0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

7.2K

Stars

Language

511.6K

Lines of Code

2.1K

Files

281

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 2.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 246 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 30 finding(s).

Agent Over-Engineering Ratio 2.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 222 finding(s).

PR Review Velocity Impact 3.2/100 · LOW

Which changes need focused human review? 281 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 4MEDIUM 13LOW 263

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 281 distinct pattern matches across 13 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.

Hyper-Verbose Identifiers217 hits · 226 pts

Severity	File	Line	Snippet	Context
LOW	web/src/frontends/classic/app/route-locations.ts	18	function validateSharedPageRouteNames(): void {	CODE
LOW	web/src/frontends/classic/app/unsaved-changes.ts	22	export function createUnsavedChangesController(): UnsavedChangesController {	CODE
LOW	web/src/frontends/classic/app/unsaved-changes.ts	100	export function useUnsavedChangesController(): UnsavedChangesController {	CODE
LOW⚡	web/src/frontends/classic/app/route-query.ts	9	export function parsePositiveRouteInteger(value: LocationQuery[string]): number \| undefined {	CODE
LOW⚡	web/src/frontends/classic/app/route-query.ts	16	export function normalizeCollectionSearch(value: string \| undefined): string \| undefined {	CODE
LOW⚡	web/src/frontends/classic/app/route-query.ts	22	export function constrainCollectionSearch(value: string \| undefined): string \| undefined {	CODE
LOW	web/src/frontends/classic/app/route-query.ts	49	export function parsePositiveRouteIntegerList(value: LocationQuery[string]): number[] {	CODE
LOW	web/src/frontends/classic/app/route-query.ts	63	export function serializePositiveRouteIntegerList(values: readonly number[]): string \| undefined {	CODE
LOW	web/src/frontends/classic/app/query-keys.ts	13	export function normalizeGroupCollectionFilters(	CODE
LOW	web/src/frontends/classic/app/query-keys.ts	28	export function normalizeCredentialCollectionFilters(	CODE
LOW	web/src/frontends/classic/app/query-keys.ts	41	export function normalizeAccessKeyCollectionFilters(	CODE
LOW	web/src/frontends/classic/app/ephemeral-state.ts	3	export function registerEphemeralStateCleaner(cleaner: () => void): () => void {	CODE
LOW	web/src/frontends/classic/app/resources/model-prices.ts	299	export function projectModelPriceCollection(value: unknown): ModelPriceCollectionDto {	CODE
LOW	web/src/frontends/classic/app/resources/model-prices.ts	316	export function normalizeModelPriceFilters(filters: ModelPriceFilters): ModelPriceFilters {	CODE
LOW	web/src/frontends/classic/app/resources/model-prices.ts	353	export function modelPriceCollectionQueryOptions(	CODE
LOW	web/src/frontends/classic/app/resources/model-prices.ts	429	export function projectModelPriceMutationIssue(	CODE
LOW	web/src/frontends/classic/app/resources/request-logs.ts	911	export function requestLogDetailQueryOptions(	CODE
LOW	web/src/frontends/classic/app/resources/usage.ts	173	function projectUsageDistributionAggregate(value: unknown): UsageDistributionAggregateDto {	CODE
LOW	web/src/frontends/classic/app/resources/usage.ts	347	function projectDistributionMetricRecord(	CODE
LOW	…b/src/frontends/classic/app/resources/system-update.ts	32	function projectNonBlankTrimmedString(value: unknown): string {	CODE
LOW	web/src/frontends/classic/app/resources/projector.ts	70	export function projectNullableEpochMilliseconds(value: unknown): number \| null {	CODE
LOW	web/src/frontends/classic/app/resources/projector.ts	92	export function projectNullableDecimalString(value: unknown): string \| null {	CODE
LOW	…/src/frontends/classic/app/resources/client-catalog.ts	89	export function resolveDefaultReasoningLevel(	CODE
LOW	…c/frontends/classic/app/resources/credential-stages.ts	168	function projectCredentialImportBatch(	CODE
LOW	…c/frontends/classic/app/resources/credential-stages.ts	240	export async function beginCredentialAuthorization(	CODE
LOW	…c/frontends/classic/app/resources/credential-stages.ts	255	export async function completeCredentialAuthorization(	CODE
LOW	…c/frontends/classic/app/resources/credential-stages.ts	271	export async function pollCredentialDeviceAuthorization(	CODE
LOW	…c/frontends/classic/app/resources/credential-stages.ts	363	export async function inspectGroupCredentialConnection(	CODE
