3.1

Adjusted Signal

3.1

Raw Pattern Score

100%

Time Factor

2026-10-06

Last Push

10.4K

Stars

TypeScript

Language

433.7K

Lines of Code

2.1K

Files

882

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 8.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 719 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

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

Agent Over-Engineering Ratio 9.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 569 finding(s).

PR Review Velocity Impact 14.1/100 · LOW

Which changes need focused human review? 882 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 5HIGH 4MEDIUM 183LOW 690

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 882 distinct pattern matches across 18 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.

Decorative Section Separators153 hits · 458 pts

Severity	File	Line	Snippet	Context
MEDIUM	website/src/components/home/HomeCompositionHero.vue	70	// ── Inter-layer bridges ────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/projection.ts	154	// ── Polyline helpers (for channel paths and walking actors) ──────────	COMMENT
MEDIUM	website/src/components/home/iso/projection.ts	194	// ── Hit-testing (screen → world) ─────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/palette.ts	20	// ── CSS custom property names ────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/palette.ts	28	// ── Hard-coded fallbacks for SSR / when CSS vars are missing ────────	COMMENT
MEDIUM	website/src/components/home/iso/palette.ts	45	// ── Cache (cleared each frame by `resetPaletteCache()`) ──────────────	COMMENT
MEDIUM	website/src/components/home/iso/palette.ts	86	// ── Public colour helpers ────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/palette.ts	114	// ── Parsing ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/types.ts	28	// ── Substrate classification ─────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/types.ts	33	// ── Building structure ────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/types.ts	141	// ── Substrate ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/types.ts	195	// ── Actors ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/types.ts	225	// ── Threads ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/types.ts	243	// ── Scene root ────────────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/types.ts	256	// ── Camera & scripts ──────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/types.ts	342	// ── Per-section animation tweaks ──────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/types.ts	355	// ── Active runtime state ──────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/types.ts	429	// ── Projection types ──────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/types.ts	456	// ── Rendering options ─────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/scene.ts	42	// ── 1. Reception / front-of-house ───────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/scene.ts	110	// ── 2. Coordination / war-room ───────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/scene.ts	214	// ── 3. Workshop / fulfilment ─────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/scene.ts	267	// ── 4. Planning + analysis ───────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/scene.ts	328	// ── 5. Comms room (server racks visible) ─────────────────	COMMENT
MEDIUM	website/src/components/home/iso/scene.ts	391	// ── 6. Archives ──────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/scene.ts	445	// ── Outdoor strip in front (south of building, y > 7.0) ───────────	COMMENT
MEDIUM	website/src/components/home/iso/scene.ts	507	// ── Substrate ─────────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/scene.ts	669	// ── Actors — all at floor level (z=0) now ────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/scene.ts	752	// ── Threads — same 8 as v2, all surface IDs preserved ────────────	COMMENT
MEDIUM	website/src/components/home/iso/simulate.ts	78	// ── Filter ease (always runs, even under reduced motion) ──────────	COMMENT
MEDIUM	website/src/components/home/iso/simulate.ts	94	// ── Highlights decay ────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/simulate.ts	103	// ── Ambient comet spawning on channels ─────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/simulate.ts	132	// ── Advance comets ─────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/simulate.ts	145	// ── Advance walking actors ─────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/simulate.ts	165	// ── Decay junction flashes / handoff bursts / connection arcs ─────	COMMENT
MEDIUM	website/src/components/home/iso/simulate.ts	170	// ── Run scripts (ambient + focus, both ticking each frame) ────────	COMMENT
MEDIUM	website/src/components/home/iso/render.ts	57	// ── Public entry point ────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/render.ts	81	// ── Draw command queue ───────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/render.ts	151	// ── Filter helpers ───────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/render.ts	166	// ── Exclusion-zone dimming (text occlusion) ──────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/render.ts	198	// ── Building shell, floors, zones, furniture ─────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/render.ts	901	// ── Substrate (channels, packets, comets, junctions, risers) ──────────	COMMENT
MEDIUM	website/src/components/home/iso/render.ts	1202	// ── Skybridge ────────────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/render.ts	1273	// ── Sidewalk + outdoor props ─────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/render.ts	1383	// ── Pedestrians ──────────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/render.ts	1419	// ── Actors (couriers, inspectors, analysts, sweepers) ────────────────	COMMENT
MEDIUM	website/src/components/home/iso/render.ts	1614	// ── Connection arcs (sync/streams/agents on hover) ───────────────────	COMMENT
MEDIUM	website/src/components/home/iso/render.ts	1649	// ── Handoff bursts (coral particles) ─────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/render.ts	1688	// ── Boxes (used for desks etc.) ───────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/render.ts	1741	// ── Geometry utilities ────────────────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/render.ts	1802	// ── Theme-aware colour helpers (legacy / surface helpers) ────────────	COMMENT
MEDIUM	website/src/components/home/iso/crops.ts	30	// ── 1) Hero: the whole campus ─────────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/crops.ts	64	// ── 2) Agents — coordination floor ────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/crops.ts	97	// ── 3) Streams — substrate cutaway ───────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/crops.ts	132	// ── 4) Sync — mirrored surfaces ──────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/scripts/ambient.ts	29	// ── Sync threads — surface mirror pulses ─────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/scripts/ambient.ts	86	// ── Streams threads — comet flow ─────────────────────────────────	COMMENT
MEDIUM	website/src/components/home/iso/scripts/ambient.ts	167	// ── Dispatch courier — comms-room → workshop ─────────────────────	COMMENT
MEDIUM	website/src/components/brand-toys/BrandToysToy.vue	45	// ───────────── Resolve the target component ─────────────	COMMENT
MEDIUM	website/src/components/brand-toys/BrandToysToy.vue	61	// ───────────── URL-state helpers ─────────────	COMMENT
93 more matches not shown…

