v0.5.55: polling groups, bedrock provider, devcontainer fixes, workflow preview enhancements

* grain trigger new requirements

* removed comment

* made it generic for all triggers

* fire only for specific trigger type

* removed comments

.cursor/rules/emcn-components.mdc

@@ -0,0 +1,35 @@
+---
+description: EMCN component library patterns
+globs: ["apps/sim/components/emcn/**"]
+---
+
+# EMCN Components
+
+Import from `@/components/emcn`, never from subpaths (except CSS files).
+
+## CVA vs Direct Styles
+
+**Use CVA when:** 2+ variants (primary/secondary, sm/md/lg)
+
+```tsx
+const buttonVariants = cva('base-classes', {
+  variants: { variant: { default: '...', primary: '...' } }
+})
+export { Button, buttonVariants }
+```
+
+**Use direct className when:** Single consistent style, no variations
+
+```tsx
+function Label({ className, ...props }) {
+  return <Primitive className={cn('style-classes', className)} {...props} />
+}
+```
+
+## Rules
+
+- Use Radix UI primitives for accessibility
+- Export component and variants (if using CVA)
+- TSDoc with usage examples
+- Consistent tokens: `font-medium`, `text-[12px]`, `rounded-[4px]`
+- `transition-colors` for hover states

.cursor/rules/global.mdc

@@ -0,0 +1,20 @@
+---
+description: Global coding standards that apply to all files
+alwaysApply: true
+---
+
+# Global Standards
+
+You are a professional software engineer. All code must follow best practices: accurate, readable, clean, and efficient.
+
+## Logging
+Import `createLogger` from `sim/logger`. Use `logger.info`, `logger.warn`, `logger.error` instead of `console.log`.
+
+## Comments
+Use TSDoc for documentation. No `====` separators. No non-TSDoc comments.
+
+## Styling
+Never update global styles. Keep all styling local to components.
+
+## Package Manager
+Use `bun` and `bunx`, not `npm` and `npx`.

.cursor/rules/sim-architecture.mdc

@@ -0,0 +1,56 @@
+---
+description: Core architecture principles for the Sim app
+globs: ["apps/sim/**"]
+---
+
+# Sim App Architecture
+
+## Core Principles
+1. **Single Responsibility**: Each component, hook, store has one clear purpose
+2. **Composition Over Complexity**: Break down complex logic into smaller pieces
+3. **Type Safety First**: TypeScript interfaces for all props, state, return types
+4. **Predictable State**: Zustand for global state, useState for UI-only concerns
+
+## Root-Level Structure
+
+```
+apps/sim/
+├── app/                 # Next.js app router (pages, API routes)
+├── blocks/              # Block definitions and registry
+├── components/          # Shared UI (emcn/, ui/)
+├── executor/            # Workflow execution engine
+├── hooks/               # Shared hooks (queries/, selectors/)
+├── lib/                 # App-wide utilities
+├── providers/           # LLM provider integrations
+├── stores/              # Zustand stores
+├── tools/               # Tool definitions
+└── triggers/            # Trigger definitions
+```
+
+## Feature Organization
+
+Features live under `app/workspace/[workspaceId]/`:
+
+```
+feature/
+├── components/          # Feature components
+├── hooks/               # Feature-scoped hooks
+├── utils/               # Feature-scoped utilities (2+ consumers)
+├── feature.tsx          # Main component
+└── page.tsx             # Next.js page entry
+```
+
+## Naming Conventions
+- **Components**: PascalCase (`WorkflowList`)
+- **Hooks**: `use` prefix (`useWorkflowOperations`)
+- **Files**: kebab-case (`workflow-list.tsx`)
+- **Stores**: `stores/feature/store.ts`
+- **Constants**: SCREAMING_SNAKE_CASE
+- **Interfaces**: PascalCase with suffix (`WorkflowListProps`)
+
+## Utils Rules
+
+- **Never create `utils.ts` for single consumer** - inline it
+- **Create `utils.ts` when** 2+ files need the same helper
+- **Check existing sources** before duplicating (`lib/` has many utilities)
+- **Location**: `lib/` (app-wide) → `feature/utils/` (feature-scoped) → inline (single-use)

.cursor/rules/sim-components.mdc

@@ -0,0 +1,48 @@
+---
+description: Component patterns and structure for React components
+globs: ["apps/sim/**/*.tsx"]
+---
+
+# Component Patterns
+
+## Structure Order
+
+```typescript
+'use client' // Only if using hooks
+
+// Imports (external → internal)
+// Constants at module level
+const CONFIG = { SPACING: 8 } as const
+
+// Props interface
+interface ComponentProps {
+  requiredProp: string
+  optionalProp?: boolean
+}
+
+export function Component({ requiredProp, optionalProp = false }: ComponentProps) {
+  // a. Refs
+  // b. External hooks (useParams, useRouter)
+  // c. Store hooks
+  // d. Custom hooks
+  // e. Local state
+  // f. useMemo
+  // g. useCallback
+  // h. useEffect
+  // i. Return JSX
+}
+```
+
+## Rules
+
+1. `'use client'` only when using React hooks
+2. Always define props interface
+3. Extract constants with `as const`
+4. Semantic HTML (`aside`, `nav`, `article`)
+5. Optional chain callbacks: `onAction?.(id)`
+
+## Component Extraction
+
+**Extract when:** 50+ lines, used in 2+ files, or has own state/logic
+
+**Keep inline when:** < 10 lines, single use, purely presentational

