Repository Analysis

different-ai/openwork

The open-source alternative to Claude Cowork (powered by opencode)

2.7 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of different-ai/openwork, a TypeScript project with 16,853 GitHub stars. SynthScan v2.0 examined 599,645 lines of code across 1842 source files, recording 1561 pattern matches distributed across 11 syntactic categories. The overall adjusted score of 2.7 places this repository in the Likely human-written band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

2.7
Adjusted Score
2.7
Raw Score
100%
Time Factor
2026-07-14
Last Push
16.9K
Stars
TypeScript
Language
599.6K
Lines of Code
1.8K
Files
1.6K
Pattern Hits
2026-07-14
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 1HIGH 2MEDIUM 30LOW 1528

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 1561 distinct pattern matches across 11 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers1451 hits · 1416 pts
SeverityFileLineSnippetContext
LOWee/packages/den-db/drizzle.config.ts11function resolveDrizzleDbCredentials() {CODE
LOWee/packages/den-db/src/fulltext.ts13async function memoryFulltextIndexExists(executor: FulltextIndexExecutor): Promise<boolean> {CODE
LOWee/packages/den-db/src/fulltext.ts30export async function ensureMemoryFulltextIndex(CODE
LOWee/packages/den-db/src/fulltext.ts65export async function assertMemoryFulltextIndexExists(CODE
LOWee/packages/den-db/src/columns.ts19function getDatabaseEncryptionSecret() {CODE
LOWee/packages/den-db/src/mysql-config.ts32export function parseMySqlConnectionConfig(databaseUrl: string): ParsedMySqlConfig {CODE
LOWee/packages/den-db/src/client.ts43export function isTransientDbConnectionError(error: unknown): boolean {CODE
LOWee/packages/den-db/src/client.ts90function parsePlanetScaleConfigFromDatabaseUrl(databaseUrl: string): PlanetScaleCredentials {CODE
LOWee/packages/utils/src/skill-markdown.ts14function normalizeFrontmatterValue(value: string | undefined): string {CODE
LOWee/packages/utils/src/observability.ts347function validateOtelSignalEndpoint(signal: OTelSignal, config: OTelSignalConfig): void {CODE
LOWee/packages/utils/src/observability.ts403function parseSentryBuildVariables(CODE
LOWee/apps/landing/app/api/_lib/security.ts84export function applyFixedWindowRateLimit(input: {CODE
LOWee/apps/landing/lib/posthog-server.ts5export async function capturePosthogServerEvent(event: string, properties: Record<string, unknown>): Promise<void> {CODE
LOWee/apps/den-worker-proxy/src/app.ts62function normalizedSignedPreviewExpirySeconds() {CODE
LOWee/apps/den-web/app/mcp/select-organization/page.tsx89export default function McpSelectOrganizationPage() {CODE
LOWee/apps/den-web/app/sso/[orgSlug]/page.tsx7export default function OrganizationSsoSignInPage() {CODE
LOWee/apps/den-web/app/api/runtime-config/route.ts26async function readSingleOrgSsoConfigured(orgMode: string) {CODE
LOWee/apps/den-web/app/api/_lib/upstream-proxy.ts147function buildUpstreamErrorResponse(status: number, error: string): Response {CODE
LOWee/apps/den-web/app/(den)/_lib/den-flow.ts262export function deriveOnboardingWorkerName(user: AuthUser): string {CODE
LOWee/apps/den-web/app/(den)/_lib/den-flow.ts435export function getOrgPaymentRequiredError(payload: unknown): OrgPaymentRequiredError | null {CODE
LOWee/apps/den-web/app/(den)/_lib/den-flow.ts905export function buildOpenworkAppConnectUrl(CODE
LOWee/apps/den-web/app/(den)/_lib/den-flow.ts951function parseWorkspaceIdFromWorkspacesPayload(payload: unknown): string | null {CODE
