3.5

Adjusted Signal

3.5

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

8.0K

Stars

Language

279.6K

Lines of Code

1.1K

Files

938

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 15.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 931 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

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

PR Review Velocity Impact 16.0/100 · LOW

Which changes need focused human review? 938 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 4MEDIUM 9LOW 925

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 938 distinct pattern matches across 14 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 Block897 hits · 897 pts

Severity	File	Line	Snippet	Context
LOW	ui/app/src/vite-env.d.ts	1	/// <reference types="vite/client" />	COMMENT
LOW	ui/app/src/lib/cytoscape.ts	81	// const first = serial[0]	COMMENT
LOW	cmd/generate-makefile/doc.go	1	// Copyright 2023 Chaos Mesh Authors.	COMMENT
LOW	…generate-makefile/generate_container_image_makefile.go	1	// Copyright 2023 Chaos Mesh Authors.	COMMENT
LOW	cmd/generate-makefile/funcmaps.go	1	// Copyright 2023 Chaos Mesh Authors.	COMMENT
LOW	cmd/generate-makefile/generate_local_binary_makefile.go	1	// Copyright 2023 Chaos Mesh Authors.	COMMENT
LOW	cmd/generate-makefile/main.go	1	// Copyright 2023 Chaos Mesh Authors.	COMMENT
LOW	cmd/generate-makefile/generate_binary_makefile.go	1	// Copyright 2023 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-controller-manager/main.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-controller-manager/main_test.go	1	// Copyright 2026 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-controller-manager/provider/controller.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	…aos-controller-manager/provider/updated_client_test.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-controller-manager/provider/doc.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-controller-manager/provider/updated_client.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-controller-manager/provider/readers_test.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-controller-manager/provider/suite_test.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-dashboard/main.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-daemon-helper/main.go	1	// Copyright 2022 Chaos Mesh Authors.	COMMENT
LOW	cmd/watchmaker/main_darwin.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/watchmaker/main_linux.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-daemon/main.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-builder/boilerplate.go	1	// Copyright Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-builder/boilerplate.go	21	// you may not use this file except in compliance with the License.	COMMENT
LOW	cmd/chaos-builder/config.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-builder/template_fields_test.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-builder/test.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-builder/frontend.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-builder/test_workflow.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-builder/workflow_test.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-builder/init.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-builder/main.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-builder/impl.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-builder/workflow.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	cmd/chaos-builder/schedule.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	tools/assets_generate/main.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	test/cmd/timer/main.go	1	// Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	test/integration_test/run.sh	1	#!/usr/bin/env bash	COMMENT
LOW	test/integration_test/physical_machine/chaos.yaml	1	# Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	test/integration_test/physical_machine/workflow.yaml	1	# Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	test/integration_test/physical_machine/run.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…/integration_test/physical_machine/chaos_selector.yaml	1	# Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	test/integration_test/physical_machine/schedule.yaml	1	# Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	…ntegration_test/physical_machine/physical_machine.yaml	1	# Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	…egration_test/dashboard_authority/cluster-manager.yaml	1	# Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	…tegration_test/dashboard_authority/busybox-viewer.yaml	1	# Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	…egration_test/dashboard_authority/busybox-manager.yaml	1	# Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	test/integration_test/dashboard_authority/run.sh	1	#!/usr/bin/env bash	COMMENT
LOW	test/integration_test/dashboard_authority/run.sh	101	echo "cluster manager and viewer can list all chaos experiments in the cluster"	COMMENT
LOW	test/integration_test/dashboard_authority/run.sh	221	#echo "all token can get the report of archive experiments under namespace busybox"	COMMENT
LOW	…tegration_test/dashboard_authority/cluster-viewer.yaml	1	# Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	test/integration_test/network/delay_chaos.yaml	1	# Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	test/integration_test/network/run.sh	1	#!/usr/bin/env bash	COMMENT
LOW	test/integration_test/oidc/run.sh	1	#!/usr/bin/env bash	COMMENT
LOW	test/integration_test/oidc/patch-apiserver.sh	1	#!/usr/bin/env bash	COMMENT
LOW	test/integration_test/oidc/setup-keycloak.sh	1	#!/usr/bin/env bash	COMMENT
LOW	test/integration_test/oidc/manifests/keycloak.yaml	1	# Copyright 2025 Chaos Mesh Authors.	COMMENT
LOW	test/integration_test/aws/aws_chaos_template.yaml	1	# Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	test/integration_test/aws/aws_secret.yaml	1	# Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	test/integration_test/aws/aws_chaos.yaml	1	# Copyright 2021 Chaos Mesh Authors.	COMMENT
LOW	test/integration_test/aws/run.sh	1	#!/usr/bin/env bash	COMMENT
837 more matches not shown…