LOW	…rc/frontends/classic/app/resources/route-inspection.ts	190	function projectNullableNonBlankString(value: unknown): string \| null {	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	278	export function readCredentialValidationData(value: unknown): CredentialValidationData \| null {	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	323	function projectParameterJSONValue(value: unknown, depth = 0): ParameterJSONValue {	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	341	function projectParameterOverrideMatch(value: unknown): ParameterOverrideMatchDto {	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	352	function projectParameterOverrideRule(value: unknown): ParameterOverrideRuleDto {	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	371	function projectParameterOverrides(value: unknown): ParameterOverrideRuleDto[] {	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	535	function projectGroupCollectionSummary(value: unknown): GroupCollectionSummaryDto {	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	550	function projectGroupCollectionItem(value: unknown): GroupCollectionItemDto {	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	574	function projectGroupCollectionPagination(value: unknown): GroupCollectionPaginationDto {	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	585	function expectedGroupCollectionTotalPages(totalItems: number, pageSize: number): number {	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	591	function expectedGroupCollectionPageItems(pagination: GroupCollectionPaginationDto): number {	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	673	function projectCredentialImportResult(value: unknown): CredentialImportResult {	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	777	export function groupCollectionQueryOptions(	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	824	export function groupSettingsQueryOptions(	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	933	export async function replaceGroupModelsResource(	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	958	export async function invalidateGroupModelDependents(	CODE
LOW	web/src/frontends/classic/app/resources/groups.ts	994	export async function invalidateGroupSettingsDependents(	CODE
LOW	web/src/frontends/classic/app/resources/access-keys.ts	130	function projectNonBlankTrimmedString(value: unknown): string {	CODE
LOW	web/src/frontends/classic/app/resources/access-keys.ts	172	export function projectAccessKeyCostLimitRule(value: unknown): AccessKeyCostLimitRuleDto {	CODE
LOW	web/src/frontends/classic/app/resources/access-keys.ts	184	export function projectAccessKeyCostLimitRuleStatus(	CODE
LOW	web/src/frontends/classic/app/resources/access-keys.ts	241	export function projectAccessKeyCostLimitStatus(value: unknown): AccessKeyCostLimitStatusDto {	CODE
LOW	web/src/frontends/classic/app/resources/access-keys.ts	311	function projectAccessKeyCollectionSummary(value: unknown): AccessKeyCollectionSummaryDto {	CODE
LOW	web/src/frontends/classic/app/resources/access-keys.ts	323	function projectAccessKeyCollectionPagination(value: unknown): AccessKeyCollectionPaginationDto {	CODE
LOW	web/src/frontends/classic/app/resources/access-keys.ts	334	function expectedCollectionTotalPages(totalItems: number, pageSize: number): number {	CODE
LOW	web/src/frontends/classic/app/resources/access-keys.ts	338	function expectedCollectionPageItems(pagination: AccessKeyCollectionPaginationDto): number {	CODE
LOW	web/src/frontends/classic/app/resources/access-keys.ts	355	export function projectAccessKeyCollectionItem(value: unknown): AccessKeyCollectionItemDto {	CODE
LOW	web/src/frontends/classic/app/resources/access-keys.ts	369	export function projectAccessKeyCollection(value: unknown): AccessKeyCollectionResponseDto {	CODE
LOW	web/src/frontends/classic/app/resources/access-keys.ts	437	export function accessKeyCollectionQueryOptions(	CODE
LOW	web/src/frontends/classic/app/resources/access-keys.ts	450	export function accessKeyOptionsQueryOptions(	CODE
LOW	web/src/frontends/classic/app/resources/health.ts	263	function projectExpiringResetCredit(value: unknown): HealthExpiringResetCreditDto {	CODE
LOW	web/src/frontends/classic/app/resources/credentials.ts	261	function projectObservedWindowUsage(value: unknown): CredentialObservedWindowUsageDto {	CODE
LOW	web/src/frontends/classic/app/resources/credentials.ts	291	function projectCredentialJSONValue(value: unknown): unknown {	CODE
157 more matches not shown…