.cursor/rules/sim-hooks.mdc

@@ -0,0 +1,54 @@
+---
+description: Custom hook patterns and best practices
+globs: ["apps/sim/**/use-*.ts", "apps/sim/**/hooks/**/*.ts"]
+---
+
+# Hook Patterns
+
+## Structure
+
+```typescript
+interface UseFeatureProps {
+  id: string
+  onSuccess?: (result: Result) => void
+}
+
+export function useFeature({ id, onSuccess }: UseFeatureProps) {
+  // 1. Refs for stable dependencies
+  const idRef = useRef(id)
+  const onSuccessRef = useRef(onSuccess)
+
+  // 2. State
+  const [data, setData] = useState<Data | null>(null)
+  const [isLoading, setIsLoading] = useState(false)
+
+  // 3. Sync refs
+  useEffect(() => {
+    idRef.current = id
+    onSuccessRef.current = onSuccess
+  }, [id, onSuccess])
+
+  // 4. Operations (useCallback with empty deps when using refs)
+  const fetchData = useCallback(async () => {
+    setIsLoading(true)
+    try {
+      const result = await fetch(`/api/${idRef.current}`).then(r => r.json())
+      setData(result)
+      onSuccessRef.current?.(result)
+    } finally {
+      setIsLoading(false)
+    }
+  }, [])
+
+  return { data, isLoading, fetchData }
+}
+```
+
+## Rules
+
+1. Single responsibility per hook
+2. Props interface required
+3. Refs for stable callback dependencies
+4. Wrap returned functions in useCallback
+5. Always try/catch async operations
+6. Track loading/error states

.cursor/rules/sim-imports.mdc

@@ -0,0 +1,61 @@
+---
+description: Import patterns for the Sim application
+globs: ["apps/sim/**/*.ts", "apps/sim/**/*.tsx"]
+---
+
+# Import Patterns
+
+## Absolute Imports
+
+**Always use absolute imports.** Never use relative imports.
+
+```typescript
+// ✓ Good
+import { useWorkflowStore } from '@/stores/workflows/store'
+import { Button } from '@/components/ui/button'
+
+// ✗ Bad
+import { useWorkflowStore } from '../../../stores/workflows/store'
+```
+
+## Barrel Exports
+
+Use barrel exports (`index.ts`) when a folder has 3+ exports. Import from barrel, not individual files.
+
+```typescript
+// ✓ Good
+import { Dashboard, Sidebar } from '@/app/workspace/[workspaceId]/logs/components'
+
+// ✗ Bad
+import { Dashboard } from '@/app/workspace/[workspaceId]/logs/components/dashboard/dashboard'
+```
+
+## No Re-exports
+
+Do not re-export from non-barrel files. Import directly from the source.
+
+```typescript
+// ✓ Good - import from where it's declared
+import { CORE_TRIGGER_TYPES } from '@/stores/logs/filters/types'
+
+// ✗ Bad - re-exporting in utils.ts then importing from there
+import { CORE_TRIGGER_TYPES } from '@/app/workspace/.../utils'
+```
+
+## Import Order
+
+1. React/core libraries
+2. External libraries
+3. UI components (`@/components/emcn`, `@/components/ui`)
+4. Utilities (`@/lib/...`)
+5. Stores (`@/stores/...`)
+6. Feature imports
+7. CSS imports
+
+## Type Imports
+
+Use `type` keyword for type-only imports:
+
+```typescript
+import type { WorkflowLog } from '@/stores/logs/types'
+```

