0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

38.0K

Stars

TypeScript

Language

387.7K

Lines of Code

1.7K

Files

191

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 2.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 181 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 2.7/100 · LOW

Which changes need focused human review? 191 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 9LOW 182

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 191 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 Block158 hits · 158 pts

Severity	File	Line	Snippet	Context
LOW	internal/dhcpsvc/config.go	21	// interface identified by its name. It must not be empty and must only	COMMENT
LOW	internal/dhcpsvc/v4.go	41	// Clock is used to get current time. It should not be nil.	COMMENT
LOW	internal/dhcpsvc/server.go	21		COMMENT
LOW	internal/dhcpsvc/options4.go	61	func appendIPPerHostOptions(orig layers.DHCPOptions) (res layers.DHCPOptions) {	COMMENT
LOW	internal/dhcpsvc/options4.go	81	// The minimum legal value is 576.	COMMENT
LOW	internal/dhcpsvc/options4.go	121	func appendIPPerInterfaceOptions(orig layers.DHCPOptions) (res layers.DHCPOptions) {	COMMENT
LOW	internal/dhcpsvc/options4.go	141	// See https://datatracker.ietf.org/doc/html/rfc1122#section-3.2.2.9.	COMMENT
LOW	internal/dhcpsvc/options4.go	161	layers.NewDHCPOption(layers.DHCPOptSolicitAddr, netutil.IPv4allrouter()),	COMMENT
LOW	internal/dhcpsvc/options4.go	181	orig,	COMMENT
LOW	internal/dhcpsvc/options4.go	221	layers.NewDHCPOption(layers.DHCPOptTCPKeepAliveInt, []byte{0x0, 0x0, 0x1C, 0x20}),	COMMENT
LOW	internal/dhcpsvc/networkdevice.go	61	// to simplify testing.	COMMENT
LOW	internal/dhcpsvc/dhcpsvc.go	21		COMMENT
LOW	internal/dhcpsvc/dhcpsvc.go	41	// client must always have a MAC address. mac must be a valid MAC address	COMMENT
LOW	internal/dhcpsvc/options6.go	21	// IANAOption represents a parsed IA_NA (Identity Association for Non-temporary	COMMENT
LOW	internal/dhcpsvc/options6.go	41	T2 time.Duration	COMMENT
LOW	internal/dhcpsvc/options6.go	141	// Addr is the IPv6 address.	COMMENT
LOW	internal/dhcpsvc/options6.go	161	// 0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 5 6 7 8 9 0 1	COMMENT
LOW	internal/dhcpsvc/v6.go	21		COMMENT
LOW	internal/dhcpsvc/v6.go	41	//	COMMENT
LOW	internal/dhcpsvc/v6.go	61	// address with last byte set to 0xff. Proper prefixes should be used instead,	COMMENT
LOW	internal/dhcpsvc/v6.go	121	// clock is used to get the current time.	COMMENT
LOW	internal/dhcpsvc/v6.go	641	}	COMMENT
LOW	internal/home/config.go	81	// not absolutely necessary.	COMMENT
LOW	internal/home/config.go	121		COMMENT
LOW	internal/home/config.go	181	// PortDNSOverTLS is the DNS-over-TLS port. If 0, DoT will be disabled.	COMMENT
LOW	internal/home/service.go	141	}	COMMENT
LOW	internal/home/options.go	21	// options represents the command-line options.	COMMENT
LOW	internal/home/options.go	41	serviceControlAction string	COMMENT
LOW	internal/home/mobileconfig.go	21	)	COMMENT
LOW	internal/home/clientshttp.go	21	// clients. Some of the fields are only necessary in one or two handlers and	COMMENT
LOW	internal/home/clients.go	61	// safeSearchCacheTTL is the TTL of the safe search cache to use for	COMMENT
LOW	internal/next/cmd/opt.go	21		COMMENT
LOW	internal/next/cmd/opt.go	41	// - "status": Prints the service status.	COMMENT
LOW	internal/next/cmd/opt.go	61	// file, optionally print an error message to stdout, and exit with a	COMMENT
LOW	internal/next/cmd/opt.go	81	// directory instead of the files compiled into the binary.	COMMENT
LOW	internal/ipset/ipset.go	21	// Logger is used for logging the operation of the ipset manager. It must	COMMENT
LOW	internal/ipset/ipset_linux.go	21	)	COMMENT
LOW	internal/ipset/ipset_linux_internal_test.go	181	// goos: linux	COMMENT
LOW	internal/aghrenameio/renameio.go	1	// Package aghrenameio is a wrapper around package github.com/google/renameio/v2	COMMENT
LOW	internal/aghrenameio/renameio.go	21	// Cleanup closes the file, and removes it without performing the renaming.	COMMENT
LOW	internal/aghuser/db.go	21	// All retrieves all users from the database, sorted by login.	COMMENT
LOW	internal/aghuser/sessionstorage.go	41	// DefaultSessionStorageConfig represents the web user session storage	COMMENT
LOW	internal/arpdb/arpdb_openbsd.go	21	mu: &sync.RWMutex{},	COMMENT
LOW	internal/filtering/filter.go	401	// 1. Get the list of filters to be updated. For each filter, run the download	COMMENT
LOW	internal/filtering/reason.go	41	FilteredBlockedService	COMMENT
LOW	internal/filtering/rewrite/storage_internal_test.go	181	Value: addr2v4,	COMMENT
LOW	…ernal/filtering/safesearch/safesearch_internal_test.go	101		COMMENT
LOW	internal/filtering/rulelist/parser.go	41		COMMENT
LOW	internal/aghtls/manager.go	41	// and/or key have been updated.	COMMENT
LOW	internal/configmigrate/v31.go	1	package configmigrate	COMMENT
LOW	internal/configmigrate/v15.go	1	package configmigrate	COMMENT
LOW	internal/configmigrate/v15.go	21	// # …	COMMENT
LOW	internal/configmigrate/v21.go	1	package configmigrate	COMMENT
LOW	internal/configmigrate/v5.go	1	package configmigrate	COMMENT
LOW	internal/configmigrate/v25.go	1	package configmigrate	COMMENT
LOW	internal/configmigrate/v11.go	1	package configmigrate	COMMENT
LOW	internal/configmigrate/v4.go	1	package configmigrate	COMMENT
LOW	internal/configmigrate/v34.go	1	package configmigrate	COMMENT
LOW	internal/configmigrate/v24.go	1	package configmigrate	COMMENT
LOW	internal/configmigrate/v24.go	21	//	COMMENT
98 more matches not shown…