LOWee/apps/den-web/app/(den)/_lib/den-flow.ts1009export async function resolveOpenworkWorkspaceUrl(instanceUrl: string, accessToken: string): Promise<{ workspaceId: striCODE
LOWee/apps/den-web/app/(den)/_lib/mcp-oauth-route.ts1export function getMcpOAuthSelectOrganizationRoute(search: string) {CODE
LOWee/apps/den-web/app/(den)/_lib/den-org.ts273function normalizeDesktopVersionString(value: string): string | null {CODE
LOWee/apps/den-web/app/(den)/_lib/den-org.ts280export function parseOrganizationMetadata(metadata: string | null): DenOrganizationMetadata | null {CODE
LOWee/apps/den-web/app/(den)/_lib/den-org.ts293export function getAllowedDesktopVersionsFromMetadata(metadata: string | null): string[] | null {CODE
LOWee/apps/den-web/app/(den)/_lib/den-org.ts304export function getRequireSsoFromMetadata(metadata: string | null): boolean {CODE
LOWee/apps/den-web/app/(den)/_lib/den-org.ts309export function getManagedBrandAssetFromMetadata(CODE
LOWee/apps/den-web/app/(den)/_lib/den-org.ts371function roleHasSecurityConfigurationPermission(roleValue: string, roles: readonly DenOrgRole[]) {CODE
LOWee/apps/den-web/app/(den)/_lib/den-org.ts400export function shouldRequireOrgSelection(orgs: readonly DenOrgSummary[]): boolean {CODE
LOWee/apps/den-web/app/(den)/_lib/den-org.ts420export function getMarketplaceOnboardingRoute(_orgSlug?: string | null): string {CODE
LOWee/apps/den-web/app/(den)/_lib/den-org.ts448export function getCustomLlmProvidersRoute(orgSlug?: string | null): string {CODE
LOWee/apps/den-web/app/(den)/_lib/den-org.ts532export function getGithubIntegrationRoute(orgSlug?: string | null): string {CODE
LOWee/apps/den-web/app/(den)/_lib/den-org.ts544export function getGithubIntegrationSetupRoute(orgSlug: string | null | undefined, connectorInstanceId: string): string CODE
LOWee/apps/den-web/app/(den)/_lib/den-org.ts548export function getGithubIntegrationAccountRoute(orgSlug: string | null | undefined, connectorAccountId: string): stringCODE
LOWee/apps/den-web/app/(den)/_lib/den-org.ts835export function parseInvitationPreviewPayload(payload: unknown): DenInvitationPreview | null {CODE
LOWee/apps/den-web/app/(den)/_lib/den-org.ts872export function isEmailAllowedForOrganization(allowedEmailDomains: readonly string[] | null | undefined, email: string):CODE
LOW…/(den)/dashboard/_components/manage-members-screen.tsx250 function selectInstallLinkShareInput() {CODE
LOW…/(den)/dashboard/_components/manage-members-screen.tsx258 async function handleInstallLinkShareCopy() {CODE
LOW…b/app/(den)/dashboard/_components/install-link-data.ts14export async function createOrganizationInstallLink(organizationId: string, rotate = false) {CODE
LOW…/app/(den)/dashboard/_components/llm-provider-data.tsx127function asLlmProviderMemberAccess(value: unknown): DenLlmProviderMemberAccess | null {CODE
LOW…/app/(den)/dashboard/_components/llm-provider-data.tsx320export function buildCustomProviderTemplate() {CODE
LOW…/app/(den)/dashboard/_components/llm-provider-data.tsx358export function buildEditableCustomProviderText(provider: DenLlmProvider) {CODE
LOW…/app/(den)/dashboard/_components/llm-provider-data.tsx419export async function requestLlmProviderTestConnection(input: {CODE
LOW…/app/(den)/dashboard/_components/llm-provider-data.tsx445export async function requestLlmProviderCatalog(orgId: string) {CODE
LOW…/app/(den)/dashboard/_components/llm-provider-data.tsx456export async function requestLlmProviderCatalogDetail(orgId: string, providerId: string) {CODE
