0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.5K

Stars

Language

452.2K

Lines of Code

2.9K

Files

258

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 2.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 238 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 20 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

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

PR Review Velocity Impact 3.1/100 · LOW

Which changes need focused human review? 258 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 1HIGH 0MEDIUM 10LOW 247

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 258 distinct pattern matches across 7 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 Block205 hits · 205 pts

Severity	File	Line	Snippet	Context
LOW	evcc.dist.yaml	1	network:	COMMENT
LOW	evcc.dist.yaml	21	# telemetry enables aggregated statistics	COMMENT
LOW	evcc.dist.yaml	41	db: error	COMMENT
LOW	evcc.dist.yaml	161	# co2 tariff provides co2 intensity forecast and is for co2-optimized target charging if no variable grid tariff is	COMMENT
LOW	evcc.dist.yaml	181	influx:	COMMENT
LOW	evcc.dist.yaml	221	title: Plan overrun	COMMENT
LOW	core/loadpoint.go	2321	}	COMMENT
LOW	core/site_tariffs.go	261	// solarScale computes a scale factor for the solar forecast by sorting the daily	COMMENT
LOW	core/loadpoint/api.go	41	//	COMMENT
LOW	core/loadpoint/api.go	61	// SetDefaultVehicleRef sets the loadpoint default vehicle	COMMENT
LOW	core/loadpoint/api.go	141		COMMENT
LOW	vehicle/tronity.go	1	package vehicle	COMMENT
LOW	vehicle/ford/connect/provider.go	81	}	COMMENT
LOW	vehicle/mercedes/pb/client.pb.go	21	_ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20)	COMMENT
LOW	vehicle/mercedes/pb/client.pb.go	41	// *ClientMessage_AcknowledgeUserDataUpdate	COMMENT
LOW	vehicle/mercedes/pb/vehicle-events.pb.go	781	// *VehicleAttributeStatus_GasConsumptionUnit_	COMMENT
LOW	vehicle/mercedes/pb/vehicle-events.pb.go	2441	//	COMMENT
LOW	vehicle/mercedes/pb/vehicle-commands.pb.go	1001	// with the process id.	COMMENT
LOW	vehicle/mercedes/pb/vehicle-commands.pb.go	1021	// *CommandRequest_SunroofClose	COMMENT
LOW	vehicle/mercedes/pb/vehicle-commands.pb.go	1041	// *CommandRequest_ChargeOptStart	COMMENT
LOW	vehicle/mercedes/pb/vehicle-commands.pb.go	3521	// => only if time profile entry is unchanged, do not provide attribute "id" if new profile entry shall be added	COMMENT
LOW	vehicle/mercedes/pb/acp.pb.go	401	// Duplicate value: 18: "atp",	COMMENT
LOW	vehicle/mercedes/pb/acp.pb.go	941	// Duplicate value: 117: "chargeflapUnlock",	COMMENT
LOW	vehicle/mercedes/pb/acp.pb.go	961	// Duplicate value: 560: "engineStop",	COMMENT
LOW	vehicle/mercedes/pb/acp.pb.go	981	// Duplicate value: 945: "dc2ServiceactivationConfigure",	COMMENT
LOW	vehicle/mercedes/pb/acp.pb.go	1001	// Duplicate value: 2020: "chargeprogramconfigure",	COMMENT
LOW	vehicle/mercedes/pb/acp.pb.go	1021	// Duplicate value: 1210: "udxActiveUserProfile",	COMMENT
LOW	vehicle/mercedes/pb/acp.pb.go	1041	// Duplicate value: 1438: "rootCertificateRemove",	COMMENT
LOW	vehicle/aiways/provider.go	81	}	COMMENT
LOW	vehicle/aiways/types.go	41	// DoorOpenStsLf string `json:"doorOpenStsLf"`	COMMENT
LOW	vehicle/aiways/types.go	61	// AutoLightOpenSts string `json:"autoLightOpenSts"`	COMMENT
LOW	vehicle/aiways/types.go	81	// AirconAcSts string `json:"airconAcSts"`	COMMENT
LOW	vehicle/aiways/types.go	101	// ChgConnStsAc string `json:"chgConnStsAc"`	COMMENT
LOW	vehicle/polestar/pb/polestar_grpc.pb.go	1	// Code generated by protoc-gen-go-grpc. DO NOT EDIT.	COMMENT
LOW	vehicle/polestar/pb/polestar.pb.go	1	// Code generated by protoc-gen-go. DO NOT EDIT.	COMMENT
LOW	vehicle/vw/eudataact/provider.go	21	// Provider implements the vehicle api on top of the EU Data Act dataset.	COMMENT
LOW	util/sponsor/hemspro.go	1	//go:build !linux	COMMENT
LOW	util/sponsor/auth.go	1	package sponsor	COMMENT
LOW	util/sponsor/docs.go	1	package sponsor	COMMENT
LOW	util/sponsor/hemspro_linux.go	1	//go:build linux	COMMENT
LOW	util/sponsor/hardware.go	1	package sponsor	COMMENT
LOW	util/sponsor/victron.go	1	package sponsor	COMMENT
LOW	util/sponsor/pulsares.go	1	package sponsor	COMMENT
LOW	util/templates/types.go	201	}	COMMENT
LOW	util/templates/template.go	381	}	COMMENT
LOW	charger/sungrow.go	1	package charger	COMMENT
LOW	charger/alpitronic.go	1	package charger	COMMENT
LOW	charger/mypv_common.go	1	package charger	COMMENT
LOW	charger/foxess-evc.go	1	package charger	COMMENT
LOW	charger/sigenergy-evdc.go	1	package charger	COMMENT
LOW	charger/versicharge.go	1	package charger	COMMENT
LOW	charger/ocpp.go	1	package charger	COMMENT
LOW	charger/em2go.go	1	package charger	COMMENT
LOW	charger/deye-evse.go	1	package charger	COMMENT
LOW	charger/tuya-depow.go	1	package charger	COMMENT
LOW	charger/tuya-depow.go	21	// Tuya model ids differ per product, e.g. e1krltgk for witok7vhhjohtr02. Not all firmware versions report all data poin	COMMENT
LOW	charger/tuya-depow.go	41	// 108 x_downcounter ro countdown remaining s	COMMENT
LOW	charger/zaptec.go	1	package charger	COMMENT
LOW	charger/hesotec.go	1	package charger	COMMENT
LOW	charger/_blueprint.go	1	package charger	COMMENT
145 more matches not shown…