Structural Annotation Overuse7 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	internal/home/clients.go	76	// NOTE: This function must be called only once.	COMMENT
LOW⚡	client_v2/tests/e2e/globalSetup.ts	24	// Step 1: Greeting	COMMENT
LOW⚡	client_v2/tests/e2e/globalSetup.ts	27	// Step 2: Auth	COMMENT
LOW⚡	client_v2/tests/e2e/globalSetup.ts	33	// Step 3: Interface settings	COMMENT
LOW⚡	client_v2/tests/e2e/globalSetup.ts	37	// Step 4: DNS settings	COMMENT
LOW⚡	client_v2/tests/e2e/globalSetup.ts	40	// Step 5: Setup guide	COMMENT
LOW⚡	client_v2/tests/e2e/globalSetup.ts	43	// Step 6: Submit — open dashboard	COMMENT

Self-Referential Comments5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/make/helper.sh	5	# This file contains common script helpers. It should be sourced in scripts	COMMENT
MEDIUM	scripts/make/pack-release.sh	229	# Create the version.json file.	COMMENT
MEDIUM	scripts/hooks/helper.sh	5	# This file contains common script helpers for git hooks. It should be sourced	COMMENT
MEDIUM	scripts/snap/build.sh	45	# Create the meta subdirectory and copy files there.	COMMENT
MEDIUM	scripts/snap/build.sh	57	# Create a snap.yaml file, setting the values.	COMMENT

Verbosity Indicators6 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW⚡	client_v2/tests/e2e/globalSetup.ts	24	// Step 1: Greeting	COMMENT
LOW⚡	client_v2/tests/e2e/globalSetup.ts	27	// Step 2: Auth	COMMENT
LOW⚡	client_v2/tests/e2e/globalSetup.ts	33	// Step 3: Interface settings	COMMENT
LOW⚡	client_v2/tests/e2e/globalSetup.ts	37	// Step 4: DNS settings	COMMENT
LOW⚡	client_v2/tests/e2e/globalSetup.ts	40	// Step 5: Setup guide	COMMENT
LOW⚡	client_v2/tests/e2e/globalSetup.ts	43	// Step 6: Submit — open dashboard	COMMENT

Decorative Section Separators3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	…_v2/src/__tests__/helpers/validate-pem-content.test.ts	25	// ── Positive cases ──────────────────────────────────────────────	COMMENT
MEDIUM	…_v2/src/__tests__/helpers/validate-pem-content.test.ts	103	// ── Negative cases ──────────────────────────────────────────────	COMMENT
MEDIUM	…v2/src/__tests__/helpers/normalize-server-name.test.ts	49	// ── No silent rewriting beyond protocol and trailing slash ─────	COMMENT

Fake / Example Data7 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…_v2/src/__tests__/components/tls-setup-wizard.test.tsx	178	expect(textarea).toHaveAttribute('placeholder', '-----BEGIN CERTIFICATE-----');	CODE
LOW	.github/ISSUE_TEMPLATE/bug.yml	114	'placeholder': >	CODE
LOW	.github/ISSUE_TEMPLATE/bug.yml	126	'placeholder': >	CODE
LOW	.github/ISSUE_TEMPLATE/bug.yml	138	'placeholder': >	CODE
LOW⚡	.github/ISSUE_TEMPLATE/feature.yml	25	'placeholder': >	CODE
LOW⚡	.github/ISSUE_TEMPLATE/feature.yml	35	'placeholder': >	CODE
LOW⚡	.github/ISSUE_TEMPLATE/feature.yml	44	'placeholder': >	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/make/build-docker.sh	44	# Set DOCKER_IMAGE_NAME to 'adguard/adguard-home' if you want (and are allowed)	COMMENT
LOW	scripts/make/build-docker.sh	49	# Set DOCKER_PUSH to '1' if you want (and are allowed) to push to DockerHub.	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	client_v2/tests/e2e/query-log.spec.ts	551	async function expectQueryLogRequestCount(queryLogRequests: URL[], expectedCount: number) {	CODE
LOW	client_v2/src/helpers/useChart.ts	145	export function createExternalTooltipHandler(	CODE

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	client_v2/src/__locales/pt-pt.json	699	"setup_devices_router_list_1": "Normalmente, pode aceder-lhes a partir do seu navegador através de um URL, como <code>	CODE

AdguardTeam/AdGuardHome

Open-Source Code Quality, Security and Technical Debt Review