Hyper-Verbose Identifiers416 hits · 429 pts

Severity	File	Line	Snippet	Context
LOW	website/.vitepress/markdown-export.ts	468	function normalizeExplicitMarkdown(markdown: string): string {	CODE
LOW	website/.vitepress/markdown-export.ts	642	function replaceAnnotatedCodeBlocks(root: Element, document: Document) {	CODE
LOW	website/.vitepress/markdown-export.ts	798	function extractExplicitInsertionAnchors(sourceBody: string) {	CODE
LOW	website/.vitepress/markdown-export.ts	836	function spliceExplicitMarkdownIntoBase(	CODE
LOW	website/.vitepress/markdown-export.ts	1000	export async function exportMarkedPagesToMarkdown(exportOutDir: string) {	CODE
LOW	website/src/components/brand-toys/meshOfStreams.ts	276	function hasSelfOverlapOrIntersection(points: MeshPoint[]): boolean {	CODE
LOW	website/src/components/brand-toys/meshOfStreams.ts	438	function segmentsIntersectOrOverlap(	CODE
LOW	website/src/components/brand-toys/meshOfStreams.ts	783	export function buildRenderedPathSegments(	CODE
LOW	website/src/components/brand-toys/meshOfStreams.ts	2061	function tryPlaceStraightHorizontal(	CODE
LOW	website/src/components/pricing/ComparisonTable.vue	108	function formatServiceEffectiveRate(plan, service) {	CODE
LOW	examples/.shared/lib/database.ts	86	export function createDatabaseForCloudElectric({	CODE
LOW	examples/agents-playground/entities/researcher.ts	32	function createResearchWorkerPrompt(systemPrompt: string): string {	CODE
LOW	examples/agents-playground/entities/researcher.ts	42	function createResearchWithSpecialistsTool(ctx: HandlerContext) {	CODE
LOW	examples/linearlite/src/utils/filterState.ts	11	export function getFilterStateFromSearchParams(	CODE
LOW	scripts/patch_api_spec_version.js	23	function replaceVersionPlaceholders(content) {	CODE
LOW	packages/electric-ax/src/view.ts	101	export function formatEntityConversationView(	CODE
LOW	packages/electric-ax/src/view.ts	133	export function formatEntityConversationViewFromDB(	CODE
LOW	packages/electric-ax/src/prompt-api-key.ts	37	export function parsePastedAnthropicApiKey(input: string): string {	CODE
LOW	packages/electric-ax/src/prompt-api-key.ts	54	function assertAnthropicApiKeyPrefix(key: string): void {	CODE
LOW	packages/electric-ax/src/start.ts	53	export function resolveElectricAgentsPort(	CODE
LOW⚡	packages/electric-ax/src/start.ts	66	export function getStartedEnvironmentMessage(	CODE
LOW⚡	packages/electric-ax/src/start.ts	76	export function getStoppedEnvironmentMessage(	CODE
LOW⚡	packages/electric-ax/src/start.ts	86	export function getStartedBuiltinAgentsMessage(	CODE
LOW	packages/electric-ax/src/start.ts	133	function defaultPullWakeOwnerPrincipal(): string {	CODE
LOW	packages/electric-ax/src/start.ts	154	export function resolvePullWakeOwnerPrincipal(	CODE
LOW	packages/electric-ax/src/start.ts	166	function parseAdditionalServerHeaders(	CODE
LOW	packages/electric-ax/src/start.ts	208	export function resolveBuiltinServerHeaders(	CODE
LOW	packages/electric-ax/src/start.ts	238	export function resolveComposeProjectName(	CODE
LOW	packages/electric-ax/src/start.ts	286	export async function waitForElectricAgentsServer(	CODE
LOW	packages/electric-ax/src/start.ts	319	export async function startElectricAgentsDevEnvironment(	CODE
LOW	packages/electric-ax/src/start.ts	347	export async function stopElectricAgentsDevEnvironment(	CODE