Slop Phrases11 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	vehicle/mercedes/pb/vehicle-commands.pb.go	336	// don't forget to set the field 36 to reserved.	COMMENT
MEDIUM	.github/workflows/codeql.yml	60	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT
MEDIUM	templates/definition/charger/demo-charger.yaml	9	en: For demonstration purposes. Charger with a fixed set of values.	CODE
MEDIUM	templates/definition/charger/demo-switch.yaml	9	en: For demonstration purposes. Switchable device with a fixed set of values.	CODE
MEDIUM	templates/definition/charger/demo-heatpump.yaml	9	en: For demonstration purposes. Heat pump with a fixed set of values.	CODE
MEDIUM	…lates/definition/tariff/demo-temperature-forecast.yaml	9	en: For demonstration purposes. Provides outdoor temperature data based on a typical daily cycle.	CODE
MEDIUM	templates/definition/tariff/demo-co2-forecast.yaml	9	en: For demonstration purposes. Provides CO₂ intensity data based on typical central european summer values.	CODE
MEDIUM	templates/definition/tariff/demo-solar-forecast.yaml	9	en: For demonstration purposes. Provides optimal solar production curve peaking at noon.	CODE
MEDIUM	templates/definition/tariff/demo-dynamic-grid.yaml	9	en: For demonstration purposes. Simulates dynamic electricity prices similar to EPEX spot market with typical daily	CODE
MEDIUM	templates/definition/meter/demo-meter.yaml	9	en: For demonstration purposes. Meter with a fixed set of values.	CODE
MEDIUM	templates/definition/meter/demo-battery.yaml	9	en: For demonstration purposes. Battery with a fixed set of values.	CODE

Fake / Example Data19 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	vehicle/vw/eudataact/api_test.go	116	user: "test@example.org",	CODE
LOW	vehicle/vw/eudataact/api_test.go	145	assert.Equal(t, "test@example.org", req.PostForm.Get("email"))	CODE
LOW	vehicle/livewire/api_test.go	34	assert.Equal(t, "user@example.org", r.PostForm.Get("loginID"))	CODE
LOW	vehicle/livewire/api_test.go	68	identity := NewIdentity(util.NewLogger("test"), "user@example.org", "secret", "device-1")	CODE
LOW	vehicle/bluelink/identity_test.go	105	require.NoError(t, identity.Login("user@example.com", tt.password, "en", "kia"))	CODE
LOW	vehicle/bluelink/identity_test.go	128	require.NoError(t, identity.Login("user@example.com", strings.Repeat("A", 48), "en", "kia"))	CODE
LOW	vehicle/bluelink/identity_test.go	192	require.NoError(t, identity.Login("user@example.com", "s3cret-Passw0rd!", "en", "kia"))	CODE
LOW	vehicle/bluelink/identity_test.go	220	err := identity.Login("user@example.com", strings.Repeat("A", 48), "en", "kia")	CODE
LOW	vehicle/bluelink/identity_test.go	238	err := identity.Login("user@example.com", "s3cret-Passw0rd!", "en", "kia")	CODE
LOW	util/templates/defaults.yaml	70	example: "user@example.com"	CODE
LOW	tests/config-loadpoint.spec.ts	56	await expect(lpModal.getByLabel("Title")).not.toHaveAttribute("placeholder");	CODE
LOW	tests/issue.spec.ts	44	expect(configContent).not.toContain("test@example.org");	CODE
LOW	tests/config-template-defaults.spec.ts	52	await expect(power).toHaveAttribute("placeholder", "1000");	CODE
LOW	templates/definition/tariff/octopus-de.yaml	16	example: "user@example.com"	CODE
LOW	templates/definition/tariff/octopus-it.yaml	16	example: "user@example.com"	CODE
LOW	i18n/de.json	1050	"placeholder": "Token einfügen",	CODE
LOW	i18n/en.json	1050	"placeholder": "Paste token",	CODE
LOW	assets/js/utils/placeholder.test.ts	4	describe("placeholder", () => {	CODE
LOW	assets/js/components/Helper/Combobox.vue	17	:placeholder="placeholder"	CODE

