This report presents the forensic synthetic code analysis of silvertakana/worldwideview, a HTML project with 1,710 GitHub stars. SynthScan v2.0 examined 103,648 lines of code across 859 source files, recording 187 pattern matches distributed across 9 syntactic categories. The overall adjusted score of 4.5 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).
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.
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.
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.
The scanner identified 187 distinct pattern matches across 9 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | docker-entrypoint.sh | 2 | # ─── Docker Entrypoint ─────────────────────────────────────── | COMMENT |
| MEDIUM | tests/marketplace-from-instance.spec.ts | 21 | // ─── Marketplace capture side (no worldwideview auth needed) ──────────────── | COMMENT |
| MEDIUM | tests/marketplace-from-instance.spec.ts | 83 | // ─── Linked-instance API surface (anonymous, marketplace-only) ────────────── | COMMENT |
| MEDIUM | tests/marketplace-from-instance.spec.ts | 134 | // ─── InstanceCapture → server-link fire-and-forget ────────────────────────── | COMMENT |
| MEDIUM | tests/marketplace-from-instance.spec.ts | 154 | // ─── Full flow (worldwideview → marketplace, requires Docker + auth) ───────── | COMMENT |
| MEDIUM | tests/web-auth.spec.ts | 6 | // ─── /auth/reset-password ──────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/web-auth.spec.ts | 32 | // ─── /accounts unauthenticated redirect ────────────────────────────────────── | COMMENT |
| MEDIUM | tests/web-auth.spec.ts | 47 | // ─── /auth/verify without a code ───────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/web-auth.spec.ts | 60 | // ─── /auth/reset-password/confirm without a hash ───────────────────────────── | COMMENT |
| MEDIUM | tests/account-connect-e2e.spec.ts | 38 | // ── 1. Sign up at worldwideview-web ──────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/account-connect-e2e.spec.ts | 51 | // ── 2. Navigate to globe app ────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/account-connect-e2e.spec.ts | 55 | // ── 3. Click "Connect to Marketplace" ────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/account-connect-e2e.spec.ts | 60 | // ── 4. Verify redirect to marketplace /oauth/authorize ───────────────── | COMMENT |
| MEDIUM⚡ | tests/account-connect-e2e.spec.ts | 67 | // ── 5. Verify consent page shows user email and scope ────────────────── | COMMENT |
| MEDIUM⚡ | tests/account-connect-e2e.spec.ts | 72 | // ── 6. Click "Approve" ──────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/account-connect-e2e.spec.ts | 77 | // ── 7. Wait for redirect back to globe app ───────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/account-connect-e2e.spec.ts | 80 | // ── 8. Verify "Connected as <email>" is visible ──────────────────────── | COMMENT |
| MEDIUM⚡ | tests/account-connect-e2e.spec.ts | 84 | // ── 9. Navigate to a page with a plugin that requires auth ───────────── | COMMENT |
| MEDIUM⚡ | tests/account-connect-e2e.spec.ts | 90 | // ── 10. Verify ticketClient fetches from /api/auth/ticket ────────────── | COMMENT |
| MEDIUM | tests/account-connect-e2e.spec.ts | 114 | // ── 11. Verify WebSocket auth: auth message sent, welcome received ───── | COMMENT |
| MEDIUM | tests/account-connect-e2e.spec.ts | 122 | // ── 12. Verify data streams ─────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/account-connect-e2e.spec.ts | 135 | // ── 1. Sign up (fresh user, no marketplace connection) ───────────────── | COMMENT |
