1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

12.2K

Stars

Language

181.2K

Lines of Code

917

Files

256

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 7.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 246 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 1.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 7.7/100 · LOW

Which changes need focused human review? 256 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 0MEDIUM 18LOW 238

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 256 distinct pattern matches across 9 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 Block216 hits · 216 pts

Severity	File	Line	Snippet	Context
LOW	generate.go	21	// $PATH. Use './nix.sh develop' or './nix.sh run .#generate' to ensure they	COMMENT
LOW	.golangci.yml	21	# this line must have a comment explaining the rationale.	COMMENT
LOW	.golangci.yml	61	# it would have many more false positives than useful catches, though.	COMMENT
LOW	.golangci.yml	81		COMMENT
LOW	nix.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.coderabbit.yaml	261	# =============================================================================	COMMENT
LOW	cmd/crossplane/render/render.go	41	// pipeline step returns a SEVERITY_FATAL result. It is distinct from the	COMMENT
LOW	design/design-doc-developer-experience-tooling.md	601	// is used as part of the build process to construct dependencies on the	COMMENT
LOW	design/design-doc-developer-experience-tooling.md	641	// specified, it defaults to `examples/`.	COMMENT
LOW	design/design-doc-developer-experience-tooling.md	801	//	COMMENT
LOW	design/design-doc-developer-experience-tooling.md	821		COMMENT
LOW	design/design-doc-developer-experience-tooling.md	841	RemoveFields []string `json:"removeFields,omitempty"`	COMMENT
LOW	design/design-doc-developer-experience-tooling.md	861	//	COMMENT
LOW	design/design-doc-developer-experience-tooling.md	881	// Optional.	COMMENT
LOW	design/design-doc-developer-experience-tooling.md	961		COMMENT
LOW	design/design-doc-developer-experience-tooling.md	981	// Timeout for the test in seconds	COMMENT
LOW	design/design-doc-developer-experience-tooling.md	1001	Functions Resources `json:"functions"`	COMMENT
LOW	design/design-doc-developer-experience-tooling.md	1081	// E2ETestCase defines the specification of a single test case	COMMENT
LOW	design/design-doc-developer-experience-tooling.md	1101	// +k8s:deepcopy-gen=true	COMMENT
LOW	design/design-doc-developer-experience-tooling.md	1121	// defaults to 600 seconds (10 minutes). Consider increasing this value for	COMMENT
LOW	design/design-doc-developer-experience-tooling.md	1141	// Manifests contains the Kubernetes resources that will be applied as part	COMMENT
LOW	design/design-doc-developer-experience-tooling.md	1161	// prerequisite resources that the configuration depends on. Common use	COMMENT
LOW	design/design-doc-packages-v2.md	261	}	COMMENT
LOW	design/design-doc-packages-v2.md	281	CustomResourceDefinition string `json:"crd,omitempty"`	COMMENT
LOW	design/design-doc-packages-v2.md	381	Package string `json:"package"`	COMMENT
LOW	design/design-doc-packages-v2.md	501	// package when the desired CRD is known, but the package name that contains	COMMENT
