3.1

Adjusted Signal

3.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

10.0K

Stars

Language

415.8K

Lines of Code

772

Files

1.4K

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 13.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1386 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 10 finding(s).

Agent Over-Engineering Ratio 0.5/100 · 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? 1404 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 0HIGH 8MEDIUM 2LOW 1394

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 1404 distinct pattern matches across 8 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 Block1377 hits · 1224 pts

Severity	File	Line	Snippet	Context
LOW	cmd/po-docgen/compatibility.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	cmd/po-docgen/main.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	cmd/admission-webhook/main.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	cmd/po-rule-migration/main.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	cmd/prometheus-config-reloader/main.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	cmd/prometheus-config-reloader/main_test.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	cmd/operator/main.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	…ion/proposals/implemented/202409-status-subresource.md	101	// that have the desired version spec.	COMMENT
LOW	…ion/proposals/implemented/202409-status-subresource.md	121	Selector string `json:"selector,omitempty"`	COMMENT
LOW	…ion/proposals/implemented/202409-status-subresource.md	141	// Human-readable message indicating details for the condition's last transition.	COMMENT
LOW	…ion/proposals/implemented/202409-status-subresource.md	281	type AlertmanagerStatus struct {	COMMENT
LOW	test/framework/deployment.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/event.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/service.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/prometheus_rule.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/role_binding.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/statefulset.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/cluster_role.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/scrapeconfig.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/pod.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/framework.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/admission_webhooks.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/alertmanager.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/service_account.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/ingress.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/cluster_role_binding.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/thanos_querier.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/app.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/probe.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/storage.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/prometheus.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/thanosruler.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/context.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/secret.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/pod_monitor.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/alertmanager_config.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/service_monitor.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/config_map.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/replication_controller.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/status.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/crd.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/helpers.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/prometheusagent.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/namespace.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/framework/node.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/instrumented-sample-app/main.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/e2e/rules_test.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/e2e/controllerid_test.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/e2e/topology_sharding_test.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/e2e/alertmanager_test.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/e2e/config_reloader_test.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/e2e/prometheus_instance_namespaces_test.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/e2e/prometheus_instance_namespaces_test.go	201	}	COMMENT
LOW	test/e2e/prometheus_instance_namespaces_test.go	361	// operator can reconcile Prometheus and associated resources even when	COMMENT
LOW	test/e2e/status_subresource_test.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/e2e/denylist_test.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/e2e/prometheus_operator_test.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/e2e/repair_policy_test.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/e2e/prometheus_shard_retention_policy_test.go	1	// Copyright The prometheus-operator Authors	COMMENT
LOW	test/e2e/prometheusagent_test.go	1	// Copyright The prometheus-operator Authors	COMMENT
1317 more matches not shown…

Cross-File Repetition8 hits · 40 pts

Severity	File	Snippet	Context
HIGH	…ator-crd-full/monitoring.coreos.com_alertmanagers.yaml	type: string resourcefieldref: description: \|- selects a resource of the container: only resources limits and requests (	STRING
HIGH	…rator-crd-full/monitoring.coreos.com_thanosrulers.yaml	type: string resourcefieldref: description: \|- selects a resource of the container: only resources limits and requests (	STRING
HIGH	…rator-crd-full/monitoring.coreos.com_prometheuses.yaml	type: string resourcefieldref: description: \|- selects a resource of the container: only resources limits and requests (	STRING
HIGH	…r-crd-full/monitoring.coreos.com_prometheusagents.yaml	type: string resourcefieldref: description: \|- selects a resource of the container: only resources limits and requests (	STRING
HIGH	…-operator-crd/monitoring.coreos.com_alertmanagers.yaml	type: string resourcefieldref: description: \|- selects a resource of the container: only resources limits and requests (	STRING
HIGH	…s-operator-crd/monitoring.coreos.com_thanosrulers.yaml	type: string resourcefieldref: description: \|- selects a resource of the container: only resources limits and requests (	STRING
HIGH	…s-operator-crd/monitoring.coreos.com_prometheuses.yaml	type: string resourcefieldref: description: \|- selects a resource of the container: only resources limits and requests (	STRING
HIGH	…erator-crd/monitoring.coreos.com_prometheusagents.yaml	type: string resourcefieldref: description: \|- selects a resource of the container: only resources limits and requests (	STRING

Fake / Example Data10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	test/e2e/alertmanager_test.go	1202	From: new("admin@example.com"),	CODE
LOW	pkg/alertmanager/operator_test.go	1363	From: new("admin@example.com"),	CODE
LOW	pkg/alertmanager/operator_test.go	1389	From: new("admin@example.com"),	CODE
LOW	pkg/alertmanager/operator_test.go	1497	From: new("admin@example.com"),	CODE
LOW	pkg/alertmanager/operator_test.go	1525	From: new("admin@example.com"),	CODE
LOW	pkg/alertmanager/amcfg_test.go	5021	From: new("admin@example.com"),	CODE
LOW	pkg/alertmanager/amcfg_test.go	5057	From: new("admin@example.com"),	CODE
LOW	pkg/alertmanager/amcfg_test.go	5093	From: new("admin@example.com"),	CODE
LOW	pkg/alertmanager/amcfg_test.go	5172	From: new("admin@example.com"),	CODE
LOW	pkg/alertmanager/amcfg_test.go	5210	From: new("admin@example.com"),	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	pkg/prometheus/promcfg.go	2371	// Step 1: populate __tmp_topology from endpointslice zone (no-op for pod role).	COMMENT
LOW	pkg/prometheus/promcfg.go	2382	// Step 2: if __tmp_topology is still empty, use the pod topology label	COMMENT
LOW	pkg/prometheus/promcfg.go	2407	// Step 3: keep only targets in the assigned zone, unless __tmp_disable_sharding is set.	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	pkg/prometheus/promcfg.go	2371	// Step 1: populate __tmp_topology from endpointslice zone (no-op for pod role).	COMMENT
LOW	pkg/prometheus/promcfg.go	2382	// Step 2: if __tmp_topology is still empty, use the pod topology label	COMMENT
LOW	pkg/prometheus/promcfg.go	2407	// Step 3: keep only targets in the assigned zone, unless __tmp_disable_sharding is set.	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/push-docker-image.sh	107	# Create the manifest to join all images under one virtual tag.	COMMENT

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmd/operator/main.go	145	fs.StringVar(&apiServer, "apiserver", "", "API Server addr, e.g. ' - NOT RECOMMENDED FOR PRODUCTION - http://127.0.0.1:	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/update-golden-files.sh	15	# Check if the dependency is in the imports	COMMENT

prometheus-operator/prometheus-operator

Open-Source Code Quality, Security and Technical Debt Review