| MEDIUM⚡ | tests/account-connect-e2e.spec.ts | 146 | // ── 2. Navigate to globe app ────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/account-connect-e2e.spec.ts | 150 | // ── 3. Navigate to plugins tab ──────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/account-connect-e2e.spec.ts | 155 | // ── 4. Listen for /api/auth/ticket — expect noCredential ────────────── | COMMENT |
| MEDIUM | tests/marketplace-sign-out.spec.ts | 27 | // ── Establish authenticated session ────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/marketplace-sign-out.spec.ts | 39 | // ── Open avatar dropdown and click Sign Out ────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/marketplace-sign-out.spec.ts | 43 | // ── Assert redirect to marketplace home ────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/marketplace-sign-out.spec.ts | 49 | // ── Assert session is cleared on the server ────────────────────────── | COMMENT |
| MEDIUM | packages/wwv-lib-incidents/src/index.test.ts | 26 | // ─── Minimal GeoEntity factory ──────────────────────────────────────────────── | COMMENT |
| MEDIUM | packages/wwv-lib-incidents/src/index.test.ts | 40 | // ─── Minimal concrete subclass ──────────────────────────────────────────────── | COMMENT |
| MEDIUM | packages/wwv-lib-incidents/src/index.test.ts | 86 | // ─── Subclass that DOES override mapWebsocketPayload ───────────────────────── | COMMENT |
| MEDIUM | packages/wwv-lib-incidents/src/index.test.ts | 98 | // ─── Helpers that mimic WsClient.handleDataMessage branching logic ──────────── | COMMENT |
| MEDIUM | packages/wwv-lib-incidents/src/index.test.ts | 120 | // ─── Test suite ─────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | packages/wwv-plugin-sdk/src/index.ts | 68 | // ─── Re-export manifest types ───────────────────────────────── | COMMENT |
| MEDIUM | packages/wwv-plugin-sdk/src/index.ts | 71 | // ─── Categories ────────────────────────────────────────────── | COMMENT |
| MEDIUM | packages/wwv-plugin-sdk/src/index.ts | 85 | // ─── Time ──────────────────────────────────────────────────── | COMMENT |
| MEDIUM | packages/wwv-plugin-sdk/src/index.ts | 127 | // ─── Layer Config ──────────────────────────────────────────── | COMMENT |
| MEDIUM | packages/wwv-plugin-sdk/src/index.ts | 139 | // ─── Cesium Entity Options ─────────────────────────────────── | COMMENT |
| MEDIUM | packages/wwv-plugin-sdk/src/index.ts | 172 | // ─── Selection Behavior ────────────────────────────────────── | COMMENT |
| MEDIUM | packages/wwv-plugin-sdk/src/index.ts | 182 | // ─── Server Plugin Config ──────────────────────────────────── | COMMENT |
| MEDIUM | packages/wwv-plugin-sdk/src/index.ts | 193 | // ─── Plugin Context ────────────────────────────────────────── | COMMENT |
| MEDIUM | packages/wwv-plugin-sdk/src/index.ts | 227 | // ─── Filter Definitions ────────────────────────────────────── | COMMENT |
| MEDIUM | packages/wwv-plugin-sdk/src/index.ts | 302 | // ─── Aliases for backwards compatibility ───────────────────── | COMMENT |
| MEDIUM | packages/wwv-plugin-sdk/src/index.ts | 305 | // ─── Data Bus Event Types ──────────────────────────────────── | COMMENT |
| MEDIUM | packages/wwv-plugin-sdk/src/index.ts | 326 | // ─── Auth Contracts ────────────────────────────────────────── | COMMENT |
| MEDIUM | packages/wwv-plugin-sdk/src/index.ts | 329 | // ─── Tagged Property Helpers ───────────────────────────────── | COMMENT |