LOW	packages/electric-ax/src/observe-ui.tsx	59	function nextOptimisticInboxOrderIndex(): number {	CODE
LOW	packages/electric-ax/src/observe-ui.tsx	129	function timelineRowsToDisplayRows(	CODE
LOW	packages/electric-ax/src/observe-ui.tsx	189	function compareTimelineOrderValues(	CODE
LOW⚡	packages/electric-ax/src/index.ts	133	function getDefaultElectricAgentsIdentity(): string {	CODE
LOW⚡	packages/electric-ax/src/index.ts	137	function defaultElectricAgentsPrincipalForIdentity(identity: string): string {	CODE
LOW⚡	packages/electric-ax/src/index.ts	141	function parseElectricAgentsHeaders(	CODE
LOW	packages/electric-ax/src/index.ts	311	function styleElectricAgentsWithOptions(	CODE
LOW	packages/electric-ax/src/index.ts	346	export function formatQuickstartBackendStartedMessage({	CODE
LOW	packages/electric-ax/src/index.ts	758	export function createElectricCliHandlers(	CODE
LOW	packages/agents-mobile/src/screens/SessionScreen.tsx	119	export function StateInspectorSessionScreen({	CODE
LOW	packages/agents-mobile/src/screens/SessionScreen.tsx	947	function NativeEntityContextDrawer({	CODE
LOW	packages/agents-mobile/src/lib/cloudAgentServers.ts	110	function createAgentServersCollection(dashboardUrl: string) {	CODE
LOW	packages/agents-mobile/src/lib/cloudAgentServers.ts	124	function createEnvironmentsCollection(dashboardUrl: string) {	CODE
LOW	packages/agents-mobile/src/lib/cloudAgentServers.ts	152	function createWorkspacesCollection(dashboardUrl: string) {	CODE
LOW	packages/agents-mobile/src/lib/cloudAgentServers.ts	177	function getOrCreateCollections(dashboardUrl: string): CollectionSet {	CODE
LOW⚡	packages/agents-mobile/src/lib/sidebarPrefs.ts	107	export function toggleSidebarTypeVisibility(type: string): void {	CODE
LOW⚡	packages/agents-mobile/src/lib/sidebarPrefs.ts	114	export function toggleSidebarStatusVisibility(status: string): void {	CODE
LOW⚡	packages/agents-mobile/src/lib/sidebarPrefs.ts	121	export function toggleSidebarCreatorVisibility(creator: string): void {	CODE
LOW	packages/agents-mobile/src/lib/availableServers.ts	95	export function resolveActiveAfterCloudSignOut(	CODE
LOW	packages/agents-mobile/src/lib/agentsClient.ts	232	export function createEntityTypesCollection(baseUrl: string) {	CODE
LOW	packages/agents-mobile/src/lib/agentsClient.ts	298	export function createEntityEffectivePermissionsCollection(baseUrl: string) {	CODE
LOW	packages/agents-mobile/src/lib/cloudAgentUrls.ts	4	export function cloudAgentServerUrlFromDashboard(	CODE
LOW	packages/agents-mobile/src/lib/cloudAgentUrls.ts	28	export function getCloudServiceIdFromServerUrl(	CODE
LOW	packages/agents-mobile/src/lib/slashAutocomplete.ts	120	export function buildSlashCommandInsertion(	CODE
LOW	…ts-server-conformance-tests/src/electric-agents-dsl.ts	221	function toServerEntityTypeRegistration(	CODE
LOW	…ts-server-conformance-tests/src/electric-agents-dsl.ts	2008	function checkEntityContextOnWebhook(history: Array<HistoryEvent>): void {	CODE
LOW	…ts-server-conformance-tests/src/electric-agents-dsl.ts	2024	function checkStreamPathsMatchEntityUrl(history: Array<HistoryEvent>): void {	CODE
LOW	…ts-server-conformance-tests/src/electric-agents-dsl.ts	2039	function checkStatusTransitionsValid(history: Array<HistoryEvent>): void {	CODE
LOW	…ts-server-conformance-tests/src/electric-agents-dsl.ts	2064	function checkEntityTypeExistsBeforeSpawn(history: Array<HistoryEvent>): void {	CODE
356 more matches not shown…

