-api-key'	CODE

Slop Phrases3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	lifecycle/cmd/sealos/cmd/cert.go	49	2. edit .kube/config, set the apiserver address as 39.105.169.253, (don't forget to open the security group port for	CODE
MEDIUM	…count/config/crd/bases/account.sealos.io_accounts.yaml	60	description: 'ActivityBonus: for demonstration purposes only and does	CODE
MEDIUM	controllers/account/api/v1/account_types.go	98	// ActivityBonus: for demonstration purposes only and does not participate in calculation	COMMENT

Example Usage Blocks4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	scripts/install.sh	19	# Usage:	COMMENT
LOW	scripts/cloud/install-v2.sh	5	# Usage:	COMMENT
LOW	…ollers/account/controllers/utils/subscription_cache.go	177	// Example usage	COMMENT
LOW	controllers/pkg/utils/logger/feishu.go	16	// Example usage:	COMMENT

Excessive Try-Catch Wrapping2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	lifecycle/docker/sreg/scripts/sreg-storage.sh	241	except Exception as e:	CODE
MEDIUM	lifecycle/docker/sreg/scripts/sreg-storage.sh	242	print(f"Error: {e}", file=sys.stderr)	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	controllers/pkg/pay/stripe.go	93	// RefundPayment processes a refund request with robust validation and error handling	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…ntime/kubernetes/standalone/testdata/membership-e2e.py	35		CODE

labring/sealos

Open-Source Code Quality, Security and Technical Debt Review