AI Slop Vocabulary9 hits · 26 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…embedded/modelcatalog/codex_client_models_0.164.0.json	76	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM⚡	…embedded/modelcatalog/codex_client_models_0.164.0.json	76	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM⚡	…embedded/modelcatalog/codex_client_models_0.164.0.json	250	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM⚡	…embedded/modelcatalog/codex_client_models_0.164.0.json	250	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM⚡	…embedded/modelcatalog/codex_client_models_0.164.0.json	424	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM⚡	…embedded/modelcatalog/codex_client_models_0.164.0.json	424	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM⚡	…embedded/modelcatalog/codex_client_models_0.164.0.json	591	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM⚡	…embedded/modelcatalog/codex_client_models_0.164.0.json	591	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM	…embedded/modelcatalog/codex_client_models_0.164.0.json	1408	"instructions_template": "You are Codex, a coding agent based on GPT-5. You and the user share one workspace, an	CODE

Fake / Example Data22 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	…ontends/classic/features/import/CredentialTextarea.vue	145	:placeholder="placeholder"	CODE
LOW	…src/frontends/classic/components/ui/AppSearchInput.vue	65	:placeholder="placeholder"	CODE
LOW	…b/src/frontends/classic/components/ui/AppTextInput.vue	81	:placeholder="placeholder"	CODE
LOW	web/src/frontends/classic/components/ui/AppCombobox.vue	97	:placeholder="placeholder"	CODE
LOW	…s/modern/features/groups/SubscriptionAuthorization.vue	164	:placeholder="placeholder"	CODE
LOW	internal/control/modern_credential_options_test.go	103	firstGroup, first := createHomeSubscriptionCredential(t, fixture, "legacy", "shared", "admin@example.com")	CODE
LOW	internal/control/modern_credential_options_test.go	104	secondGroup, second := createHomeSubscriptionCredential(t, fixture, "current", "shared", "admin@example.com")	CODE
LOW	internal/control/modern_credential_options_test.go	154	if option.Label != "admin@example.com" {	CODE
LOW	internal/control/modern_credential_options_test.go	183	if len(home.Items) != 4 \|\| home.Items[0].Credential.Account.Email != "admin@example.com" \|\| home.Items[0].GroupCount !=	CODE
LOW	internal/control/credential_stages_test.go	70	"id_token":"id-secret","account_id":"account-123","email":"admin@example.com",	CODE
LOW	internal/control/credential_stages_test.go	526	AccountID: "account-123", Email: "admin@example.com",	CODE
LOW	internal/control/credential_stages_test.go	584	AccountID: "account-123", Email: "admin@example.com",	CODE
LOW	internal/control/credential_stages_test.go	751	`{"type":"codex","access_token":"access","refresh_token":"refresh","account_id":"account-123","email":"admin@example.c	CODE
LOW	internal/gateway/handler_test.go	3738	handler, manager, registry := newHandlerForTest(t, forwarder, "placeholder")	CODE
LOW	internal/gateway/handler_test.go	4024	handler, manager, registry := newHandlerForTest(t, forwarder, "placeholder")	CODE
LOW	internal/gateway/handler_test.go	4109	handler, manager, registry := newHandlerForTest(t, forwarder, "placeholder")	CODE
LOW	internal/gateway/handler_test.go	4173	handler, manager, registry := newHandlerForTest(t, forwarder, "placeholder")	CODE
LOW	third_party/cpaembedded/embedded/embedded_test.go	30	"email":"admin@example.com",	CODE
LOW	third_party/cpaembedded/embedded/embedded_test.go	43	if credential.AccountID != "account-123" \|\| credential.Email != "admin@example.com" {	CODE
LOW	third_party/cpaembedded/embedded/embedded_test.go	334	Email: "admin@example.com",	CODE
LOW	third_party/cpaembedded/embedded/embedded_test.go	345	if credential.AccountID != "account-123" \|\| credential.Email != "admin@example.com" {	CODE
LOW	third_party/cpaembedded/embedded/embedded_test.go	872	Email: "admin@example.com",	CODE