Over-Commented Block220 hits · 208 pts

Severity	File	Line	Snippet	Context
LOW	website/index.md	1	---	COMMENT
LOW	…osts/2024-05-14-electricsql-postgres-client-support.md	81	// Import your generated database schema.	COMMENT
LOW	website/src/components/ScalabilityChart.vue	81	borderColor: latencyColor,	COMMENT
LOW	website/src/components/home/HomeCompositionHero.vue	61	// the agents or sync layer above/below — re-using the existing rail	COMMENT
LOW	website/src/components/home/HomeCompositionHero.vue	81	// The pool is fixed-size + reactive so we never grow/shrink the DOM:	COMMENT
LOW	website/src/components/home/HomeCompositionHero.vue	101		COMMENT
LOW	website/src/components/home/HomeCompositionHero.vue	121	// against the band's padding box, not its border box, so the	COMMENT
LOW	website/src/components/home/HomeCompositionHero.vue	161	const offset =	COMMENT
LOW	website/src/components/home/HomeProductSection.vue	121	// snapshot. On wide viewports the scene column comfortably fits all	COMMENT
LOW	…/components/blog/data-primitive-agent-loop/sequence.js	1	// Static data for the agent-loop animation.	COMMENT
LOW	…log/data-primitive-agent-loop/useAgentLoopAnimation.js	1	// Composable that owns the reactive state for the agent-loop animation	COMMENT
LOW	website/src/components/brand-toys/meshOfStreams.ts	81	seed: string \| number	COMMENT
LOW	website/src/components/brand-toys/meshOfStreams.ts	381	return dx * dx + dy * dy	COMMENT
LOW	website/src/components/brand-toys/meshOfStreams.ts	1121	const candidates: MeshPoint[][] = []	COMMENT
LOW	website/src/components/brand-toys/meshOfStreams.ts	1321	normalizePolyline(simplifyPolyline(points))	COMMENT
LOW	website/src/components/brand-toys/meshOfStreams.ts	1401	// dimming + soft destination-out punch in MeshOfStreams.vue keeps	COMMENT
LOW	website/src/components/brand-toys/meshOfStreams.ts	1841	// that's fine: it just means the inside lanes will hit the per-lane	COMMENT
LOW	website/src/components/brand-toys/meshOfStreams.ts	1861	for (let idx = 1; idx < chosen.core.length - 1; idx++) {	COMMENT
LOW	website/src/components/brand-toys/MeshOfStreams.vue	61	// before it is feathered into the mesh. Larger values produce a	COMMENT
LOW	website/src/components/brand-toys/MeshOfStreams.vue	481	timeSec * wheel.rotationRate * props.wheelRotationSpeed	COMMENT
LOW	website/src/components/streams-home/StreamFlowBg.vue	1	<script setup lang="ts">	COMMENT
LOW	website/src/components/streams-home/StreamFlowBg.vue	21	// section graphics to dial back ambient activity.	COMMENT
LOW	website/src/components/agents-home/HeroNetworkBg.vue	1	<script setup lang="ts">	COMMENT
LOW	website/src/components/agents-home/HeroNetworkBg.vue	21	density?: number	COMMENT
LOW	website/src/components/agents-home/HeroNetworkBg.vue	41	// normal. Off by default to preserve the live hero's	COMMENT
LOW	website/src/components/agents-home/HeroNetworkBg.vue	61	// When true, every new node added (via click or random spawn)	COMMENT
LOW	website/src/components/agents-home/HeroNetworkBg.vue	81	// Override the initial node count. -1 (the default) means use	COMMENT
LOW	website/src/components/agents-home/HeroNetworkBg.vue	161	// current position.	COMMENT
LOW	website/src/components/agents-home/HeroNetworkBg.vue	601	}	COMMENT
LOW	website/src/components/agents-home/HeroNetworkBg.vue	681	// - minimum distance from existing nodes (so spawns don't pile up)	COMMENT