.cursor/rules/sim-integrations.mdc

@@ -0,0 +1,207 @@
+---
+description: Adding new integrations (tools, blocks, triggers)
+globs: ["apps/sim/tools/**", "apps/sim/blocks/**", "apps/sim/triggers/**"]
+---
+
+# Adding Integrations
+
+## Overview
+
+Adding a new integration typically requires:
+1. **Tools** - API operations (`tools/{service}/`)
+2. **Block** - UI component (`blocks/blocks/{service}.ts`)
+3. **Icon** - SVG icon (`components/icons.tsx`)
+4. **Trigger** (optional) - Webhooks/polling (`triggers/{service}/`)
+
+Always look up the service's API docs first.
+
+## 1. Tools (`tools/{service}/`)
+
+```
+tools/{service}/
+├── index.ts           # Export all tools
+├── types.ts           # Params/response types
+├── {action}.ts        # Individual tool (e.g., send_message.ts)
+└── ...
+```
+
+**Tool file structure:**
+
+```typescript
+// tools/{service}/{action}.ts
+import type { {Service}Params, {Service}Response } from '@/tools/{service}/types'
+import type { ToolConfig } from '@/tools/types'
+
+export const {service}{Action}Tool: ToolConfig<{Service}Params, {Service}Response> = {
+  id: '{service}_{action}',
+  name: '{Service} {Action}',
+  description: 'What this tool does',
+  version: '1.0.0',
+  oauth: { required: true, provider: '{service}' }, // if OAuth
+  params: { /* param definitions */ },
+  request: {
+    url: '/api/tools/{service}/{action}',
+    method: 'POST',
+    headers: () => ({ 'Content-Type': 'application/json' }),
+    body: (params) => ({ ...params }),
+  },
+  transformResponse: async (response) => {
+    const data = await response.json()
+    if (!data.success) throw new Error(data.error)
+    return { success: true, output: data.output }
+  },
+  outputs: { /* output definitions */ },
+}
+```
+
+**Register in `tools/registry.ts`:**
+
+```typescript
+import { {service}{Action}Tool } from '@/tools/{service}'
+// Add to registry object
+{service}_{action}: {service}{Action}Tool,
+```
+
+## 2. Block (`blocks/blocks/{service}.ts`)
+
+```typescript
+import { {Service}Icon } from '@/components/icons'
+import type { BlockConfig } from '@/blocks/types'
+import type { {Service}Response } from '@/tools/{service}/types'
+
+export const {Service}Block: BlockConfig<{Service}Response> = {
+  type: '{service}',
+  name: '{Service}',
+  description: 'Short description',
+  longDescription: 'Detailed description',
+  category: 'tools',
+  bgColor: '#hexcolor',
+  icon: {Service}Icon,
+  subBlocks: [ /* see SubBlock Properties below */ ],
+  tools: {
+    access: ['{service}_{action}', ...],
+    config: {
+      tool: (params) => `{service}_${params.operation}`,
+      params: (params) => ({ ...params }),
+    },
+  },
+  inputs: { /* input definitions */ },
+  outputs: { /* output definitions */ },
+}
+```
+
+### SubBlock Properties
+
+```typescript
+{
+  id: 'fieldName',           // Unique identifier
+  title: 'Field Label',      // UI label
+  type: 'short-input',       // See SubBlock Types below
+  placeholder: 'Hint text',
+  required: true,            // See Required below
+  condition: { ... },        // See Condition below
+  dependsOn: ['otherField'], // See DependsOn below
+  mode: 'basic',             // 'basic' | 'advanced' | 'both' | 'trigger'
+}
+```
+
+**SubBlock Types:** `short-input`, `long-input`, `dropdown`, `code`, `switch`, `slider`, `oauth-input`, `channel-selector`, `user-selector`, `file-upload`, etc.
+
+### `condition` - Show/hide based on another field
+
+```typescript
+// Show when operation === 'send'
+condition: { field: 'operation', value: 'send' }
+
+// Show when operation is 'send' OR 'read'
+condition: { field: 'operation', value: ['send', 'read'] }
+
+// Show when operation !== 'send'
+condition: { field: 'operation', value: 'send', not: true }
+
+// Complex: NOT in list AND another condition
+condition: {
+  field: 'operation',
+  value: ['list_channels', 'list_users'],
+  not: true,
+  and: { field: 'destinationType', value: 'dm', not: true }
+}
+```
+
+### `required` - Field validation
+
+```typescript
+// Always required
+required: true
+
+// Conditionally required (same syntax as condition)
+required: { field: 'operation', value: 'send' }
+```
+
+### `dependsOn` - Clear field when dependencies change
+
+```typescript
+// Clear when credential changes
+dependsOn: ['credential']
+
+// Clear when authMethod changes AND (credential OR botToken) changes
+dependsOn: { all: ['authMethod'], any: ['credential', 'botToken'] }
+```
+
+### `mode` - When to show field
+
+- `'basic'` - Only in basic mode (default UI)
+- `'advanced'` - Only in advanced mode (manual input)
+- `'both'` - Show in both modes (default)
+- `'trigger'` - Only when block is used as trigger
+
+**Register in `blocks/registry.ts`:**
+
+```typescript
+import { {Service}Block } from '@/blocks/blocks/{service}'
+// Add to registry object (alphabetically)
+{service}: {Service}Block,
+```
+
+## 3. Icon (`components/icons.tsx`)
+
+```typescript
+export function {Service}Icon(props: SVGProps<SVGSVGElement>) {
+  return (
+    <svg {...props} viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg">
+      {/* SVG path from service's brand assets */}
+    </svg>
+  )
+}
+```
+
+## 4. Trigger (`triggers/{service}/`) - Optional
+
+```
+triggers/{service}/
+├── index.ts           # Export all triggers
+├── webhook.ts         # Webhook handler
+├── utils.ts           # Shared utilities
+└── {event}.ts         # Specific event handlers
+```
+
+**Register in `triggers/registry.ts`:**
+
+```typescript
+import { {service}WebhookTrigger } from '@/triggers/{service}'
+// Add to TRIGGER_REGISTRY
+{service}_webhook: {service}WebhookTrigger,
+```
+
+## Checklist
+
+- [ ] Look up API docs for the service
+- [ ] Create `tools/{service}/types.ts` with proper types
+- [ ] Create tool files for each operation
+- [ ] Create `tools/{service}/index.ts` barrel export
+- [ ] Register tools in `tools/registry.ts`
+- [ ] Add icon to `components/icons.tsx`
+- [ ] Create block in `blocks/blocks/{service}.ts`
+- [ ] Register block in `blocks/registry.ts`
+- [ ] (Optional) Create triggers in `triggers/{service}/`
+- [ ] (Optional) Register triggers in `triggers/registry.ts`

.cursor/rules/sim-queries.mdc

@@ -0,0 +1,66 @@
+---
+description: React Query patterns for the Sim application
+globs: ["apps/sim/hooks/queries/**/*.ts"]
+---
+
+# React Query Patterns
+
+All React Query hooks live in `hooks/queries/`.
+
+## Query Key Factory
+
+Every query file defines a keys factory:
+
+```typescript
+export const entityKeys = {
+  all: ['entity'] as const,
+  list: (workspaceId?: string) => [...entityKeys.all, 'list', workspaceId ?? ''] as const,
+  detail: (id?: string) => [...entityKeys.all, 'detail', id ?? ''] as const,
+}
+```
+
+## File Structure
+
+```typescript
+// 1. Query keys factory
+// 2. Types (if needed)
+// 3. Private fetch functions
+// 4. Exported hooks
+```
+
+## Query Hook
+
+```typescript
+export function useEntityList(workspaceId?: string, options?: { enabled?: boolean }) {
+  return useQuery({
+    queryKey: entityKeys.list(workspaceId),
+    queryFn: () => fetchEntities(workspaceId as string),
+    enabled: Boolean(workspaceId) && (options?.enabled ?? true),
+    staleTime: 60 * 1000,
+    placeholderData: keepPreviousData,
+  })
+}
+```
+
+## Mutation Hook
+
+```typescript
+export function useCreateEntity() {
+  const queryClient = useQueryClient()
+  return useMutation({
+    mutationFn: async (variables) => { /* fetch POST */ },
+    onSuccess: () => queryClient.invalidateQueries({ queryKey: entityKeys.all }),
+  })
+}
+```
+
+## Optimistic Updates
+
+For optimistic mutations syncing with Zustand, use `createOptimisticMutationHandlers` from `@/hooks/queries/utils/optimistic-mutation`.
+
+## Naming
+
+- **Keys**: `entityKeys`
+- **Query hooks**: `useEntity`, `useEntityList`
+- **Mutation hooks**: `useCreateEntity`, `useUpdateEntity`
+- **Fetch functions**: `fetchEntity` (private)

