0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

26.7K

Stars

Language

111.9K

Lines of Code

528

Files

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 3.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 54 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

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

PR Review Velocity Impact 3.5/100 · LOW

Which changes need focused human review? 67 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 6LOW 61

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 67 distinct pattern matches across 6 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 Block28 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	.goreleaser.yml	181	description: "Agent for Beszel, a lightweight server monitoring platform."	COMMENT
LOW	internal/tests/api.go	21		COMMENT
LOW	internal/tests/api.go	61		COMMENT
LOW	internal/tests/api.go	81	// map[string]int{ "*": 0 } // no hook events were fired	COMMENT
LOW	internal/tests/api.go	101	// Method: http.MethodGet,	COMMENT
LOW	internal/tests/api.go	121	})	COMMENT
LOW	internal/alerts/alerts_cache_test.go	181	// defer hub.Cleanup()	COMMENT
LOW	internal/alerts/alerts_cache_test.go	201	// assert.Len(t, cache.Get(system1.Id), 1)	COMMENT
LOW	internal/alerts/alerts_container.go	21	// containerLogFallbackLines is how many trailing raw log lines are used when no	COMMENT
LOW	internal/site/src/components/ui/chart.tsx	21	// config: ChartConfig	COMMENT
LOW	internal/site/src/components/ui/chart.tsx	61	)	COMMENT
LOW	…src/components/systemd-table/systemd-table-columns.tsx	41	},	COMMENT
LOW	internal/hub/api_test.go	1521	Method: http.MethodGet,	COMMENT
LOW	internal/entities/monitor/monitor.go	61	//	COMMENT
LOW	internal/entities/container/container.go	21	// Type string	COMMENT
LOW	agent/disk.go	741		COMMENT
LOW	agent/connection_manager_test.go	281	require.NoError(t, agent.StopServer())	COMMENT
LOW	agent/fans.go	41	}	COMMENT
LOW	agent/gpu.go	801	if caps.hasIntelGpuTop && !caps.hasXe {	COMMENT
LOW	supplemental/docker/agent/docker-compose.yml	21	TOKEN: "<token>"	COMMENT
LOW	supplemental/scripts/install-hub.sh	21	cat <<'EOF'	COMMENT
LOW	supplemental/scripts/install-agent.sh	141	# Add the following lines to /etc/rc.conf to configure Beszel Agent:	COMMENT
LOW	supplemental/helm/beszel-hub/values.yaml	81	# value: this-is-the-only-value	COMMENT
LOW	supplemental/helm/beszel-hub/values.yaml	121	# APP_URL: https://beszel.example.com	COMMENT
LOW	supplemental/helm/beszel-agent/values.yaml	41		COMMENT
LOW	supplemental/helm/beszel-agent/values.yaml	101	# filters:	COMMENT
LOW	supplemental/helm/beszel-agent/values.yaml	141	# Additional volumes on the output Deployment definition.	COMMENT
LOW	supplemental/helm/beszel-agent/values.yaml	161	# SSH public key for agent authentication - REQUIRED (unless using existingSecret)	COMMENT

Self-Referential Comments6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	supplemental/scripts/install-hub.sh	302	# Create a dedicated user for the service if it doesn't exist	COMMENT
MEDIUM	supplemental/scripts/install-hub.sh	314	# Create the directory for the Beszel Hub	COMMENT
MEDIUM	supplemental/scripts/install-hub.sh	366	# Create the rc service file	COMMENT
MEDIUM	supplemental/scripts/install-agent.sh	853	# Create a dedicated user for the service if it doesn't exist	COMMENT
MEDIUM	supplemental/scripts/install-agent.sh	907	# Create the directory for the Beszel Agent	COMMENT
MEDIUM	supplemental/scripts/install-agent.sh	1252	# Create the rc service file if it doesn't exist	COMMENT