LOW	website/src/components/agents-home/HeroNetworkBg.vue	961	// radial halo, and a bright head — so the in-flight tokens read as	COMMENT
LOW	website/src/components/agents-home/HeroNetworkBg.vue	1141	}	COMMENT
LOW	website/src/components/sync-home/PGliteReplDemo.vue	1	<script setup>	COMMENT
LOW	…site/src/components/sync-home/MultiClientPulseDemo.vue	41		COMMENT
LOW	website/src/components/sync-home/SyncFanOutBg.vue	1	<script setup lang="ts">	COMMENT
LOW	website/src/components/sync-home/SyncFanOutBg.vue	21	// canvases (which never draw labels at rest).	COMMENT
LOW	website/src/components/sync-home/SyncFanOutBg.vue	41	activity?: number	COMMENT
LOW	website/src/components/sync-home/SyncFanOutBg.vue	61	// default) disables. Picks a random alive shape and tweens it	COMMENT
LOW	website/src/components/sync-home/SyncFanOutBg.vue	961		COMMENT
LOW	website/src/components/sync-home/SyncFanOutBg.vue	1221	if (!props.paused && t.progress >= 1) {	COMMENT
LOW	website/src/lib/social-bot-detection.ts	1	// Social media and messaging platform bots that need HTML with meta tags for	COMMENT
LOW	…s/write-patterns/patterns/2-optimistic-state/index.tsx	61	}	COMMENT
LOW	examples/write-patterns/shared/app/vite-env.d.ts	1	/// <reference types="vite/client" />	COMMENT
LOW	examples/burn/priv/static/robots.txt	1	# See https://www.robotstxt.org/robotstxt.html for documentation on how to use the robots.txt file	COMMENT
LOW	examples/redis/tsconfig.build.json	21	// "jsxFactory": "", /* Specify the JSX factory function used when targeting React J	COMMENT
LOW	examples/redis/tsconfig.build.json	41	/* JavaScript Support */	COMMENT
LOW	examples/redis/tsconfig.build.json	61	// "inlineSources": true, /* Include source code in the sourcemaps inside the emitted Jav	COMMENT
LOW	examples/redis/tsconfig.build.json	81	// "strictNullChecks": true, /* When type checking, take into account `null` and `undefined`	COMMENT
LOW	examples/redis/tsconfig.json	21	// "jsxFactory": "", /* Specify the JSX factory function used when targeting React J	COMMENT
LOW	examples/redis/tsconfig.json	41	/* JavaScript Support */	COMMENT
LOW	examples/redis/tsconfig.json	61	// "inlineSources": true, /* Include source code in the sourcemaps inside the emitted Jav	COMMENT
LOW	examples/redis/tsconfig.json	81	// "strictNullChecks": true, /* When type checking, take into account `null` and `undefined`	COMMENT
LOW	examples/.shared/playwright.config.ts	41	// name: `webkit`,	COMMENT
LOW	examples/.shared/playwright.config.ts	61	// name: 'Google Chrome',	COMMENT
LOW	examples/phoenix-liveview/priv/static/robots.txt	1	# See https://www.robotstxt.org/robotstxt.html for documentation on how to use the robots.txt file	COMMENT
LOW	examples/phoenix-liveview/assets/js/app.js	1	// If you want to use Phoenix channels, run `mix help phx.gen.channel`	COMMENT
LOW	examples/phoenix-liveview/assets/js/app.js	41	// expose liveSocket on window for web console debug logs and latency simulation:	COMMENT
LOW	…les/linearlite-read-only/src/components/IssueModal.tsx	41	// const kanbanorder = generateKeyBetween(lastIssue?.kanbanorder, null)	COMMENT
LOW	examples/linearlite-read-only/src/pages/Issue/index.tsx	61	// id: issue.id,	COMMENT
LOW	examples/linearlite-read-only/src/pages/Issue/index.tsx	101	// await db.issue.update({	COMMENT
160 more matches not shown…