.cursor/rules/sim-stores.mdc

@@ -0,0 +1,70 @@
+---
+description: Zustand store patterns
+globs: ["apps/sim/**/store.ts", "apps/sim/**/stores/**/*.ts"]
+---
+
+# Zustand Store Patterns
+
+Stores live in `stores/`. Complex stores split into `store.ts` + `types.ts`.
+
+## Basic Store
+
+```typescript
+import { create } from 'zustand'
+import { devtools } from 'zustand/middleware'
+import type { FeatureState } from '@/stores/feature/types'
+
+const initialState = { items: [] as Item[], activeId: null as string | null }
+
+export const useFeatureStore = create<FeatureState>()(
+  devtools(
+    (set, get) => ({
+      ...initialState,
+      setItems: (items) => set({ items }),
+      addItem: (item) => set((state) => ({ items: [...state.items, item] })),
+      reset: () => set(initialState),
+    }),
+    { name: 'feature-store' }
+  )
+)
+```
+
+## Persisted Store
+
+```typescript
+import { create } from 'zustand'
+import { persist } from 'zustand/middleware'
+
+export const useFeatureStore = create<FeatureState>()(
+  persist(
+    (set) => ({
+      width: 300,
+      setWidth: (width) => set({ width }),
+      _hasHydrated: false,
+      setHasHydrated: (v) => set({ _hasHydrated: v }),
+    }),
+    {
+      name: 'feature-state',
+      partialize: (state) => ({ width: state.width }),
+      onRehydrateStorage: () => (state) => state?.setHasHydrated(true),
+    }
+  )
+)
+```
+
+## Rules
+
+1. Use `devtools` middleware (named stores)
+2. Use `persist` only when data should survive reload
+3. `partialize` to persist only necessary state
+4. `_hasHydrated` pattern for persisted stores needing hydration tracking
+5. Immutable updates only
+6. `set((state) => ...)` when depending on previous state
+7. Provide `reset()` action
+
+## Outside React
+
+```typescript
+const items = useFeatureStore.getState().items
+useFeatureStore.setState({ items: newItems })
+```

.cursor/rules/sim-styling.mdc

@@ -0,0 +1,40 @@
+---
+description: Tailwind CSS and styling conventions
+globs: ["apps/sim/**/*.tsx", "apps/sim/**/*.css"]
+---
+
+# Styling Rules
+
+## Tailwind
+
+1. **No inline styles** - Use Tailwind classes
+2. **No duplicate dark classes** - Skip `dark:` when value matches light mode
+3. **Exact values** - `text-[14px]`, `h-[26px]`
+4. **Transitions** - `transition-colors` for interactive states
+
+## Conditional Classes
+
+```typescript
+import { cn } from '@/lib/utils'
+
+<div className={cn(
+  'base-classes',
+  isActive && 'active-classes',
+  disabled ? 'opacity-60' : 'hover:bg-accent'
+)} />
+```
+
+## CSS Variables
+
+For dynamic values (widths, heights) synced with stores:
+
+```typescript
+// In store
+setWidth: (width) => {
+  set({ width })
+  document.documentElement.style.setProperty('--sidebar-width', `${width}px`)
+}
+
+// In component
+<aside style={{ width: 'var(--sidebar-width)' }} />
+```

.cursor/rules/sim-testing.mdc

@@ -0,0 +1,60 @@
+---
+description: Testing patterns with Vitest
+globs: ["apps/sim/**/*.test.ts", "apps/sim/**/*.test.tsx"]
+---
+
+# Testing Patterns
+
+Use Vitest. Test files live next to source: `feature.ts` → `feature.test.ts`
+
+## Structure
+
+```typescript
+/**
+ * Tests for [feature name]
+ *
+ * @vitest-environment node
+ */
+
+// 1. Mocks BEFORE imports
+vi.mock('@sim/db', () => ({ db: { select: vi.fn() } }))
+vi.mock('@sim/logger', () => loggerMock)
+
+// 2. Imports AFTER mocks
+import { describe, expect, it, vi, beforeEach, afterEach } from 'vitest'
+import { createSession, loggerMock } from '@sim/testing'
+import { myFunction } from '@/lib/feature'
+
+describe('myFunction', () => {
+  beforeEach(() => vi.clearAllMocks())
+
+  it('should do something', () => {
+    expect(myFunction()).toBe(expected)
+  })
+
+  it.concurrent('runs in parallel', () => { ... })
+})
+```
+
+## @sim/testing Package
+
+```typescript
+// Factories - create test data
+import { createBlock, createWorkflow, createSession } from '@sim/testing'
+
+// Mocks - pre-configured mocks
+import { loggerMock, databaseMock, fetchMock } from '@sim/testing'
+
+// Builders - fluent API for complex objects
+import { ExecutionBuilder, WorkflowBuilder } from '@sim/testing'
+```
+
+## Rules
+
+1. `@vitest-environment node` directive at file top
+2. **Mocks before imports** - `vi.mock()` calls must come first
+3. Use `@sim/testing` factories over manual test data
+4. `it.concurrent` for independent tests (faster)
+5. `beforeEach(() => vi.clearAllMocks())` to reset state
+6. Group related tests with nested `describe` blocks
+7. Test file naming: `*.test.ts` (not `*.spec.ts`)

