0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

18.0K

Stars

Language

499.3K

Lines of Code

1.9K

Files

204

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 2.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 204 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 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 2.1/100 · LOW

Which changes need focused human review? 204 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 1MEDIUM 3LOW 200

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 204 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 Block183 hits · 174 pts

Severity	File	Line	Snippet	Context
LOW	app/vmauth/sso.go	321	// and auth state that are valid for a single flow.	COMMENT
LOW	app/vmauth/example_config.yml	1	# Arbitrary number of usernames may be put here.	COMMENT
LOW	app/vmauth/example_config.yml	81	# A single user for querying and inserting data:	COMMENT
LOW	app/vmauth/example_config_ent.yml	1	# Arbitrary number of usernames may be put here.	COMMENT
LOW	app/vmstorage/vmstorage_with_tenant_id.go	41	// A new instance of this type should be created using	COMMENT
LOW	app/vmstorage/vmstorage_with_tenant_id.go	81	func (*emptyBlockIterator) Error() error {	COMMENT
LOW	app/vmstorage/vmstorage_with_tenant_id.go	141		COMMENT
LOW	app/vmstorage/vmstorage_with_tenant_id.go	181		COMMENT
LOW	app/vmagent/remotewrite/remotewrite.go	401	// PushDropSamplesOnFailure pushes wr to the configured remote storage systems set via -remoteWrite.url	COMMENT
LOW	app/vmui/packages/vmui/src/vite-env.d.ts	1	/// <reference types="vite/client" />	COMMENT
LOW	app/vmselect/searchutil/searchutil.go	161	//	COMMENT
LOW	app/vmselect/promql/exec_test.go	10381	{Key: []byte("a"), Value: []byte("a")},	COMMENT
LOW	app/vmselect/promql/rollup.go	1861	// before calling rollup funcs.	COMMENT
LOW	app/vmselect/promql/rollup.go	2001	// It is impossible to determine the duration during which the value changed	COMMENT
LOW	app/vmselect/promql/rollup_test.go	2041	// either due to changes in the scrape interval or missing scrapes.	COMMENT
LOW	app/vmselect/promql/rollup_result_cache.go	601	}	COMMENT
LOW	app/vmselect/promql/eval.go	141		COMMENT
LOW	app/vmselect/promql/eval.go	501	//	COMMENT
LOW	app/vmselect/promql/eval.go	1361	//	COMMENT
LOW	app/vmselect/promql/eval.go	1421	//	COMMENT
LOW	app/vmselect/promql/eval.go	1481	if iafc != nil && !strings.EqualFold(iafc.ae.Name, "sum") {	COMMENT
LOW	app/vmalert/datasource/datasource.go	21	Query(ctx context.Context, query string, ts time.Time) (Result, *http.Request, error)	COMMENT
LOW	app/vmalert/rule/rule.go	21	// that has unique ID, can be Executed and	COMMENT
LOW	app/vmalert/rule/alerting.go	301	origin map[string]string	COMMENT
LOW	app/vmalert/templates/template.go	1	// Copyright 2013 The Prometheus Authors	COMMENT
LOW	app/vmalert/templates/template.go	181		COMMENT
LOW	app/vmalert/templates/template.go	421	// externalURL returns value of `external.url` flag	COMMENT
LOW	app/vmalert/templates/template.go	441	// pathEscape escapes the string so it can be safely placed inside a URL path segment.	COMMENT
LOW	app/vmctl/vm/vm.go	41	// AccountID for cluster version.	COMMENT
LOW	apptest/testcase.go	321		COMMENT
LOW	apptest/testcase.go	341	//	COMMENT
LOW	apptest/vminsert.go	121	// listening for incoming HTTP requests.	COMMENT
LOW	apptest/vmagent.go	81	//	COMMENT
LOW	apptest/vmagent.go	221	t.Fatalf("unexpected status code: got %d, want %d", statusCode, http.StatusNoContent)	COMMENT
LOW	apptest/app.go	41	type appOptions struct {	COMMENT
LOW	apptest/vmcluster.go	41	vminsert.sendBlocking = func(t *testing.T, numRows int, send func()) {	COMMENT
LOW	apptest/tests/replication_test.go	421	// vmstorage nodes. A vmselect can be configured to skip slow replicas	COMMENT
LOW	apptest/tests/replication_test.go	961	// factor is the same for all groups (groupRF). There is no replication	COMMENT
LOW	apptest/tests/replication_test.go	981	// case when N-globalRF+1 groups have received the response from all of	COMMENT
LOW	apptest/tests/replication_test.go	1001	// from at least M-groupRF+1 nodes.	COMMENT
LOW	apptest/tests/replication_test.go	1141		COMMENT
LOW	apptest/tests/query_tracer_test.go	21	func TestClusterPrometheusQueryTracer(t *testing.T) {	COMMENT
LOW	apptest/tests/query_tracer_test.go	41	// query tracer needs to be created for each goroutine. This often gets	COMMENT
LOW	apptest/tests/backup_restore_test.go	221	batch1Future := genData(numMetrics, "batch1", startFuture, stepFuture)	COMMENT
LOW	docs/victoriametrics/sd_configs.md	61	- job_name: azure	COMMENT
LOW	docs/victoriametrics/sd_configs.md	81		COMMENT
LOW	docs/victoriametrics/sd_configs.md	141	# If the token isn't specified, then it is read from a file pointed by CONSUL_HTTP_TOKEN_FILE	COMMENT
LOW	docs/victoriametrics/sd_configs.md	161	#	COMMENT
LOW	docs/victoriametrics/sd_configs.md	181	# node_meta is an optional node metadata key/value pairs to filter nodes for a given service.	COMMENT
LOW	docs/victoriametrics/sd_configs.md	261		COMMENT
LOW	docs/victoriametrics/sd_configs.md	281	# See https://www.consul.io/api-docs/catalog#list-nodes-for-service .	COMMENT
LOW	docs/victoriametrics/sd_configs.md	421	- job_name: docker	COMMENT
LOW	docs/victoriametrics/sd_configs.md	501	#	COMMENT
LOW	docs/victoriametrics/sd_configs.md	621	- job_name: ec2	COMMENT
LOW	docs/victoriametrics/sd_configs.md	641	#	COMMENT
LOW	docs/victoriametrics/sd_configs.md	661	#	COMMENT
LOW	docs/victoriametrics/sd_configs.md	841	#	COMMENT
LOW	docs/victoriametrics/sd_configs.md	901	# The mandatory Hetzner role for entity discovery.	COMMENT
LOW	docs/victoriametrics/sd_configs.md	1041	# api_server: "..."	COMMENT
LOW	docs/victoriametrics/sd_configs.md	1061	# Other roles only support selectors matching the role itself (e.g. node role can only contain node selectors).	COMMENT
123 more matches not shown…