Slop Phrases11 hits · 17 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…embedded/modelcatalog/codex_client_models_0.164.0.json	76	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
LOW⚡	…embedded/modelcatalog/codex_client_models_0.164.0.json	76	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM⚡	…embedded/modelcatalog/codex_client_models_0.164.0.json	250	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
LOW⚡	…embedded/modelcatalog/codex_client_models_0.164.0.json	250	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
LOW⚡	…embedded/modelcatalog/codex_client_models_0.164.0.json	424	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
LOW⚡	…embedded/modelcatalog/codex_client_models_0.164.0.json	591	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
LOW	…embedded/modelcatalog/codex_client_models_0.164.0.json	767	"instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your	CODE
LOW	…embedded/modelcatalog/codex_client_models_0.164.0.json	908	"instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your	CODE
LOW	…embedded/modelcatalog/codex_client_models_0.164.0.json	1045	"instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your	CODE
LOW	…embedded/modelcatalog/codex_client_models_0.164.0.json	1408	"instructions_template": "You are Codex, a coding agent based on GPT-5. You and the user share one workspace, an	CODE
LOW	…embedded/modelcatalog/codex_client_models_0.164.0.json	1533	"instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	…assic/features/settings/ExperimentalSettingsFields.vue	75	props.base.settings.request_audit_preset.rules.filter(	CODE

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/release_runtime.py	266	'[{"index":0,"delta":{"content":"release-ok"},"finish_reason":null}]}\n\n'	CODE
HIGH	scripts/release_runtime.py	284	"if [ \"$length\" -gt 0 ]; then dd bs=1 count=\"$length\" of=/dev/null 2>/dev/null; fi\n"	CODE

Over-Commented Block7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	internal/codexrecovery/doc.go	1	// Package codexrecovery implements failure-triggered OpenAI Responses	COMMENT
LOW	internal/codexrecovery/sanitize.go	41		COMMENT
LOW	internal/catalog/official.go	1	package catalog	COMMENT
LOW	internal/subscription/passive_quota_flush.go	21	// FlushPassiveQuotaObservations persists up to one bounded batch of pending	COMMENT
LOW	internal/gateway/live_proxy.go	1	// Adapted from CLIProxyAPI v7.3.15 internal/client/codex/live/tcp_proxy.go.	COMMENT
LOW	.github/scripts/release-verify-assets.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.github/scripts/release-verify-image-revision.sh	1	#!/usr/bin/env bash	COMMENT

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…c/frontends/modern/features/home/GatewayConnection.vue	85	const mask = computed(() => key.value?.mask ?? 'YOUR_API_KEY')	CODE

Excessive Try-Catch Wrapping4 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	scripts/release_runtime.py	128	except Exception:	CODE
MEDIUM	scripts/release_runtime.py	110	def __enter__(self) -> "DockerDatabase":	CODE
LOW	scripts/release.py	157	except Exception as error:	CODE
LOW	scripts/release.py	260	except Exception as error:	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/release_runtime.py	77	except (OSError, ValueError):	CODE

Unused Imports4 hits · 4 pts

Severity	File	Line	Context
LOW	scripts/release_runtime.py	3	CODE
LOW	scripts/release.py	3	CODE
LOW	scripts/release_mini.py	3	CODE
LOW	.github/scripts/release-compare-semver.py	3	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/requestaudit/audit.go	1	// Package requestaudit implements experimental Jev guardrails without rewriting content.	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/release-compare-semver.py	17		CODE

tbphp/gpt-load

Open-Source Code Quality, Security and Technical Debt Review