.cursor/rules/sim-typescript.mdc

@@ -0,0 +1,20 @@
+---
+description: TypeScript conventions and type safety
+globs: ["apps/sim/**/*.ts", "apps/sim/**/*.tsx"]
+---
+
+# TypeScript Rules
+
+1. **No `any`** - Use proper types or `unknown` with type guards
+2. **Props interface** - Always define for components
+3. **Const assertions** - `as const` for constant objects/arrays
+4. **Ref types** - Explicit: `useRef<HTMLDivElement>(null)`
+5. **Type imports** - `import type { X }` for type-only imports
+
+```typescript
+// ✗ Bad
+const handleClick = (e: any) => {}
+
+// ✓ Good
+const handleClick = (e: React.MouseEvent<HTMLButtonElement>) => {}
+```

.devcontainer/.bashrc

@@ -1,45 +0,0 @@
-# Sim Studio Development Environment Bashrc
-# This gets sourced by post-create.sh
-
-# Enhanced prompt with git branch info
-parse_git_branch() {
-  git branch 2> /dev/null | sed -e '/^[^*]/d' -e 's/* \(.*\)/ (\1)/'
-}
-
-export PS1="\[\033[01;32m\]\u@simstudio\[\033[00m\]:\[\033[01;34m\]\w\[\033[33m\]\$(parse_git_branch)\[\033[00m\]\$ "
-
-# Helpful aliases
-alias ll="ls -la"
-alias ..="cd .."
-alias ...="cd ../.."
-
-# Database aliases
-alias pgc="PGPASSWORD=postgres psql -h db -U postgres -d simstudio"
-alias check-db="PGPASSWORD=postgres psql -h db -U postgres -c '\l'"
-
-# Sim Studio specific aliases
-alias logs="cd /workspace/sim && tail -f logs/*.log 2>/dev/null || echo 'No log files found'"
-alias sim-start="cd /workspace/sim && npm run dev"
-alias sim-migrate="cd /workspace/sim && npx drizzle-kit push"
-alias sim-generate="cd /workspace/sim && npx drizzle-kit generate"
-alias sim-rebuild="cd /workspace/sim && npm run build && npm start"
-
-# Default to sim directory
-cd /workspace/sim 2>/dev/null || true
-
-# Welcome message - only show once per session
-if [ -z "$SIM_WELCOME_SHOWN" ]; then
-  export SIM_WELCOME_SHOWN=1
-  
-  echo ""
-  echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
-  echo "🚀 Welcome to Sim Studio development environment!"
-  echo ""
-  echo "Available commands:"
-  echo "  sim-start    - Start the development server"
-  echo "  sim-migrate  - Push schema changes to the database"
-  echo "  sim-generate - Generate new migrations"
-  echo "  sim-rebuild  - Build and start the production server"
-  echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
-  echo ""
-fi 

.devcontainer/Dockerfile

@@ -1,37 +1,47 @@
-FROM node:20-bullseye
-
-# Avoid warnings by switching to noninteractive
-ENV DEBIAN_FRONTEND=noninteractive
-
-# Set Node.js memory limit
-ENV NODE_OPTIONS="--max-old-space-size=4096"
+FROM oven/bun:1.3.3-alpine
 
 # Install necessary packages for development
-RUN apt-get update \
-    && apt-get -y install --no-install-recommends \
-       git curl wget jq sudo postgresql-client \
-    && apt-get clean -y \
-    && rm -rf /var/lib/apt/lists/*
+RUN apk add --no-cache \
+    git \
+    curl \
+    wget \
+    jq \
+    sudo \
+    postgresql-client \
+    vim \
+    nano \
+    bash \
+    bash-completion \
+    zsh \
+    zsh-vcs \
+    ca-certificates \
+    shadow
 
-# Create a non-root user
-ARG USERNAME=node
+# Create a non-root user with matching UID/GID
+ARG USERNAME=bun
 ARG USER_UID=1000
 ARG USER_GID=$USER_UID
 
+# Create user group if it doesn't exist
+RUN if ! getent group $USER_GID >/dev/null; then \
+        addgroup -g $USER_GID $USERNAME; \
+    fi
+
+# Create user if it doesn't exist
+RUN if ! getent passwd $USER_UID >/dev/null; then \
+        adduser -D -u $USER_UID -G $(getent group $USER_GID | cut -d: -f1) $USERNAME; \
+    fi
+
 # Add sudo support
 RUN echo "$USERNAME ALL=(ALL) NOPASSWD: ALL" > /etc/sudoers.d/$USERNAME \
     && chmod 0440 /etc/sudoers.d/$USERNAME
 
-# Make sure we have the latest npm
-RUN npm install -g npm@latest
-
-# Install global packages
-RUN npm install -g drizzle-kit
-
-# Switch back to dialog for any ad-hoc use of apt-get
-ENV DEBIAN_FRONTEND=dialog
+# Set up shell environment
+RUN echo "export PATH=\$PATH:/home/$USERNAME/.bun/bin" >> /etc/profile
 
 WORKDIR /workspace
 
 # Expose the ports we're interested in
-EXPOSE 3000
+EXPOSE 3000
+EXPOSE 3001
+EXPOSE 3002

.devcontainer/README.md

@@ -1,78 +1,75 @@
-# Sim Studio Development Container
+# Sim Development Container
 
-This directory contains configuration files for Visual Studio Code Dev Containers / GitHub Codespaces. Dev containers provide a consistent, isolated development environment for this project.
+Development container configuration for VS Code Dev Containers and GitHub Codespaces.
 
