0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

9.8K

Stars

Language

145.0K

Lines of Code

984

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 2.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 55 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

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

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 15 finding(s).

PR Review Velocity Impact 2.3/100 · LOW

Which changes need focused human review? 66 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 1LOW 65

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 66 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 Block33 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	AGENTS.md	81		COMMENT
LOW	frontend/src/lib/utils/tracing-util.ts	1	// Frontend tracing built on the OpenTelemetry Web SDK.	COMMENT
LOW	tests/setup/francis-version.sh	1	#!/bin/sh	COMMENT
LOW	backend/internal/claimmappingpolicy/handler.go	21	// @Summary List OIDC claim mapping policies	COMMENT
LOW	backend/internal/claimmappingpolicy/handler.go	181		COMMENT
LOW	backend/internal/claimmappingpolicy/handler.go	221	}	COMMENT
LOW	backend/internal/oidc/claim_mappings_preview_handler.go	21	ClaimMappings []claimmappingpolicy.OidcClaimMappingDto `json:"claimMappings" binding:"dive"`	COMMENT
LOW	backend/internal/controller/oidc_controller.go	81	if err != nil {	COMMENT
LOW	backend/internal/controller/oidc_controller.go	321	return err	COMMENT
LOW	backend/internal/controller/oidc_controller.go	441	}	COMMENT
LOW	backend/internal/controller/oidc_controller.go	461	// listAuthorizedClientsHandler godoc	COMMENT
LOW	backend/internal/controller/oidc_controller.go	521	return nil	COMMENT
LOW	backend/internal/controller/user_controller.go	281	return uc.updateUser(c, false)	COMMENT
LOW	backend/internal/controller/user_controller.go	321		COMMENT
LOW	backend/internal/controller/healthz_controller.go	21	type HealthzController struct{}	COMMENT
LOW	backend/internal/controller/app_images_controller.go	61	// @Failure default {object} dto.ErrorDto "Error"	COMMENT
LOW	backend/internal/controller/app_images_controller.go	81	// @Summary Get background image	COMMENT
LOW	backend/internal/controller/app_images_controller.go	101	func (c AppImagesController) getFaviconHandler(ctx gin.Context) error {	COMMENT
LOW	backend/internal/controller/app_images_controller.go	221	// @Summary Delete background image	COMMENT
LOW	backend/internal/controller/custom_claim_controller.go	41	return err	COMMENT
LOW	backend/internal/controller/custom_claim_controller.go	81	// UpdateCustomClaimsForUserGroupHandler godoc	COMMENT
LOW	backend/internal/controller/user_group_controller.go	41	// list godoc	COMMENT
LOW	backend/internal/controller/user_group_controller.go	221	if err := dto.MapStruct(group, &groupDto); err != nil {	COMMENT
LOW	backend/internal/auditlogs/handler.go	41	// @Summary List audit logs	COMMENT
LOW	backend/internal/auditlogs/handler.go	81		COMMENT
LOW	backend/internal/common/env_config.go	121	ActorsHost string `env:"ACTORS_HOST" options:"toLower"`	COMMENT
LOW	backend/internal/environment/handler.go	41	}	COMMENT
LOW	backend/internal/api/handler.go	21	// list godoc	COMMENT
LOW	backend/internal/api/handler.go	141	// @Success 204 "No Content"	COMMENT
LOW	backend/internal/api/handler.go	241	}	COMMENT
LOW	backend/internal/api/handler.go	301	})	COMMENT
LOW	backend/internal/scimsync/handler.go	21	// @Summary Get SCIM service provider	COMMENT
LOW	backend/internal/scimsync/handler.go	81		COMMENT