LOW…board/_components/mcp-connections-capability-guard.tsx7export function McpConnectionsCapabilityGuard({ children }: { children: React.ReactNode }) {CODE
LOW…ashboard/_components/marketplace-onboarding-screen.tsx177export function MarketplaceOnboardingScreen() {CODE
LOW…(den)/dashboard/_components/mcp-connections-screen.tsx160function parseGithubPluginImportPreview(payload: unknown): GithubPluginImportPreview {CODE
LOW…(den)/dashboard/_components/mcp-connections-screen.tsx557function ImportPluginConnectionDialog({CODE
LOW…(den)/dashboard/_components/mcp-connections-screen.tsx947 function startReplacingCredentials() {CODE
LOW…web/app/(den)/dashboard/_components/plugins-screen.tsx364function ConnectIntegrationEmptyState({ integrationsHref }: { integrationsHref: string }) {CODE
LOW…b/app/(den)/dashboard/_components/marketplace-data.tsx118function parseCloudReadinessConnection(entry: unknown): MarketplacePluginCloudReadinessConnection | null {CODE
LOW…b/app/(den)/dashboard/_components/marketplace-data.tsx150export function parseMarketplaceResolvedPayload(payload: unknown): MarketplaceResolved {CODE
LOW…b/app/(den)/dashboard/_components/marketplace-data.tsx256export function useGrantMarketplaceAccess() {CODE
LOW…b/app/(den)/dashboard/_components/marketplace-data.tsx293export function useRevokeMarketplaceAccess() {CODE
LOW…b/app/(den)/dashboard/_components/marketplace-data.tsx336function parseConfiguredPluginMcpConnection(payload: unknown): ConfiguredPluginMcpConnection {CODE
LOW…b/app/(den)/dashboard/_components/marketplace-data.tsx350export function useConfigurePluginMcpConnection() {CODE
LOW…b/app/(den)/dashboard/_components/marketplace-data.tsx409export function formatMarketplaceTimestamp(value: string | null): string {CODE
1391 more matches not shown…
Decorative Section Separators27 hits · 81 pts
SeverityFileLineSnippetContext
MEDIUM…)/dashboard/_components/integration-connect-dialog.tsx264// ── Step components ────────────────────────────────────────────────────────COMMENT
MEDIUM…en-web/app/(den)/dashboard/_components/plugin-data.tsx31// ── Primitive types ────────────────────────────────────────────────────────COMMENT
MEDIUM…en-web/app/(den)/dashboard/_components/plugin-data.tsx120// ── Display helpers ────────────────────────────────────────────────────────COMMENT
MEDIUM…en-web/app/(den)/dashboard/_components/plugin-data.tsx174// ── Mock data ──────────────────────────────────────────────────────────────COMMENT
MEDIUM…en-web/app/(den)/dashboard/_components/plugin-data.tsx426// ── Query hooks ────────────────────────────────────────────────────────────COMMENT
MEDIUMee/apps/den-web/app/(den)/_components/ui/button.tsx5// ─── Variant / size tokens ────────────────────────────────────────────────────COMMENT
MEDIUMee/apps/den-web/app/(den)/_components/ui/button.tsx24// ─── buttonVariants helper (for <Link> / <a> elements) ───────────────────────COMMENT
MEDIUMee/apps/den-web/app/(den)/_components/ui/button.tsx49// ─── Spinner ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMee/apps/den-web/app/(den)/_components/ui/button.tsx79// ─── DenButton ────────────────────────────────────────────────────────────────COMMENT
MEDIUMee/apps/den-api/src/routes/telemetry/index.ts239 // ── POST /v1/telemetry/ingest ─────────────────────────────────────────────COMMENT
MEDIUMee/apps/den-api/src/routes/telemetry/index.ts311 // ── GET /v1/telemetry/dimensions ──────────────────────────────────────────COMMENT
MEDIUMee/apps/den-api/src/routes/telemetry/index.ts362 // ── GET /v1/telemetry/adoption ────────────────────────────────────────────COMMENT