-## Contents
-
-- `devcontainer.json` - The main configuration file that defines the development container settings
-- `Dockerfile` - Defines the container image and development environment
-- `docker-compose.yml` - Sets up the application and database containers
-- `post-create.sh` - Script that runs when the container is created
-- `.bashrc` - Custom shell configuration with helpful aliases
-
-## Usage
-
-### Prerequisites
+## Prerequisites
 
 - Visual Studio Code
-- Docker installation:
-  - Docker Desktop (Windows/macOS)
-  - Docker Engine (Linux)
-- VS Code Remote - Containers extension
+- Docker Desktop or Podman Desktop
+- VS Code Dev Containers extension
 
-### Getting Started
+## Getting Started
 
-1. Open this project in Visual Studio Code
-2. When prompted, click "Reopen in Container"
-   - Alternatively, press `F1` and select "Remote-Containers: Reopen in Container"
+1. Open this project in VS Code
+2. Click "Reopen in Container" when prompted (or press `F1` → "Dev Containers: Reopen in Container")
 3. Wait for the container to build and initialize
-4. The post-creation script will automatically:
+4. Start developing with `sim-start`
 
-   - Install dependencies
-   - Set up environment variables
-   - Run database migrations
-   - Configure helpful aliases
+The setup script will automatically install dependencies and run migrations.
 
-5. Start the application with `sim-start` (alias for `npm run dev`)
+## Development Commands
 
-### Development Commands
+### Running Services
 
-The development environment includes these helpful aliases:
+You have two options for running the development environment:
+
+**Option 1: Run everything together (recommended for most development)**
+```bash
+sim-start  # Runs both app and socket server using concurrently
+```
+
+**Option 2: Run services separately (useful for debugging individual services)**
+- In the **app** container terminal: `sim-app` (starts Next.js app on port 3000)
+- In the **realtime** container terminal: `sim-sockets` (starts socket server on port 3002)
+
+### Other Commands
 
-- `sim-start` - Start the development server
 - `sim-migrate` - Push schema changes to the database
 - `sim-generate` - Generate new migrations
-- `sim-rebuild` - Build and start the production version
-- `pgc` - Connect to the PostgreSQL database
-- `check-db` - List all databases
-
-### Using GitHub Codespaces
-
-This project is also configured for GitHub Codespaces. To use it:
-
-1. Go to the GitHub repository
-2. Click the "Code" button
-3. Select the "Codespaces" tab
-4. Click "Create codespace on main"
-
-This will start a new Codespace with the development environment already set up.
-
-## Customization
-
-You can customize the development environment by:
-
-- Modifying `devcontainer.json` to add VS Code extensions or settings
-- Updating the `Dockerfile` to install additional packages
-- Editing `docker-compose.yml` to add services or change configuration
-- Modifying `.bashrc` to add custom aliases or configurations
+- `build` - Build the application
+- `pgc` - Connect to PostgreSQL database
 
 ## Troubleshooting
 
-If you encounter issues:
+**Build errors**: Rebuild the container with `F1` → "Dev Containers: Rebuild Container"
 
-1. Rebuild the container: `F1` → "Remote-Containers: Rebuild Container"
-2. Check Docker logs for build errors
-3. Verify Docker Desktop is running
-4. Ensure all prerequisites are installed
+**Port conflicts**: Ensure ports 3000, 3002, and 5432 are available
 
-For more information, see the [VS Code Remote Development documentation](https://code.visualstudio.com/docs/remote/containers).
+**Container runtime issues**: Verify Docker Desktop or Podman Desktop is running
+
+## Technical Details
+
+Services:
+- **App container** (8GB memory limit) - Main Next.js application
+- **Realtime container** (4GB memory limit) - Socket.io server for real-time features
+- **Database** - PostgreSQL with pgvector extension
+- **Migrations** - Runs automatically on container creation
+
+You can develop with services running together or independently.
+
+### Personalization
+
+**Project commands** (`sim-start`, `sim-app`, etc.) are automatically available via `/workspace/.devcontainer/sim-commands.sh`.
+
+**Personal shell customization** (aliases, prompts, etc.) should use VS Code's dotfiles feature:
+1. Create a dotfiles repository (e.g., `github.com/youruser/dotfiles`)
+2. Add your `.bashrc`, `.zshrc`, or other configs
+3. Configure in VS Code Settings:
+   ```json
+   {
+     "dotfiles.repository": "youruser/dotfiles",
+     "dotfiles.installCommand": "install.sh"
+   }
+   ```
+
+This separates project-specific commands from personal preferences, following VS Code best practices.

.devcontainer/devcontainer.json

@@ -1,5 +1,5 @@
 {
-  "name": "Sim Studio Dev Environment",
+  "name": "Sim Dev Environment",
   "dockerComposeFile": "docker-compose.yml",
   "service": "app",
   "workspaceFolder": "/workspace",
@@ -10,52 +10,28 @@
       "settings": {
         "editor.formatOnSave": true,
         "editor.codeActionsOnSave": {
-          "source.fixAll.eslint": true
-        },
-        "editor.defaultFormatter": "esbenp.prettier-vscode",
-        "[typescript]": {
-          "editor.defaultFormatter": "esbenp.prettier-vscode"
-        },
-        "[typescriptreact]": {
-          "editor.defaultFormatter": "esbenp.prettier-vscode"
-        },
-        "terminal.integrated.defaultProfile.linux": "bash",
-        "terminal.integrated.profiles.linux": {
-          "bash": {
-            "path": "/bin/bash",
-            "args": ["--login"]
-          }
+          "source.fixAll.biome": "explicit",
+          "source.organizeImports.biome": "explicit"
         },
         "terminal.integrated.shellIntegration.enabled": true
       },
       "extensions": [
-        "dbaeumer.vscode-eslint",
-        "esbenp.prettier-vscode",
+        "biomejs.biome",
         "bradlc.vscode-tailwindcss",
         "ms-vscode.vscode-typescript-next",
         "github.copilot",
         "github.copilot-chat",
-        "rvest.vs-code-prettier-eslint",
         "mikestead.dotenv",
         "dsznajder.es7-react-js-snippets",
-        "steoates.autoimport"
+        "steoates.autoimport",
+        "oven.bun-vscode"
       ]
     }
   },
 