Structural Annotation Overuse7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	docs/victoriametrics/Quick-Start.md	42	### Step 1: Download the binary	COMMENT
LOW	docs/victoriametrics/Quick-Start.md	63	### Step 2: Start VictoriaMetrics	COMMENT
LOW	docs/victoriametrics/Quick-Start.md	89	### Step 3: Explore the metrics	COMMENT
LOW	…des/guide-vmcluster-multiple-retention-setup/README.md	47	### Step 1: Deploying storage groups {#step1}	COMMENT
LOW	…des/guide-vmcluster-multiple-retention-setup/README.md	142	### Step 2: Deploying vmselect {#step2}	COMMENT
LOW	…des/guide-vmcluster-multiple-retention-setup/README.md	190	### Step 3: Deploying vmagent {#step3}	COMMENT
LOW	…des/guide-vmcluster-multiple-retention-setup/README.md	240	### Step 4: Verification	COMMENT

TODO Padding6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	lib/fs/fadvise_solaris.go	6	// TODO: implement this properly	COMMENT
LOW	lib/fs/fadvise_solaris.go	11	// TODO: implement this properly	COMMENT
LOW	lib/fs/fadvise_openbsd.go	8	// TODO: implement this properly	COMMENT
LOW	lib/fs/fadvise_openbsd.go	13	// TODO: implement this properly	COMMENT
LOW	lib/fs/fadvise_darwin.go	8	// TODO: implement this properly	COMMENT
LOW	lib/fs/fadvise_darwin.go	13	// TODO: implement this properly	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…des/guide-vmcluster-multiple-retention-setup/README.md	161	# Each list item is a single -storageNode flag. In this example, there is	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/vmanomaly-node-exporter-preset/user_input_example.yml	35	# # extra_labels: # some labels are already defined, but you can add more	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	deployment/docker/rules/alerts-vmanomaly.yml	1	# This file provides a recommended list of alerts to monitor the health of VictoriaMetrics Anomaly Detection (vmanomaly)	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…igitialocean/one-click-droplet/scripts/99-img-check.sh	93	# Check if there are log archives or log files that have not been recently cleared.	COMMENT
LOW	benchmarks/plot-load.sh	12	# Check if the files exist	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…ponents/Configurators/QueryEditor/autocompleteUtils.ts	56	export function shouldSuppressAutoSuggestion(value: string): boolean {	CODE
LOW	lib/promrelabel/debug.qtpl.go	76	qw422016.N().S(`<title>Metric relabel debug</title><script>function setRelabelDebugFormMethod(form) {form.method = (for	CODE

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/anomaly-detection/components/monitoring.md	848	Use `finish_reason="length"` to investigate responses ending at the output limit. See [Copilot context budgets](https://	CODE

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