Hyper-Verbose Identifiers14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/lib/utils/email-verification-util.ts	6	export function isEmailVerificationPending(	CODE
LOW	frontend/src/lib/components/logo.svelte	85	function claimDefaultLogoAnimation() {	CODE
LOW	frontend/src/lib/components/form/date-picker.svelte	48	function handleCalendarInteraction(newDateValue?: DateValue) {	CODE
LOW	…c/routes/settings/admin/oidc-clients/[id]/+page.svelte	137	async function updateFederatedCredentials(federatedIdentities: OidcClientFederatedIdentity[]) {	CODE
LOW	…ntend/src/routes/login/alternative/device/+page.svelte	106	function isRetryableDeviceLoginExchangeError(error: unknown) {	CODE
LOW	email-templates/build.ts	31	async function discoverAndBuildTemplates() {	CODE
LOW	tests/specs/oidc-client-settings.spec.ts	601	async function authenticateWithAssertion(key: CryptoKey, keyId: string, jti: string) {	CODE
LOW	tests/specs/email-verification.spec.ts	23	async function requireEmailVerificationWithSmtp(request: APIRequestContext) {	CODE
LOW	tests/specs/api-key.spec.ts	92	function getDefaultApiKeyExpirationDate() {	CODE
LOW	tests/specs/api-key.spec.ts	99	async function selectApiKeyExpirationDate(page: Page, date: Date) {	CODE
LOW	tests/specs/cli.spec.ts	425	function runDockerComposeCommandRaw(args: string[], options?: ExecFileSyncOptions): Buffer {	CODE
LOW	tests/specs/oidc.spec.ts	11	async function generateSeededOauthAccessToken(	CODE
LOW	tests/utils/oidc.util.ts	3	export async function interceptCallbackRedirect(	CODE
LOW	tests/utils/cleanup.util.ts	23	export async function cleanupScimServiceProvider() {	CODE

Fake / Example Data10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	backend/internal/dto/user_dto_test.go	22	DisplayName: "John Doe",	CODE
LOW	backend/internal/dto/user_dto_test.go	34	DisplayName: "John Doe",	CODE
LOW	backend/internal/dto/user_dto_test.go	44	DisplayName: "John Doe",	CODE
LOW	backend/internal/dto/user_dto_test.go	74	DisplayName: "John Doe",	CODE
LOW	backend/internal/dto/user_dto_test.go	85	DisplayName: "John Doe",	CODE
LOW	backend/internal/dto/user_dto_test.go	96	DisplayName: "John Doe",	CODE
LOW	backend/internal/dto/user_dto_test.go	107	DisplayName: "John Doe",	CODE
LOW	backend/internal/oidc/preview_test.go	38	email := "user@example.com"	CODE
LOW	backend/internal/service/jwt_service_test.go	523	Email: new("user@example.com"),	CODE
LOW	backend/internal/service/jwt_service_test.go	565	Email: new("admin@example.com"),	CODE

Verbosity Indicators3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/specs/oidc.spec.ts	1464	// Step 1: Push authorization parameters	COMMENT
LOW⚡	tests/specs/oidc.spec.ts	1474	// Step 2: Navigate to /authorize using the request_uri	COMMENT
LOW	tests/specs/oidc.spec.ts	1486	// Step 3: Exchange the authorization code for tokens	COMMENT

Structural Annotation Overuse3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/specs/oidc.spec.ts	1464	// Step 1: Push authorization parameters	COMMENT
LOW⚡	tests/specs/oidc.spec.ts	1474	// Step 2: Navigate to /authorize using the request_uri	COMMENT
LOW	tests/specs/oidc.spec.ts	1486	// Step 3: Exchange the authorization code for tokens	COMMENT

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/specs/oidc.spec.ts	1446	// ─── PAR (Pushed Authorization Requests - RFC 9126) ──────────────────────────	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/docker/entrypoint.sh	15	# Check if the group with PGID exists; if not, create it	COMMENT
LOW	scripts/docker/entrypoint.sh	20	# Check if a user with PUID exists; if not, create it	COMMENT

pocket-id/pocket-id

Open-Source Code Quality, Security and Technical Debt Review