| MEDIUM | .github/workflows/docker-publish.yml | 12 | # -------------------------------------------------- | COMMENT |
| MEDIUM | .github/workflows/docker-publish.yml | 14 | # -------------------------------------------------- | COMMENT |
| MEDIUM | .github/workflows/docker-publish.yml | 104 | # -------------------------------------------------- | COMMENT |
| MEDIUM | .github/workflows/docker-publish.yml | 106 | # -------------------------------------------------- | COMMENT |
| MEDIUM | .github/workflows/docker-publish.yml | 196 | # -------------------------------------------------- | COMMENT |
| MEDIUM | .github/workflows/docker-publish.yml | 198 | # -------------------------------------------------- | COMMENT |
| MEDIUM | .github/workflows/docker-publish.yml | 289 | # -------------------------------------------------- | COMMENT |
| MEDIUM | .github/workflows/docker-publish.yml | 291 | # -------------------------------------------------- | COMMENT |
| MEDIUM | .github/workflows/docker-publish.yml | 319 | # -------------------------------------------------- | COMMENT |
| MEDIUM | .github/workflows/docker-publish.yml | 321 | # -------------------------------------------------- | COMMENT |
| MEDIUM | .github/workflows/docker-publish.yml | 360 | # -------------------------------------------------- | COMMENT |
| MEDIUM | .github/workflows/docker-publish.yml | 362 | # -------------------------------------------------- | COMMENT |
| MEDIUM | .github/workflows/docker-publish.yml | 440 | # -------------------------------------------------- | COMMENT |
| 48 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | .agents/workflows/researching-plugins/SKILL.md | 19 | ### Step 1: Take Inspiration from WorldMonitor | COMMENT |
| LOW | .agents/workflows/researching-plugins/SKILL.md | 25 | ### Step 2: Validate Data Sources | COMMENT |
| LOW | .agents/skills/migrate-legacy-plugin/SKILL.md | 54 | ## Step 1: Move the Plugin Directory | COMMENT |
| LOW | .agents/skills/migrate-legacy-plugin/SKILL.md | 70 | ## Step 2: Fix Frontend Routing (getEngineUrl) | COMMENT |
| LOW | .agents/skills/migrate-legacy-plugin/SKILL.md | 111 | ## Step 3: Update package.json | COMMENT |
| LOW | .agents/skills/migrate-legacy-plugin/SKILL.md | 146 | ## Step 4: Ensure Vite Build Config | COMMENT |
| LOW | .agents/skills/migrate-legacy-plugin/SKILL.md | 170 | ## Step 5: Fix Backend Seeder (if applicable) | COMMENT |
| LOW | .agents/skills/migrate-legacy-plugin/SKILL.md | 218 | ## Step 6: Clean Up packages/ References | COMMENT |
| LOW | .agents/skills/migrate-legacy-plugin/SKILL.md | 228 | ## Step 7: Verify | COMMENT |
| LOW | docs/demo-service-account.md | 18 | ### Step 1: Create the Demo User | COMMENT |
| LOW⚡ | docs/demo-service-account.md | 30 | ### Step 2: Generate an API Key | COMMENT |
| LOW⚡ | docs/demo-service-account.md | 37 | ### Step 3: Set the Env Var on Coolify | COMMENT |
| LOW⚡ | docs/demo-service-account.md | 44 | ### Step 4: Verify | COMMENT |
| LOW | docs/iss-plugin-tutorial.md | 12 | ## Step 1: Setting up your Workspace | COMMENT |
| LOW | docs/iss-plugin-tutorial.md | 56 | ## Step 2: Scaffold the Plugin and Backend Seeder | COMMENT |
| LOW | docs/iss-plugin-tutorial.md | 89 | ## Step 3: Write the Polling Logic (Backend Seeder) | COMMENT |
| LOW | docs/iss-plugin-tutorial.md | 142 | ## Step 4: Testing the Data Engine | COMMENT |
| LOW | docs/iss-plugin-tutorial.md | 156 | ## Step 5: Write the Plugin Logic (Frontend) | COMMENT |