LOW	design/design-doc-packages-v2.md	661	// Package is the name of the package package that is being requested, e.g.,	COMMENT
LOW	design/one-pager-package-format-v2.md	121	dependsOn:	COMMENT
LOW	design/one-pager-composition-environment.md	101	# These selectors are only executed if spec.environmentConfigRefs is null,	COMMENT
LOW	…gn/design-doc-composition-functions-extra-resources.md	661		COMMENT
LOW	…gn/design-doc-composition-functions-extra-resources.md	881	// execute.	COMMENT
LOW	design/design-doc-terrajet.md	241	// Region is the region you'd like your VPC to be created in.	COMMENT
LOW	design/design-doc-composition.md	541	#	COMMENT
LOW	design/design-doc-composition.md	581	# Multiple compositions may potentially satisfy a particular kind of	COMMENT
LOW	design/design-doc-composition.md	681	# the composite resources they require.	COMMENT
LOW	design/design-doc-composition.md	701	# phase; if the requirement and the required resource reference each other	COMMENT
LOW	design/design-doc-composition.md	841	storageType:	COMMENT
LOW	design/design-doc-composition.md	901	# The Wordpress author may explicitly select which composition should be used	COMMENT
LOW	design/design-doc-composition-functions.md	341	// State of the composite resource (XR) and any composed resources.	COMMENT
LOW	design/design-doc-composition-functions.md	361	// desired connection details of the composite resource.	COMMENT
LOW	design/one-pager-managed-resource-api-design.md	521	...	COMMENT
LOW	design/one-pager-managed-resource-api-design.md	641	#### Example	COMMENT
LOW	design/defunct/design-doc-complex-workloads.md	161	app: wordpress-demo	COMMENT
LOW	design/defunct/design-doc-template-stacks-experience.md	341	type: kustomize	COMMENT
LOW	…ssets/design-doc-provider-strategy/cloudcontrol/aws.sh	1	#!/bin/bash	COMMENT
LOW	…ssets/design-doc-provider-strategy/cloudcontrol/aws.sh	21	echo "Completed create-resource for ECR::Repository"	COMMENT
LOW	apis/generate.go	21	// are.	COMMENT
LOW	apis/generate.go	41		COMMENT
LOW	apis/generate.go	61	// Generate conversion code	COMMENT
LOW	apis/core/v2/resource_cluster.go	21	type ClusterManagedResourceSpec struct {	COMMENT
LOW	apis/core/v2/resource_cluster.go	41	// values would be honored if the feature flag is enabled. If both are	COMMENT
LOW	apis/core/v2/observation.go	21	// ObservedGeneration is the latest metadata.generation	COMMENT
LOW	apis/core/v2/resource_namespace.go	21	type ManagedResourceSpec struct {	COMMENT
LOW	apis/core/v2/resource.go	41	// CredentialsSecretKubeconfigKey is the key inside a connection secret for the raw kubeconfig yaml.	COMMENT
LOW	apis/core/v2/resource.go	101		COMMENT
LOW	apis/core/v2/resource.go	241	// A CredentialsSource is a source from which provider credentials may be	COMMENT
LOW	apis/core/v2/resource.go	261	// credentials from an environment variable.	COMMENT
LOW	apis/core/v2/condition.go	41	// both synced and healthy. A composite resource is healthy when the composite	COMMENT
LOW	apis/protection/v1beta1/usage_types.go	41	}	COMMENT
LOW	apis/protection/v1beta1/usage_types.go	81	// MatchLabels ensures an object with matching labels is selected.	COMMENT
156 more matches not shown…