Modern AI Meta-Vocabulary24 hits · 64 pts

Severity	File	Line	Snippet	Context
MEDIUM	website/about/legal/subprocessors.md	32	## Workflow orchestration	COMMENT
MEDIUM	website/docs/sync/stacks.md	240	You can also combine TanStack DB with [Phoenix.Sync](#phoenix-sync) if you're building agentic systems with Elixir	CODE
MEDIUM	website/docs/sync/stacks.md	326	### Building agentic systems	COMMENT
MEDIUM	website/docs/sync/stacks.md	328	Phoenix is built in [Elixir](https://elixir-lang.org), which runs on the [BEAM](https://blog.stenmans.org/theBeamBook/).	CODE
MEDIUM	…e/blog/posts/2026-04-29-introducing-electric-agents.md	89	## Moving to multi-agent	COMMENT
MEDIUM	…/2026-06-16-electric-agents-0-6-from-runtime-to-app.md	26	- Core APIs. [Long-lived entities](/docs/agents/usage/defining-entities), [StreamDB state](/docs/streams/stream-db),	CODE
MEDIUM	…ite/blog/posts/2026-04-08-data-primitive-agent-loop.md	99	Beyond the core [open protocol](https://github.com/durable-streams/durable-streams/blob/main/PROTOCOL.md), Durable Strea	CODE
MEDIUM	website/blog/posts/2026-03-26-stream-db.md	24	You provide a [Standard Schema](https://standardschema.dev) and get type‑safe, multiplexed durable state with sync	CODE
MEDIUM	website/blog/posts/2026-03-26-stream-db.md	295	StreamDB runs on [Durable Streams](https://durable-streams.com), an open protocol for persistent, addressable, real	CODE
MEDIUM	…ts/2026-04-07-yjs-durable-streams-on-electric-cloud.md	15	[Yjs](https://yjs.dev) is the de facto library for collaborative editing on the web — battle-proven, CRDT-based, and pow	CODE
MEDIUM	…5-local-first-ai-with-tauri-postgres-pgvector-llama.md	49	## AI, vector databases and retrieval-augmented generation	COMMENT
MEDIUM	…5-local-first-ai-with-tauri-postgres-pgvector-llama.md	70	### Cloud-based RAG	COMMENT
MEDIUM	…5-local-first-ai-with-tauri-postgres-pgvector-llama.md	82	### Local-first RAG	COMMENT
MEDIUM	…5-local-first-ai-with-tauri-postgres-pgvector-llama.md	94	### Hybrid RAG	COMMENT
MEDIUM	…5-local-first-ai-with-tauri-postgres-pgvector-llama.md	156	### Enabling local RAG with Ollama, llama2 and Tauri	COMMENT
MEDIUM⚡	…posts/2025-08-12-bringing-agents-back-down-to-earth.md	62	> See the [🔥 Burn demo app](/sync/demos/burn) and [source code](https://github.com/electric-sql/electric/tree/main/examp	CODE
MEDIUM⚡	…posts/2025-08-12-bringing-agents-back-down-to-earth.md	70	## Simplifying the agentic stack	COMMENT
MEDIUM⚡	…posts/2025-08-12-bringing-agents-back-down-to-earth.md	72	We've had decades to evolve the [patterns of traditional software](https://12factor.net). We're scrambling, as an indust	CODE
MEDIUM	…posts/2025-08-12-bringing-agents-back-down-to-earth.md	86	### What is agentic software?	COMMENT
MEDIUM	…posts/2025-08-12-bringing-agents-back-down-to-earth.md	106	## Building an agentic system	COMMENT
MEDIUM	…posts/2025-08-12-bringing-agents-back-down-to-earth.md	180	Phoenix is built in [Elixir](https://elixir-lang.org), which runs on the [BEAM](https://blog.stenmans.org/theBeamBook/).	CODE
MEDIUM	…posts/2025-08-12-bringing-agents-back-down-to-earth.md	450	See the [🔥 Burn demo app](/sync/demos/burn) and [source code](https://github.com/electric-sql/electric/tree/main/example	CODE
MEDIUM	website/src/components/home/iso/render.ts	515	// they're a neutral scaffold. Filter mul applies to the glow/colour	COMMENT
MEDIUM	packages/agents/skills/quickstart/scaffold-ui/main.tsx	31	// Dark-mode hook (inlined – single-file scaffold)	COMMENT