MEDIUMee/apps/den-api/src/routes/telemetry/index.ts439 // ── GET /v1/telemetry/analytics ───────────────────────────────────────────COMMENT
MEDIUMscripts/find-unused.sh4# ── Config ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/find-unused.sh96# ── Colors ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/find-unused.sh105# ── Helpers ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/find-unused.sh201# ── Step 1: Run knip ───────────────────────────────────────────────────────COMMENT
MEDIUMscripts/find-unused.sh230# ── Step 2: Build infra file list once ─────────────────────────────────────COMMENT
MEDIUMscripts/find-unused.sh241# ── Step 3: Cross-reference each file ──────────────────────────────────────COMMENT
MEDIUMscripts/find-unused.sh327# ── Step 4: Split into two buckets, sort by date ──────────────────────────COMMENT
MEDIUMscripts/find-unused.sh346# ── Step 5: Display ───────────────────────────────────────────────────────COMMENT
MEDIUMscripts/openwork-debug.sh47# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/openwork-debug.sh74# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/openwork-debug.sh194# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/openwork-debug.sh571# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/app/src/react-app/shell/desktop-runtime-boot.ts192 // FAST PATH ─────────────────────────────────────────────────────COMMENT
MEDIUMapps/app/src/react-app/shell/desktop-runtime-boot.ts228 // SLOW PATH ─────────────────────────────────────────────────────COMMENT
Fake / Example Data31 hits · 36 pts
SeverityFileLineSnippetContext
LOWpackaging/helm/openwork-ee/README.md37 ownerEmails: "admin@example.com"CODE
LOWpackaging/helm/openwork-ee/README.md49 bootstrapAdminEmails: "admin@example.com"CODE
LOWpackaging/helm/openwork-ee/README.md441 ownerEmails: "admin@example.com"CODE
LOWee/packages/den-db/scripts/admin-scale-benchmark.ts308 await connection.query("INSERT INTO `admin_allowlist` (`id`,`email`,`note`,`created_at`,`updated_at`) VALUES ('aal_000CODE
LOWee/packages/den-db/scripts/admin-scale-benchmark.ts413 const viewer = { id: userId(0), email: "admin@example.com", name: "Scale Admin" }CODE
LOWee/apps/landing/components/app-feedback-form.tsx186 placeholder="Jane Doe"CODE
LOW…/den-web/app/(den)/_components/organization-screen.tsx249 placeholder="Acme Corp"CODE
LOW…/den-web/app/(den)/_components/organization-screen.tsx398 placeholder="Acme Corp"CODE
LOWee/apps/den-web/components/den-admin-panel.tsx841 viewer: { id: "user_admin_fixture", email: "admin@example.com", name: "Admin Fixture" },CODE
LOWee/apps/den-web/components/den-admin-panel.tsx842 admins: [{ email: "admin@example.com", note: "Eval fixture admin" }],CODE
LOWee/apps/den-api/test/organization-context.test.ts135 email: "user@example.com",CODE
LOWee/apps/den-api/test/auth-login-options.test.ts5 expect(normalizeLoginEmail(" User@Example.COM ")).toBe("user@example.com")CODE
LOWee/apps/den-api/test/single-org-route-guards.test.ts29 email: "user@example.com",CODE
LOWee/apps/den-api/test/auth-protection.test.ts52 email: "user@example.com",CODE
LOWee/apps/den-api/test/auth-protection.test.ts63 body: JSON.stringify({ email: "user@example.com", password: "created-password" }),CODE
LOWee/apps/den-api/test/auth-protection.test.ts77 body: JSON.stringify({ email: "user@example.com", password: "existing-password" }),CODE
LOWee/apps/den-api/test/auth-protection.test.ts99 body: JSON.stringify({ email: "user@example.com", password: "password" }),CODE