Decorative Section Separators10 hits · 39 pts

Severity	File	Line	Snippet	Context
MEDIUM	.coderabbit.yaml	4	# =============================================================================	COMMENT
MEDIUM	.coderabbit.yaml	6	# =============================================================================	COMMENT
MEDIUM	.coderabbit.yaml	20	# =============================================================================	COMMENT
MEDIUM	.coderabbit.yaml	22	# =============================================================================	COMMENT
MEDIUM⚡	.coderabbit.yaml	261	# =============================================================================	COMMENT
MEDIUM⚡	.coderabbit.yaml	264	# =============================================================================	COMMENT
MEDIUM⚡	.coderabbit.yaml	270	# =============================================================================	COMMENT
MEDIUM⚡	.coderabbit.yaml	277	# =============================================================================	COMMENT
MEDIUM⚡	.coderabbit.yaml	283	# =============================================================================	COMMENT
MEDIUM⚡	.coderabbit.yaml	285	# =============================================================================	COMMENT

AI Slop Vocabulary9 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	.coderabbit.yaml	221	# Our comprehensive golangci-lint setup with "default: all" already covers	COMMENT
MEDIUM	.coderabbit.yaml	224	# Go linting - disabled (we run golangci-lint with comprehensive config)	COMMENT
MEDIUM	test/e2e/apiextensions_xrds_test.go	95	// This test would be more robust if it could verify that the WatchingComposite	COMMENT
LOW	…ests/pkg/configuration/digest/provider-dependency.yaml	1	# Note that we don't directly create this manifest, we just use it to check	COMMENT
LOW	…configuration/digest/provider-revision-dependency.yaml	1	# Note that we don't directly create this manifest, we just use it to check	COMMENT
LOW	…/pkg/configuration/dependency/provider-dependency.yaml	1	# Note that we don't directly create this manifest, we just use it to check	COMMENT
LOW	…iguration/dependency/provider-revision-dependency.yaml	1	# Note that we don't directly create this manifest, we just use it to check	COMMENT
LOW	…r/provider-revision-common-annotations-and-labels.yaml	1	# Note that we don't directly create this manifest, we just use it to check	COMMENT
LOW	…g/image-config/runtime-config/provider-dependency.yaml	1	# Note that we don't directly create this manifest, we just use it to check	COMMENT

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/e2e/functions/revision-id/crossplane.yaml	3	# This function is manually built and pushed to	COMMENT
MEDIUM	…anifests/pkg/image-config/runtime-config/function.yaml	6	# This function is directly installed (not as a dependency) and should have	COMMENT
MEDIUM	…/image-config/runtime-config/function-new-runtime.yaml	6	# This function is directly installed (not as a dependency) and should have	COMMENT
MEDIUM	…nifests/pkg/composition-function-upgrade/function.yaml	1	# This file is NOT applied by the test. It describes the Function that the v1	COMMENT

Redundant / Tautological Comments5 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ns/composition/required-schemas/setup/composition.yaml	25	# Check if we received the schema in this iteration.	COMMENT
LOW⚡	…ns/composition/required-schemas/setup/composition.yaml	28	# Check if the schema has the expected structure.	COMMENT
LOW⚡	…ns/composition/required-schemas/setup/composition.yaml	38	# Check if referenced schemas (like ObjectMeta) are flattened.	COMMENT
LOW	…/composition/required-resources/setup/composition.yaml	32	# Check if we received the resource in this iteration.	COMMENT
LOW	…/composition/required-resources/setup/composition.yaml	35	# Check if the resource has the expected data, and echo its current	COMMENT

Verbosity Indicators4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	internal/ssa/managed_fields.go	89	// Step 1: All fields are owned by various managers, potentially including	COMMENT
LOW⚡	internal/ssa/managed_fields.go	93	// Step 2: Upgrade is called for the first time. We clear all field managers.	COMMENT
LOW⚡	internal/ssa/managed_fields.go	95	// Step 3: The controller server-side applies its fully specified intent	COMMENT
LOW⚡	internal/ssa/managed_fields.go	101	// Step 4: Upgrade is called for the second time. It deletes the	COMMENT

Structural Annotation Overuse4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	internal/ssa/managed_fields.go	89	// Step 1: All fields are owned by various managers, potentially including	COMMENT
LOW⚡	internal/ssa/managed_fields.go	93	// Step 2: Upgrade is called for the first time. We clear all field managers.	COMMENT
LOW⚡	internal/ssa/managed_fields.go	95	// Step 3: The controller server-side applies its fully specified intent	COMMENT
LOW⚡	internal/ssa/managed_fields.go	101	// Step 4: Upgrade is called for the second time. It deletes the	COMMENT

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	apis/hack/duplicate_api_type.sh	3	# Usage example:	COMMENT
LOW	hack/duplicate_proto_type.sh	3	# Usage example:	COMMENT
LOW	hack/duplicate_api_type.sh	3	# Usage example:	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	ADOPTERS.md	102	\| [AI CoE at Vodafone Germany](https://www.vodafone.de/) \| [@zouldapp](https://github.com/zouldapp) \| Crossplane enables	CODE

crossplane/crossplane

Open-Source Code Quality, Security and Technical Debt Review