Structural Annotation Overuse33 hits · 53 pts

Severity	File	Line	Snippet	Context
LOW	website/.claude/commands/blog-review.md	19	### Step 1: Read the post and context	COMMENT
LOW	website/.claude/commands/blog-review.md	27	### Step 2: Identify the core editorial questions	COMMENT
LOW	website/.claude/commands/blog-review.md	92	### Step 3: Launch review agents	COMMENT
LOW	website/.claude/commands/blog-review.md	185	### Step 4: Synthesise findings	COMMENT
LOW	website/.claude/commands/blog-review.md	211	### Step 5: Present review	COMMENT
LOW	website/.claude/commands/blog-image-brief.md	10	### Step 1: Gather context	COMMENT
LOW	website/.claude/commands/blog-image-brief.md	17	### Step 2: Develop visual metaphors	COMMENT
LOW	website/.claude/commands/blog-image-brief.md	63	### Step 3: Collect reference images	COMMENT
LOW	website/.claude/commands/blog-image-brief.md	82	### Step 4: Synthesise the style direction	COMMENT
LOW	website/.claude/commands/blog-image-brief.md	94	### Step 5: Generate the output	COMMENT
LOW	website/.claude/commands/blog-image-brief.md	158	### Step 6: Iterate	COMMENT
LOW	website/docs/agents/walkthrough.md	229	## Step 1 - Basic assistant	COMMENT
LOW	website/docs/agents/walkthrough.md	383	## Step 2 - Imperative spawning	COMMENT
LOW	website/docs/agents/walkthrough.md	487	## Step 3 - Tool call spawning	COMMENT
LOW	website/docs/agents/walkthrough.md	576	## Step 4 - Multi-agent	COMMENT
LOW	website/docs/agents/walkthrough.md	745	## Step 5 - Hybrid control flow	COMMENT
LOW⚡	packages/start/src/electric-api.ts	98	// Step 1: POST to create claimable source and get claimId	COMMENT
LOW⚡	packages/start/src/electric-api.ts	123	// Step 2: Poll until state === 'ready'	COMMENT
LOW⚡	packages/start/src/electric-api.ts	126	// Step 3: Extract and validate credentials	COMMENT
LOW⚡	packages/start/src/template-setup.ts	31	// Step 1: Pull TanStack Start template using gitpick (skip for current directory)	COMMENT
LOW⚡	packages/start/src/template-setup.ts	40	// Step 2: Generate .env file with credentials	COMMENT
LOW	packages/start/src/template-setup.ts	62	// Step 3: Ensure .gitignore includes .env	COMMENT
LOW	packages/start/src/cli.ts	230	// Step 2: Setup TanStack Start template	COMMENT
LOW	packages/start/src/cli.ts	268	// Step 3: Display completion message	COMMENT
LOW	packages/agents/skills/quickstart.md	125	## Step 1: Minimal entity	COMMENT
LOW	packages/agents/skills/quickstart.md	157	## Step 2: One worker	COMMENT
LOW	packages/agents/skills/quickstart.md	222	## Step 3: Two workers + state	COMMENT
LOW	packages/agents/skills/quickstart.md	304	## Step 4: Server routes	COMMENT
LOW	packages/agents/skills/quickstart.md	388	## Step 5: Frontend — live results	COMMENT
LOW	…kages/sync-service/plans/2026-03-09-issue-3985/plan.md	15	### Step 1: Make FlushTracker handle all fragment types	COMMENT
LOW	…kages/sync-service/plans/2026-03-09-issue-3985/plan.md	86	### Step 2: Remove commit-only guard in ShapeLogCollector	COMMENT
LOW	…kages/sync-service/plans/2026-03-09-issue-3985/plan.md	100	### Step 3: Update FlushTracker tests	COMMENT
LOW	…kages/sync-service/plans/2026-03-09-issue-3985/plan.md	121	### Step 4: Validate	COMMENT

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	website/docs/agents/index.md	179	const lastError = ctx.db.collections.errors.toArray.at(-1)	CODE
CRITICAL	website/src/components/home/iso/render.ts	993	const ch = opts.state.scene.substrate.channels.find(	CODE
CRITICAL	website/src/components/home/iso/render.ts	1126	const ch = opts.state.scene.substrate.channels.find(	CODE
CRITICAL	packages/agents-runtime/src/wake-session.ts	240	this.db.collections.manifests.utils.acceptMutations(transaction)	CODE
CRITICAL	.github/workflows/load_test.yml	168	body: `🏋️ Load test triggered for ${context.payload.pull_request.head.sha.substring(0, 7)}. Results will b	CODE