Redundant / Tautological Comments11 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	supplemental/scripts/install-hub.sh	144	# Check if running as root and re-execute with sudo if needed	COMMENT
LOW	supplemental/scripts/install-hub.sh	380	# Check if service started successfully	COMMENT
LOW	supplemental/scripts/install-hub.sh	436	# Check if the service is running	COMMENT
LOW	supplemental/scripts/install-agent-brew.sh	50	# Check if brew is installed, prompt to install if not	COMMENT
LOW	supplemental/scripts/install-agent.sh	44	# Check if SELinux is enabled and in enforcing or permissive mode	COMMENT
LOW	supplemental/scripts/install-agent.sh	561	# Check if running as root and re-execute with sudo if needed	COMMENT
LOW	supplemental/scripts/install-agent.sh	610	# Check if there's a value after the = sign	COMMENT
LOW	supplemental/scripts/install-agent.sh	633	# Check if there's a value after the = sign	COMMENT
LOW	supplemental/scripts/install-agent.sh	781	# Check if a package is installed	COMMENT
LOW	supplemental/scripts/install-agent.sh	1099	# Check if service started successfully	COMMENT
LOW	supplemental/scripts/install-agent.sh	1301	# Check if service started successfully	COMMENT

Fake / Example Data13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	internal/alerts/alerts_api_test.go	440	adminUser, err := beszelTests.CreateUserWithRole(hub, "admin@example.com", "password123", "admin")	CODE
LOW	internal/hub/api_settings_ownership_test.go	72	create: map[string]any{"system": systems[0].Id, "token": "initial-dummy-token", "fingerprint": "dummy-fingerprint"}	CODE
LOW	internal/hub/api_settings_ownership_test.go	73	edit: map[string]any{"token": "rotated-dummy-token", "fingerprint": ""},	CODE
LOW	internal/hub/api_test.go	102	adminUser, err := beszelTests.CreateUserWithRole(hub, "admin@example.com", "password123", "admin")	CODE
LOW	internal/hub/agent_connect_test.go	89	"email": "test@test.com",	CODE
LOW	internal/hub/config/config_test.go	72	user, err := tests.CreateUser(testHub.App, "admin@example.com", "testtesttest")	CODE
LOW	internal/hub/config/config_test.go	92	- "admin@example.com"	CODE
LOW	internal/hub/config/config_test.go	119	- "admin@example.com"`,	CODE
LOW	internal/hub/config/config_test.go	197	user, err := tests.CreateUser(testHub.App, "admin@example.com", "testtesttest")	CODE
LOW	internal/hub/config/config_test.go	219	- "admin@example.com"`	CODE
LOW	internal/hub/heartbeat/heartbeat_test.go	220	user, err := beszeltests.CreateUser(app.App, "admin@example.com", "password123")	CODE
LOW	internal/hub/systems/systems_test.go	61	user, err := tests.CreateUser(hub, "test@test.com", "testtesttest")	CODE
LOW	internal/hub/systems/systems_test.go	226	_, err = tests.CreateUser(hub, "test@test.com", "testtesttest")	CODE

Hyper-Verbose Identifiers8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	internal/site/src/components/ui/chart.tsx	390	function getPayloadConfigFromPayload(config: ChartConfig, payload: unknown, key: string) {	CODE
LOW	internal/site/src/components/ui/icons.tsx	190	export function SquareArrowRightEnterIcon(props: SVGProps<SVGSVGElement>) {	CODE
LOW	…ents/network-monitors-table/network-monitors-table.tsx	650	function NetworkMonitorSheetContent({	CODE
LOW	…src/components/systems-table/systems-table-columns.tsx	94	function getMeterStateByThresholds(value: number, warn = 65, crit = 90): MeterState {	CODE
LOW	…/site/src/components/routes/settings/notifications.tsx	179	function showTestNotificationError(msg: string) {	CODE
LOW	…rnal/site/src/components/routes/system/lazy-tables.tsx	72	function SystemNetworkMonitorsTable({ systemId }: { systemId: string }) {	CODE
LOW	internal/site/src/lib/logs.ts	5	export function getLogTimestampDecorations(logs: string): DecorationItem[] {	CODE
LOW	internal/site/src/lib/use-network-monitors.ts	118	function flushPendingMonitorEvents() {	CODE

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	supplemental/scripts/install-agent.sh	1282	# we just set. The service then refuses to start, and rc.subr's own error points	COMMENT

henrygd/beszel

Open-Source Code Quality, Security and Technical Debt Review