| LOW | docs/iss-plugin-tutorial.md | 216 | ## Step 6: Connecting and Testing Everything | COMMENT |
| LOW | docs/iss-plugin-tutorial.md | 242 | ## Step 7: Publishing Your Plugin | COMMENT |
| LOW | docs/mcp-quickstart.md | 22 | ## Step 1: Install and configure | COMMENT |
| LOW | docs/mcp-quickstart.md | 37 | ## Step 2: Run the app | COMMENT |
| LOW | docs/mcp-quickstart.md | 60 | ## Step 3: Sign in and generate an API key | COMMENT |
| LOW | docs/mcp-quickstart.md | 73 | ## Step 4: Add the MCP server to your client | COMMENT |
| LOW | docs/mcp-quickstart.md | 96 | ## Step 5: Restart your client and verify | COMMENT |
| LOW | docs/plans/2026-05-22-adr-001-two-track-rollout.md | 88 | # Step 1: JWKS ✅ Step 2: Exchange ✅ Step 3: WS welcome ✅ | COMMENT |
| LOW⚡ | src/core/data/SmartFetcher.ts | 20 | // Step 1: Try Direct Fetch (Fastest) | COMMENT |
| LOW⚡ | src/core/data/SmartFetcher.ts | 30 | // Step 2: Local Server Proxy | COMMENT |
| LOW⚡ | src/app/api/mcp/discoveryTools.ts | 145 | // Step 1: Geocode the place name (limit 1 result). | COMMENT |
| LOW⚡ | src/app/api/mcp/discoveryTools.ts | 155 | // Step 2: Find matching streaming plugins by case-insensitive substring. | COMMENT |
| LOW | src/app/api/mcp/discoveryTools.ts | 177 | // Step 3: Compute bbox and query region for each matched plugin. | COMMENT |
| LOW | src/app/api/mcp/discoveryTools.ts | 189 | // Step 4: Pan camera when a session is active. | COMMENT |
| LOW⚡ | src/app/api/mcp/discoveryTools.ts | 202 | // Step 5: Apply overall cap and record truncation metadata. | COMMENT |
| LOW⚡ | src/app/api/mcp/discoveryTools.ts | 210 | // Step 6: Build prose summary using first matched plugin as representative. | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | src/core/data/SmartFetcher.ts | 20 | // Step 1: Try Direct Fetch (Fastest) | COMMENT |
| LOW⚡ | src/core/data/SmartFetcher.ts | 30 | // Step 2: Local Server Proxy | COMMENT |
| LOW⚡ | src/app/api/mcp/discoveryTools.ts | 145 | // Step 1: Geocode the place name (limit 1 result). | COMMENT |
| LOW⚡ | src/app/api/mcp/discoveryTools.ts | 155 | // Step 2: Find matching streaming plugins by case-insensitive substring. | COMMENT |
| LOW | src/app/api/mcp/discoveryTools.ts | 177 | // Step 3: Compute bbox and query region for each matched plugin. | COMMENT |
| LOW | src/app/api/mcp/discoveryTools.ts | 189 | // Step 4: Pan camera when a session is active. | COMMENT |
| LOW⚡ | src/app/api/mcp/discoveryTools.ts | 202 | // Step 5: Apply overall cap and record truncation metadata. | COMMENT |
| LOW⚡ | src/app/api/mcp/discoveryTools.ts | 210 | // Step 6: Build prose summary using first matched plugin as representative. | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | docker/ci/docker-compose.plugin-ci.yml | 1 | # Reusable compose for plugin smoke CI (consumed by wwv-plugins repo). | COMMENT |
| LOW | docker/ci/docker-compose.plugin-ci.yml | 21 | # ─── Stub seeder source ─── | COMMENT |
| LOW | docker/ci/docker-compose.seeder-ci.yml | 1 | # Reusable compose for seeder smoke CI (consumed by wwv-seeders-* repos). | COMMENT |
| LOW | .agents/hooks/planning-sync.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | scripts/web-setup.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | .github/workflows/publish-packages.yml | 1 | # Trigger model: merge to main with a version bump in the relevant package.json is the | COMMENT |
| LOW | src/core/globe/hooks/useSatelliteFrustum.ts | 61 | // Wait, Cesium cylinder geometry aligns its local Z axis with the global Z (North Pole) | COMMENT |