LOWee/apps/den-api/test/auth-protection.test.ts127 body: JSON.stringify({ email: "user@example.com", password: "short" }),CODE
LOWee/apps/den-api/test/auth-protection.test.ts139 body: JSON.stringify({ email: "user@example.com", password: "a".repeat(authProtection.MIN_PASSWORD_LENGTH) }),CODE
LOWee/apps/den-api/test/auth-protection.test.ts146 body: JSON.stringify({ email: "user@example.com", password: "longenough" }),CODE
LOWee/apps/den-api/test/auth-protection.test.ts153 body: JSON.stringify({ email: "user@example.com", password: "x" }),CODE
LOWee/apps/den-api/test/auth-protection.test.ts162 body: JSON.stringify({ email: "user@example.com", password: "password" }),CODE
LOWee/apps/den-api/test/single-org-mode.test.ts40 email: "admin@example.com",CODE
LOWee/apps/den-api/test/single-org-mode.test.ts41 ownerEmails: ["admin@example.com"],CODE
LOWee/apps/den-api/test/single-org-mode.test.ts46 email: "user@example.com",CODE
LOWee/apps/den-api/test/single-org-mode.test.ts47 ownerEmails: ["admin@example.com"],CODE
LOWee/apps/den-api/test/single-org-mode.test.ts52 email: "user@example.com",CODE
LOWee/apps/den-api/test/single-org-mode.test.ts53 ownerEmails: ["admin@example.com"],CODE
LOWpackages/email/emails/feedback.tsx8 name: "Jane Doe",CODE
LOWapps/installer/test/installer.test.ts65 OPENWORK_INSTALLER_CLIENT_NAME: "Acme Corp",CODE
LOWapps/installer/test/installer.test.ts73 clientName: "Acme Corp",CODE
Over-Commented Block31 hits · 31 pts
SeverityFileLineSnippetContext
LOWpackaging/docker/docker-compose.den-dev.yml1# docker-compose.den-dev.yml — Den local testability stackCOMMENT
LOWpackaging/docker/docker-compose.den-dev.yml21# DEN_ORG_MODE — single_org or multi_org (default: single_org)COMMENT
LOWpackaging/docker/den-dev-up.sh1#!/usr/bin/env bashCOMMENT
LOWpackaging/docker/docker-compose.dev.yml1# docker-compose.dev.yml — Dev testability stack (no custom Dockerfile)COMMENT
LOW…k-ee/examples/values.aws-load-balancer-http-smoke.yaml1# AWS EKS Auto Mode HTTP smoke-test values for a first OpenWork EE install whenCOMMENT
LOW…ng/helm/openwork-ee/examples/values.azure-ingress.yaml1# Azure AKS starter values for a first OpenWork EE self-host install.COMMENT
LOW…elm/openwork-ee/examples/values.aws-load-balancer.yaml1# AWS EKS Auto Mode starter values for a first OpenWork EE self-host install.COMMENT
LOW…ging/helm/openwork-ee/examples/values.gcp-ingress.yaml1# Google Cloud GKE starter values for a first OpenWork EE self-host install.COMMENT
LOWee/apps/landing/next-env.d.ts1/// <reference types="next" />COMMENT
LOWee/apps/landing/app/install.sh/route.ts1// GET /install.shCOMMENT
LOWee/apps/den-web/next-env.d.ts1/// <reference types="next" />COMMENT
LOWee/apps/den-api/src/mcp/token-lifetime.ts1export const DEN_MCP_ACCESS_TOKEN_EXPIRES_IN_SECONDS = 15 * 60COMMENT
LOWee/apps/den-api/src/mcp/index.ts41 // Better Auth 1.6 can safely advertise only one public OAuth audience forCOMMENT
LOW…n-api/src/routes/org/plugin-system/github-discovery.ts481 } satisfies GithubRepoDiscoveryResultCOMMENT
LOWee/apps/diagnostics/next-env.d.ts1/// <reference types="next" />COMMENT
LOW.devcontainer/start-services.sh1#!/usr/bin/env bashCOMMENT
LOW.devcontainer/docker-compose.yml1# Full-stack dev environment for Daytona / Codespaces / devcontainers.COMMENT
LOW.devcontainer/test-on-daytona.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/revert-org-mcp-connections.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/openwork-debug.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/openwork-debug.sh21# Electron shell + CDP on 127.0.0.1:9823 for chrome-devtools MCP.COMMENT