-  "forwardPorts": [3000, 5432],
+  "forwardPorts": [3000, 3002, 5432],
 
   "postCreateCommand": "bash -c 'bash .devcontainer/post-create.sh || true'",
 
-  "postStartCommand": "bash -c 'if [ ! -f ~/.bashrc ] || ! grep -q \"sim-start\" ~/.bashrc; then cp .devcontainer/.bashrc ~/.bashrc; fi'",
-
-  "remoteUser": "node",
-
-  "features": {
-    "ghcr.io/devcontainers/features/git:1": {},
-    "ghcr.io/devcontainers-contrib/features/npm-package:1": {
-      "package": "typescript",
-      "version": "latest"
-    }
-  }
+  "remoteUser": "bun"
 }

.devcontainer/docker-compose.yml

@@ -1,5 +1,3 @@
-version: '3.8'
-
 services:
   app:
     build:
@@ -7,22 +5,73 @@ services:
       dockerfile: .devcontainer/Dockerfile
     volumes:
       - ..:/workspace:cached
+      - bun-cache:/home/bun/.bun/cache:delegated
     command: sleep infinity
+    deploy:
+      resources:
+        limits:
+          memory: 8G
     environment:
       - NODE_ENV=development
       - DATABASE_URL=postgresql://postgres:postgres@db:5432/simstudio
-      - POSTGRES_URL=postgresql://postgres:postgres@db:5432/simstudio
       - BETTER_AUTH_URL=http://localhost:3000
       - NEXT_PUBLIC_APP_URL=http://localhost:3000
+      - BETTER_AUTH_SECRET=${BETTER_AUTH_SECRET:-your_auth_secret_here}
+      - ENCRYPTION_KEY=${ENCRYPTION_KEY:-your_encryption_key_here}
+      - COPILOT_API_KEY=${COPILOT_API_KEY}
+      - SIM_AGENT_API_URL=${SIM_AGENT_API_URL}
+      - OLLAMA_URL=${OLLAMA_URL:-http://localhost:11434}
+      - NEXT_PUBLIC_SOCKET_URL=${NEXT_PUBLIC_SOCKET_URL:-http://localhost:3002}
+      - BUN_INSTALL_CACHE_DIR=/home/bun/.bun/cache
+    depends_on:
+      db:
+        condition: service_healthy
+      migrations:
+        condition: service_completed_successfully
+    ports:
+      - "3000:3000"
+      - "3001:3001"
+    working_dir: /workspace
+
+  realtime:
+    build:
+      context: ..
+      dockerfile: .devcontainer/Dockerfile
+    volumes:
+      - ..:/workspace:cached
+      - bun-cache:/home/bun/.bun/cache:delegated
+    command: sleep infinity
+    deploy:
+      resources:
+        limits:
+          memory: 4G
+    environment:
+      - NODE_ENV=development
+      - DATABASE_URL=postgresql://postgres:postgres@db:5432/simstudio
+      - BETTER_AUTH_URL=http://localhost:3000
+      - NEXT_PUBLIC_APP_URL=http://localhost:3000
+      - BETTER_AUTH_SECRET=${BETTER_AUTH_SECRET:-your_auth_secret_here}
     depends_on:
       db:
         condition: service_healthy
     ports:
-      - "3000:3000"
-    working_dir: /workspace/sim
+      - "3002:3002"
+    working_dir: /workspace
+
+  migrations:
+    build:
+      context: ..
+      dockerfile: docker/db.Dockerfile
+    environment:
+      - DATABASE_URL=postgresql://postgres:postgres@db:5432/simstudio
+    depends_on:
+      db:
+        condition: service_healthy
+    command: ['bun', 'run', 'db:migrate']
+    restart: 'no'
 
   db:
-    image: postgres:16
+    image: pgvector/pgvector:pg17
     restart: unless-stopped
     volumes:
       - postgres-data:/var/lib/postgresql/data
@@ -31,7 +80,7 @@ services:
       - POSTGRES_PASSWORD=postgres
       - POSTGRES_DB=simstudio
     ports:
-      - "5432:5432"
+      - "${POSTGRES_PORT:-5432}:5432"
     healthcheck:
       test: ["CMD-SHELL", "pg_isready -U postgres"]
       interval: 5s
@@ -39,4 +88,5 @@ services:
       retries: 5
 
 volumes:
-  postgres-data: 
+  postgres-data:
+  bun-cache:

.devcontainer/post-create.sh

@@ -3,39 +3,88 @@
 # Exit on error, but with some error handling
 set -e
 
-echo "🔧 Setting up Sim Studio development environment..."
+echo "🔧 Setting up Sim development environment..."
 