| LOW | src/app/api/health/route.ts | 1 | import { NextResponse } from "next/server"; | COMMENT |
| LOW | src/app/api/mcp/pluginToolDispatch.test.ts | 261 | }); | COMMENT |
| LOW | src/app/api/mcp/route.test.ts | 161 | }); | COMMENT |
| LOW | src/app/api/mcp/route.ts | 121 | // ------------------------------------------------------------------ | COMMENT |
| LOW | src/app/api/mcp/route.ts | 161 | // STATELESS INVARIANT: never hoist these to module scope. | COMMENT |
| LOW | src/app/api/mcp/route.ts | 181 | // Phase 26: orientation prompts (INST-03, INST-04) | COMMENT |
| LOW | src/test/setup.ts | 1 | // Vitest setup file — intentionally empty after auth clean-up. | COMMENT |
| LOW | src/lib/apiKeyAuth.ts | 1 | import { randomBytes, createHmac, timingSafeEqual } from "crypto"; | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | packages/wwv-plugin-sdk/src/vite/wwvStaticCompiler.ts | 74 | function generateStaticPluginSource(manifest: any): string { | CODE |
| LOW | src/core/edition.ts | 136 | export function ticketAuthEnabledForPlugin(pluginId: string): boolean { | CODE |
| LOW | src/core/globe/types/GlobeCommand.ts | 46 | function isOptionalPluginOrLayerId(v: unknown): boolean { | CODE |
| LOW | src/app/setup/actions.ts | 153 | export async function activateProvisionedAccount( | CODE |
| LOW | src/app/api/mcp/globeCommandTools.ts | 62 | export function registerGlobeCommandTools( | CODE |
| LOW | src/app/api/mcp/pluginToolDispatch.ts | 58 | export async function registerPluginToolDispatch( | CODE |
| LOW | …components/marketplace/UnverifiedPluginBatchDialog.tsx | 13 | export default function UnverifiedPluginBatchDialog({ | CODE |
| LOW | src/lib/mcpRateLimitConfig.ts | 74 | export async function checkMcpInvocationsRateLimit( | CODE |
| LOW | src/lib/cross-service/verify.ts | 7 | export function verifyCrossServiceSignature( | CODE |
| LOW | src/lib/auth/migrate-legacy-user.ts | 9 | export async function migrateLegacyUserIfNeeded( | CODE |
| LOW | src/lib/mcp/tools.ts | 47 | function resolveDataQueryEmptyReason(serviceReason: EmptyReason | undefined): EmptyReason { | CODE |
| LOW | src/lib/mcp/server.ts | 119 | export async function registerOrientationPrompts( | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tests/tier-sync.spec.ts | 101 | const body = { email: 'test@test.com' }; | CODE |
| LOW | tests/ci/org-scoping.test.ts | 199 | where: { email: "test@test.com" }, | CODE |
| LOW | src/app/setup/actions.test.ts | 31 | fd.set("email", overrides.email ?? "admin@example.com"); | CODE |
| LOW | src/app/setup/page.tsx | 205 | <input id="email" name="email" type="email" required className={styles.input} placeholder="admin | CODE |
| LOW | src/app/api/ba/[...all]/route.spec.ts | 54 | body: JSON.stringify({ email: "test@test.com", password: "password" }), | CODE |
| LOW | src/app/login/LoginForm.tsx | 84 | placeholder={isDemo ? "admin@worldwideview.local" : "admin@example.com"} | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | README.md | 170 | "Authorization": "Bearer <your-api-key>" | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | .agents/rules/deployment-and-testing.md | 25 | pnpm run scaffold-osm-plugin <name> # Generate a new plugin from scaffold | CODE |
| MEDIUM | .agents/skills/plugin-new/SKILL.md | 35 | ## Stage 1: Isolated worktree + scaffold | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | self-host/setup.sh | 6 | # Check if docker is actually available and running | COMMENT |