Verbosity Indicators8 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/start/src/electric-api.ts	98	// Step 1: POST to create claimable source and get claimId	COMMENT
LOW⚡	packages/start/src/electric-api.ts	123	// Step 2: Poll until state === 'ready'	COMMENT
LOW⚡	packages/start/src/electric-api.ts	126	// Step 3: Extract and validate credentials	COMMENT
LOW⚡	packages/start/src/template-setup.ts	31	// Step 1: Pull TanStack Start template using gitpick (skip for current directory)	COMMENT
LOW⚡	packages/start/src/template-setup.ts	40	// Step 2: Generate .env file with credentials	COMMENT
LOW	packages/start/src/template-setup.ts	62	// Step 3: Ensure .gitignore includes .env	COMMENT
LOW	packages/start/src/cli.ts	230	// Step 2: Setup TanStack Start template	COMMENT
LOW	packages/start/src/cli.ts	268	// Step 3: Display completion message	COMMENT

AI Slop Vocabulary5 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	website/.vitepress/theme/components/MegaNav.vue	230	// Single root-level pointer tracker. Far more robust than per-trigger	COMMENT
MEDIUM	…e/public/demos/territory-wars/assets/index-CJXmzTYg.js	9	`).replace(U1,``)}function l0(e,s){return s=a0(s),a0(e)===s}function Ht(e,s,a,c,f,h){switch(a){case`children`:typeof c==	CODE
MEDIUM	scripts/dev.sh	3	# Dev harness for the Electric Agents stack.	COMMENT
MEDIUM	packages/durable-streams-rust/.bench-local.sh	2	# Local regression harness (macOS dev box) for the live-file compaction work.	COMMENT
MEDIUM	packages/durable-streams-rust/Cargo.toml	15	# conformance harness, release workflow, and docs are unaffected.	COMMENT

Cross-Language Confusion (JS/TS)2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	packages/agents-runtime/src/sandbox/exec-fetch.ts	39	elif command -v node >/dev/null 2>&1; then	CODE
HIGH	packages/agents-runtime/src/sandbox/exec-fetch.ts	41	elif command -v wget >/dev/null 2>&1; then	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	website/src/components/brand-toys/meshOfStreams.ts	1842	// floor and become near-sharp, exactly as requested:	COMMENT

Slop Phrases4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/sync_service_dockerhub_image.yml	3	# If you decide to modify the list of triggers for this action, don't forget to also update the	COMMENT
LOW	.github/workflows/sync_service_dockerhub_image.yml	3	# If you decide to modify the list of triggers for this action, don't forget to also update the	COMMENT
LOW	.github/workflows/agent_server_dockerhub_image.yml	3	# If you decide to modify the list of triggers for this action, don't forget to also update the	COMMENT
LOW	.github/workflows/agent_server_dockerhub_image.yml	3	# If you decide to modify the list of triggers for this action, don't forget to also update the	COMMENT

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	website/docs/sync/api/config.md	652	example="your-api-key">	CODE

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	examples/bash/client.bash	102	# Check if headers were received	COMMENT
LOW	.github/workflows/changesets_release.yml	58	# Assign publishedPackages to a variable first to avoid any interpretation of JSON special chars by the shell	COMMENT
LOW	.github/workflows/teardown_examples_pr_stack.yml	79	# Check if the error is because the stage doesn't exist	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/bash/client.bash	52	# Create the output directory if it doesn't exist	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	packages/typescript-client/bin/pbt-soak.sh	8	# Usage:	COMMENT
LOW	packages/sync-service/dev/gen_shapes.sh	12	# Usage:	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/typescript-client/test/column-mapper.test.ts	349	expect(encodeWhereClause(`name = 'John Doe' AND userId = $1`, encode)).toBe(	CODE
LOW	packages/typescript-client/test/column-mapper.test.ts	350	`name = 'John Doe' AND user_id = $1`	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…tegration-tests/support_files/normalize-otel-output.py	52		CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	packages/agents-runtime/test/entity-timeline.test.ts	1652	function getData(liveQuery: any): Array<any> {	CODE

electric-sql/electric

Open-Source Code Quality, Security and Technical Debt Review