LOWscripts/openwork-debug.sh441 # 3b. Electron main (the helpers die with the main via mach-port rendezvousCOMMENT
LOW.github/workflows/release-generic-installer.yml1name: Legacy Generic Installer (manual)COMMENT
LOW.github/workflows/alpha-macos-aarch64.yml1name: Alpha Channel (macOS arm64)COMMENT
LOW.github/workflows/den-db-migrate.yml1name: Den DB MigrateCOMMENT
LOW…/react-app/domains/session/surface/composer/editor.tsx561 // through different paths (SyncPlugin vs OnChange).COMMENT
LOW…app/src/react-app/domains/session/sync/session-sync.ts841 // can't be trusted because opencode emits `field: "text"` forCOMMENT
LOW…app/src/react-app/domains/session/sync/session-sync.ts981 for (const item of items) {COMMENT
LOWapps/app/src/react-app/shell/notifications.ts1// Entry points for the notification center.COMMENT
LOWapps/app/src/react-app/shell/dev-profiler.tsx61//COMMENT
LOWapps/server/src/env-file.ts1import { homedir, platform } from "node:os";COMMENT
Structural Annotation Overuse10 hits · 21 pts
SeverityFileLineSnippetContext
LOW.opencode/skills/daytona-electron-test/SKILL.md367# Step 1: kill Electron/runtime childrenCOMMENT
LOW.opencode/skills/daytona-electron-test/SKILL.md370# Step 2: wait, then restart Electron (separate exec call)COMMENT
LOW.opencode/skills/daytona-electron-test/SKILL.md492### Step 1: Start the sandbox with BEFORE recordingCOMMENT
LOW.opencode/skills/daytona-electron-test/SKILL.md500### Step 2: Drive the BEFORE flowCOMMENT
LOW.opencode/skills/daytona-electron-test/SKILL.md505### Step 3: Stop the BEFORE recordingCOMMENT
LOW.opencode/skills/daytona-electron-test/SKILL.md511### Step 4: Switch to the feature branchCOMMENT
LOW.opencode/skills/daytona-electron-test/SKILL.md529### Step 5: Start the AFTER recordingCOMMENT
LOW.opencode/skills/daytona-electron-test/SKILL.md535### Step 6: Drive the AFTER flowCOMMENT
LOW.opencode/skills/daytona-electron-test/SKILL.md540### Step 7: Stop the AFTER recordingCOMMENT
LOW.opencode/skills/daytona-electron-test/SKILL.md546### Step 8: Get recording URLsCOMMENT
Cross-Language Confusion (JS/TS)2 hits · 10 pts
SeverityFileLineSnippetContext
HIGHee/apps/landing/app/install.sh/route.ts41elif command -v wget >/dev/null 2>&1; thenCODE
HIGHee/apps/den-api/src/routes/org/install-links.ts202elif command -v wget >/dev/null 2>&1; thenCODE
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICAL…ges/enterprise-mcp-client/src/enterprise-mcp-client.ts442 await input.connection.authorization.persistence.authorizations.invalidate({CODE
Example Usage Blocks5 hits · 8 pts
SeverityFileLineSnippetContext
LOW.devcontainer/stop-daytona-recording.sh7# Usage:COMMENT
LOW.devcontainer/test-server-on-daytona.sh6# Usage:COMMENT
LOW.devcontainer/setup-daytona-secrets-volume.sh7# Usage:COMMENT
LOW.devcontainer/test-on-daytona.sh6# Usage:COMMENT
LOWscripts/revert-org-mcp-connections.sh20# Usage:COMMENT
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.devcontainer/setup-daytona-secrets-volume.sh4# Create the reusable Daytona secrets volume once. If a local env file isCOMMENT
Modern AI Meta-Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMscripts/find-unused.sh40 # Monorepo orchestrationCOMMENT
AI Slop Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMpackages/docs/openapi.json1{"openapi":"3.1.0","info":{"title":"Den API","description":"OpenAPI spec for the Den control plane API.\n\nAuthenticatioCODE