Cross-File Repetition4 hits · 20 pts

Severity	File	Snippet	Context
HIGH	config/crd/bases/chaos-mesh.org_workflows.yaml	type: string resourcefieldref: description: \|- selects a resource of the container: only resources limits and requests (	STRING
HIGH	config/crd/bases/chaos-mesh.org_schedules.yaml	type: string resourcefieldref: description: \|- selects a resource of the container: only resources limits and requests (	STRING
HIGH	helm/chaos-mesh/crds/chaos-mesh.org_workflows.yaml	type: string resourcefieldref: description: \|- selects a resource of the container: only resources limits and requests (	STRING
HIGH	helm/chaos-mesh/crds/chaos-mesh.org_schedules.yaml	type: string resourcefieldref: description: \|- selects a resource of the container: only resources limits and requests (	STRING

Modern AI Meta-Vocabulary4 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmd/chaos-controller-manager/provider/controller.go	52	// +kubebuilder:scaffold:scheme	COMMENT
MEDIUM⚡	config/crd/kustomization.yaml	29	# +kubebuilder:scaffold:crdkustomizeresource	COMMENT
MEDIUM⚡	config/crd/kustomization.yaml	37	# +kubebuilder:scaffold:crdkustomizewebhookpatch	COMMENT
MEDIUM⚡	config/crd/kustomization.yaml	44	# +kubebuilder:scaffold:crdkustomizecainjectionpatch	COMMENT

Slop Phrases6 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	controllers/statuscheck/worker.go	131	// also checks the success threshold, so if you want to modify the logic here, don't forget to modify that	COMMENT
LOW	controllers/statuscheck/worker.go	150	// also checks the failure threshold, so if you want to modify the logic here, don't forget to modify that	COMMENT
LOW	controllers/statuscheck/conditions.go	107	// so if you want to modify the logic here, don't forget to modify that function as well.	COMMENT
LOW	controllers/statuscheck/conditions.go	118	// so if you want to modify the logic here, don't forget to modify that function as well.	COMMENT
MEDIUM	helm/chaos-mesh/values.yaml	219	# If you are using Kind or using containerd as CRI, you can use the	COMMENT
MEDIUM	helm/chaos-mesh/values.yaml	224	# If you are using CRI-O as CRI, you can use the	COMMENT

Verbosity Indicators6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	examples/client-go/main.go	62	// Step 1: Set up informer factory and start it early	COMMENT
LOW	examples/client-go/main.go	106	// Step 2: List existing PodChaos resources before creation	COMMENT
LOW	examples/client-go/main.go	121	// Step 3: Create a PodChaos resource for pod-kill	COMMENT
LOW	examples/client-go/main.go	180	// Step 4: Use the lister to query resources	COMMENT
LOW	examples/client-go/main.go	211	// Step 5: Demonstrate informer watching changes	COMMENT
LOW	examples/client-go/main.go	246	// Step 6: Compare direct API calls vs cached lister	COMMENT

Structural Annotation Overuse6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	examples/client-go/main.go	62	// Step 1: Set up informer factory and start it early	COMMENT
LOW	examples/client-go/main.go	106	// Step 2: List existing PodChaos resources before creation	COMMENT
LOW	examples/client-go/main.go	121	// Step 3: Create a PodChaos resource for pod-kill	COMMENT
LOW	examples/client-go/main.go	180	// Step 4: Use the lister to query resources	COMMENT
LOW	examples/client-go/main.go	211	// Step 5: Demonstrate informer watching changes	COMMENT
LOW	examples/client-go/main.go	246	// Step 6: Compare direct API calls vs cached lister	COMMENT

AI Slop Vocabulary3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	test/integration_test/dashboard_authority/run.sh	90	# here just use busybox manager because experiment can be created only one time	COMMENT
LOW	test/integration_test/dashboard_authority/run.sh	161	# here just use cluster manager because experiment can be delete only one time	COMMENT
MEDIUM	helm/chaos-mesh/Chart.yaml	44	# Use this annotation to indicate the capabilities of the operator your chart provides. It must be one of the followin	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	config/crd/kustomizeconfig.yaml	2	# This file is for teaching kustomize how to substitute name and namespace reference in CRD	COMMENT
MEDIUM	helm/chaos-mesh/values.yaml	66	# Create the serviceAccount for chaos-controller-manager	COMMENT

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	ui/app/src/lib/formikhelpers.ts	31	export function parsePodsOrPhysicalMachines(data: string[]) {	CODE
LOW	ui/app/src/lib/formikhelpers.ts	174	function parsePhysicalMachineChaos(spec: any) {	CODE
LOW	ui/packages/openapi/factory.js	114	function typeReferenceToObjectLiteralExpression(	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	helm/chaos-mesh/values.yaml	416	## Set this to true in order to add the corresponding annotations for cert-manager	COMMENT
LOW	helm/chaos-mesh/values.yaml	433	## Set this to true in order to enable TLS on the ingress record	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	ui/app/src/i18n/zh.json	308	"placeholder": "搜索",	CODE
LOW	ui/app/src/i18n/en.json	307	"placeholder": "Search",	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	cmd/chaos-builder/workflow_test.go	54	// TODO: Add test cases.	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	hack/env-image-tag.sh	19	# Usage:	COMMENT

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/cleanup_ghcr.py	137	except Exception:	CODE

chaos-mesh/chaos-mesh

Open-Source Code Quality, Security and Technical Debt Review