Verbosity Indicators7 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	templates/definition/meter/indevolt-battery.yaml	109	# Step 1: Set Mode to Self-consumed Prioritized (47005=1), which is the default for this battery	COMMENT
LOW⚡	templates/definition/meter/indevolt-battery.yaml	115	# Step 2: Also Set Grid Charging Setting to Disable (1143=0) to enable normal operation	COMMENT
LOW⚡	templates/definition/meter/indevolt-battery.yaml	125	# Step 1: Set Mode to Real-time control (47005=4), which is necessary to write State Setting (Step 2)	COMMENT
LOW⚡	templates/definition/meter/indevolt-battery.yaml	131	# Step 2: Set State Setting to Standby (47015=0), additionally adjusting power and SOC to valid values to av	COMMENT
LOW⚡	templates/definition/meter/indevolt-battery.yaml	142	# Step 1: Set Mode to Real-time control (47005=4), which is necessary to write State Setting (Step 3)	COMMENT
LOW⚡	templates/definition/meter/indevolt-battery.yaml	148	# Step 2: Set Grid Charging Setting to Charging (1143=1)	COMMENT
LOW⚡	templates/definition/meter/indevolt-battery.yaml	154	# Step 3: Set State Setting to Charging (47015=1), additionally adjusting power and SOC to valid values, whi	COMMENT

Structural Annotation Overuse7 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	templates/definition/meter/indevolt-battery.yaml	109	# Step 1: Set Mode to Self-consumed Prioritized (47005=1), which is the default for this battery	COMMENT
LOW⚡	templates/definition/meter/indevolt-battery.yaml	115	# Step 2: Also Set Grid Charging Setting to Disable (1143=0) to enable normal operation	COMMENT
LOW⚡	templates/definition/meter/indevolt-battery.yaml	125	# Step 1: Set Mode to Real-time control (47005=4), which is necessary to write State Setting (Step 2)	COMMENT
LOW⚡	templates/definition/meter/indevolt-battery.yaml	131	# Step 2: Set State Setting to Standby (47015=0), additionally adjusting power and SOC to valid values to av	COMMENT
LOW⚡	templates/definition/meter/indevolt-battery.yaml	142	# Step 1: Set Mode to Real-time control (47005=4), which is necessary to write State Setting (Step 3)	COMMENT
LOW⚡	templates/definition/meter/indevolt-battery.yaml	148	# Step 2: Set Grid Charging Setting to Charging (1143=1)	COMMENT
LOW⚡	templates/definition/meter/indevolt-battery.yaml	154	# Step 3: Set State Setting to Charging (47015=1), additionally adjusting power and SOC to valid values, whi	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	.github/workflows/command-pr-build.yml	190	const issues = res.repository.pullRequest.closingIssuesReferences.nodes.map((n) => n.number);	CODE

Hyper-Verbose Identifiers8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	tests/plan.spec.ts	28	async function setAndVerifyPlan(	CODE
LOW	tests/plan.spec.ts	51	async function verifyRepeatingPlanAvailable(page: Page, lp: Locator, expected: boolean) {	CODE
LOW	assets/js/i18n.ts	107	export async function ensureCurrentLocaleMessages(i18n: VueI18nInstance) {	CODE
LOW	assets/js/theme.ts	58	function updateMetaThemeForBackdrop() {	CODE
LOW	assets/js/utils/version.ts	26	export function isNewVersionUnacknowledged(	CODE
LOW	assets/js/components/Config/DeviceModal/index.ts	120	export function applyDefaultsFromTemplate(template: Template \| null, values: DeviceValues) {	CODE
LOW	assets/js/components/Auth/auth.ts	70	export function getAndClearNextUrl() {	CODE
LOW	assets/js/components/Auth/auth.ts	76	export function getAndClearNextModal() {	CODE

evcc-io/evcc

Open-Source Code Quality, Security and Technical Debt Review