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 7.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 85 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 7.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 85 finding(s).

PR Review Velocity Impact 7.5/100 · LOW

Which changes need focused human review? 85 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 0LOW 85

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 85 distinct pattern matches across 1 syntactic category. 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 Identifiers85 hits · 85 pts

Severity	File	Line	Snippet	Context
LOW	main.js	987	function describeGitHubOAuthLoadFailure (failure) {	CODE
LOW	main.js	1028	function createSnippetApiBridgeResponse (data, error) {	CODE
LOW	main.js	1037	function createSnippetApiBridgeError (error) {	CODE
LOW	main.js	1066	function removeUndefinedProperties (value) {	CODE
LOW	electron-builder.js	12	function buildSnapStorePublishConfig () {	CODE
LOW	app/index.js	298	function updateAuthWindowStatusOff () {	CODE
LOW	app/index.js	311	function updateSnippetDownloadStatus (downloaded, total) {	CODE
LOW	app/index.js	329	function updateLoginStatusUserError (message) {	CODE
LOW	app/index.js	359	function updateActiveGistFiltersAfterSync (gistTags) {	CODE
LOW	app/index.js	385	function updateActiveGistAfterSync (gists, gistTags, activeGistFilters) {	CODE
LOW	app/index.js	393	function updateActiveGistAfterClicked (gists, gistTags, activeGistFilters, activeGist) {	CODE
LOW	app/index.js	420	function assertSnippetProviderCurrent (provider) {	CODE
LOW	app/index.js	426	function refreshActiveSnippetProvider () {	CODE
LOW	app/index.js	442	function downloadGistDetailsAfterListSync (gistList, token, provider, sessionGeneration) {	CODE
LOW	app/index.js	680	function isUnauthorizedGitHubError (err) {	CODE
LOW	app/utilities/providerAccessPolicy.js	8	function createProviderAccessPolicy ({ conf }) {	CODE
LOW	app/utilities/updatePolicy.js	50	function getUpdateNotificationDecision ({ currentVersion, updateInfo }) {	CODE
LOW	app/utilities/snippetProvider.js	103	function getGitHubEnterpriseConfigError (conf) {	CODE
LOW	app/utilities/snippetProvider.js	180	function getConfiguredProviderInput (conf) {	CODE
LOW	app/utilities/snippetProvider.js	197	function getConfiguredProviderType (conf, providerConfig = conf.get('provider')) {	CODE
LOW	app/utilities/providerCredentialCache.js	12	export function readProviderCachedUserInfo ({ provider, credentials, localStorage }) {	CODE
LOW	app/utilities/accessTokenStorage.js	62	function getSafeStorageUnavailableReason ({ safeStorage, platform }) {	CODE
LOW	app/utilities/accessTokenStorage.js	102	function ensureEncryptedStorageAvailable () {	CODE
LOW	app/utilities/sessionGeneration.js	12	export function isSessionGenerationCurrent (generation) {	CODE
LOW	app/utilities/sessionGeneration.js	22	export function assertSessionGenerationCurrent (generation) {	CODE
LOW	app/utilities/gistFilters.js	64	export function getActiveGistIdForFilters (gistTags, filters, activeGist) {	CODE
LOW	app/utilities/newGistDraft.js	10	export function getNewGistDraftStorageKey (userLogin) {	CODE
LOW	app/utilities/accountStorageMigration.js	9	export function migrateLegacyGitHubAccountStorage ({	CODE
LOW	app/utilities/electronLocalStorage.js	57	function createElectronLocalStorage ({ getUserDataPath }) {	CODE
LOW	app/utilities/startAtLogin/index.js	5	function normalizeStartAtLoginValue (value) {	CODE
LOW	app/utilities/githubApi/core.js	379	function validateOAuthAccessTokenResponse (payload) {	CODE
LOW	app/utilities/githubApi/core.js	397	function describeOAuthAccessTokenResponse (payload) {	CODE
LOW	app/utilities/githubApi/core.js	413	function removeUndefinedProperties (value) {	CODE
LOW	app/utilities/config/preferences.js	95	function preferenceRequiresRestart (key) {	CODE
LOW	app/utilities/config/index.js	1	function shouldDownloadAllSnippets (conf) {	CODE
LOW	app/utilities/auth/githubOAuth.js	94	function shouldIgnoreGitHubOAuthLoadFailure ({	CODE
LOW	app/utilities/auth/githubOAuth.js	107	function removeUndefinedProperties (value) {	CODE
LOW	app/utilities/auth/githubAuthWindow.js	6	async function clearGitHubAuthWindowStorageAndDestroy ({	CODE
LOW	app/utilities/markdown/taskList.js	3	export function toggleMarkdownTaskListItem (content, taskIndex, checked) {	CODE
LOW	app/utilities/markdown/sanitizeHtml.js	156	function removeUnsafeUrlCharacters (url) {	CODE
LOW	app/utilities/electronProxy/index.js	6	function normalizeElectronProxyRules (proxyRules) {	CODE
LOW	app/utilities/electronProxy/index.js	23	function createElectronProxyConfig (conf) {	CODE
LOW	app/utilities/imageAttachments/index.js	248	function createMarkdownImageReference (filename) {	CODE
LOW	app/utilities/imageAttachments/index.js	287	function containsControlCharacters (value) {	CODE
LOW	app/utilities/imageAttachments/index.js	321	function resolveSiblingImageReference (source, files) {	CODE
LOW	app/utilities/imageAttachments/index.js	335	function resolveSiblingImageSource (source, files) {	CODE
LOW	app/utilities/search/records.js	109	function createHighlightedSegments (value, indices) {	CODE
LOW	app/utilities/gitlabApi/core.js	286	function getSnippetFileDescriptors (snippet) {	CODE
LOW	app/utilities/gitlabApi/core.js	412	function parseLeadingTitleMetadata (description) {	CODE
LOW	app/utilities/gitlabApi/core.js	462	function normalizeGitLabApiBaseUrl (baseUrl) {	CODE
LOW	app/utilities/gitlabApi/core.js	526	function removeUndefinedProperties (value) {	CODE
LOW	app/utilities/snippetApi/index.js	47	function unwrapSnippetApiBridgeResponse (response) {	CODE
LOW	app/utilities/snippetApi/index.js	59	function createSnippetApiBridgeError (payload = {}) {	CODE
LOW	app/actions/index.js	42	export function updateDashboardModalStatus (status) {	CODE
LOW	app/actions/index.js	63	export function updatePinnedTagsModalStatus (status) {	CODE
LOW	app/actions/index.js	70	export function updateGistDeleteModeStatus (status) {	CODE
LOW	app/actions/index.js	98	export function updateImmersiveModeStatus (status) {	CODE
LOW	app/actions/index.js	112	export function updateUpdateAvailableBarStatus (status) {	CODE
LOW	app/actions/index.js	147	export function updatescrollRequestStatus (status) {	CODE
LOW	app/containers/loginPage/index.js	73	function getCachedProviderIdentity (loggedInUserInfo) {	CODE
25 more matches not shown…

hackjutsu/Lepton

Open-Source Code Quality, Security and Technical Debt Review