-# Change to the sim directory
-cd /workspace/sim
+# Change to the workspace root directory
+cd /workspace
 
-# Setup .bashrc
-echo "📄 Setting up .bashrc with aliases..."
-cp /workspace/.devcontainer/.bashrc ~/.bashrc
-# Add to .profile to ensure .bashrc is sourced in non-interactive shells
-echo 'if [ -f ~/.bashrc ]; then . ~/.bashrc; fi' >> ~/.profile
+# Install global packages for development (done at runtime, not build time)
+echo "📦 Installing global development tools..."
+bun install -g turbo drizzle-kit typescript @types/node 2>/dev/null || {
+  echo "⚠️ Some global packages may already be installed, continuing..."
+}
+
+# Set up bun completions (with proper shell detection)
+echo "🔧 Setting up shell completions..."
+if [ -n "$SHELL" ] && [ -f "$SHELL" ]; then
+  SHELL=/bin/bash bun completions 2>/dev/null | sudo tee /etc/bash_completion.d/bun > /dev/null || {
+    echo "⚠️ Could not install bun completions, but continuing..."
+  }
+fi
+
+# Add project commands to shell profile
+echo "📄 Setting up project commands..."
+# Add sourcing of sim-commands.sh to user's shell config files if they exist
+for rcfile in ~/.bashrc ~/.zshrc; do
+  if [ -f "$rcfile" ]; then
+    # Check if already added
+    if ! grep -q "sim-commands.sh" "$rcfile"; then
+      echo "" >> "$rcfile"
+      echo "# Sim project commands" >> "$rcfile"
+      echo "if [ -f /workspace/.devcontainer/sim-commands.sh ]; then" >> "$rcfile"
+      echo "  source /workspace/.devcontainer/sim-commands.sh" >> "$rcfile"
+      echo "fi" >> "$rcfile"
+    fi
+  fi
+done
+
+# If no rc files exist yet, create a minimal one
+if [ ! -f ~/.bashrc ] && [ ! -f ~/.zshrc ]; then
+  echo "# Source Sim project commands" > ~/.bashrc
+  echo "if [ -f /workspace/.devcontainer/sim-commands.sh ]; then" >> ~/.bashrc
+  echo "  source /workspace/.devcontainer/sim-commands.sh" >> ~/.bashrc
+  echo "fi" >> ~/.bashrc
+fi
 
 # Clean and reinstall dependencies to ensure platform compatibility
-echo "📦 Cleaning and reinstalling npm dependencies..."
+echo "📦 Cleaning and reinstalling dependencies..."
 if [ -d "node_modules" ]; then
   echo "Removing existing node_modules to ensure platform compatibility..."
   rm -rf node_modules
+  rm -rf apps/sim/node_modules
+  rm -rf apps/docs/node_modules
 fi
 
-# Install dependencies with platform-specific binaries
-npm install || {
-  echo "⚠️ npm install had issues but continuing setup..."
-}
+# Ensure Bun cache directory exists and has correct permissions
+mkdir -p ~/.bun/cache
+chmod 700 ~/.bun ~/.bun/cache
 
-# Set up environment variables if .env doesn't exist
-if [ ! -f ".env" ]; then
+# Install dependencies with platform-specific binaries
+echo "Installing dependencies with Bun..."
+bun install
+
+# Check for native dependencies
+echo "Checking for native dependencies compatibility..."
+if grep -q '"trustedDependencies"' apps/sim/package.json 2>/dev/null; then
+  echo "⚠️ Native dependencies detected. Bun will handle compatibility during install."
+fi
+
+# Set up environment variables if .env doesn't exist for the sim app
+if [ ! -f "apps/sim/.env" ]; then
   echo "📄 Creating .env file from template..."
-  cp .env.example .env 2>/dev/null || echo "DATABASE_URL=postgresql://postgres:postgres@db:5432/simstudio" > .env
+  if [ -f "apps/sim/.env.example" ]; then
+    cp apps/sim/.env.example apps/sim/.env
+  else
+    echo "DATABASE_URL=postgresql://postgres:postgres@db:5432/simstudio" > apps/sim/.env
+  fi
 fi
 
 # Generate schema and run database migrations
 echo "🗃️ Running database schema generation and migrations..."
 echo "Generating schema..."
-npx drizzle-kit generate
+cd apps/sim
+bunx drizzle-kit generate
+cd ../..
 
 echo "Waiting for database to be ready..."
 # Try to connect to the database, but don't fail the script if it doesn't work
@@ -44,7 +93,9 @@ echo "Waiting for database to be ready..."
   while [ $timeout -gt 0 ]; do
     if PGPASSWORD=postgres psql -h db -U postgres -c '\q' 2>/dev/null; then
       echo "Database is ready!"
-      DATABASE_URL=postgresql://postgres:postgres@db:5432/simstudio npx drizzle-kit push
+      cd apps/sim
+      DATABASE_URL=postgresql://postgres:postgres@db:5432/simstudio bunx drizzle-kit push
+      cd ../..
       break
     fi
     echo "Database is unavailable - sleeping (${timeout}s remaining)"
@@ -57,28 +108,12 @@ echo "Waiting for database to be ready..."
   fi
 ) || echo "⚠️ Database setup had issues but continuing..."
 
-# Add additional helpful aliases to .bashrc
-cat << EOF >> ~/.bashrc
-
-# Additional Sim Studio Development Aliases
-alias migrate="cd /workspace/sim && DATABASE_URL=postgresql://postgres:postgres@db:5432/simstudio npx drizzle-kit push"
-alias generate="cd /workspace/sim && npx drizzle-kit generate"
-alias dev="cd /workspace/sim && npm run dev"
-alias build="cd /workspace/sim && npm run build"
-alias start="cd /workspace/sim && npm run start"
-alias lint="cd /workspace/sim && npm run lint"
-alias test="cd /workspace/sim && npm run test"
-EOF
-
-# Source the .bashrc to make aliases available immediately
-. ~/.bashrc
-
 # Clear the welcome message flag to ensure it shows after setup
 unset SIM_WELCOME_SHOWN
 
 echo ""
 echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
-echo "✅ Sim Studio development environment setup complete!"
+echo "✅ Sim development environment setup complete!"
 echo ""
 echo "Your environment is now ready. A new terminal session will show"
 echo "available commands. You can start the development server with:"

.devcontainer/sim-commands.sh

@@ -0,0 +1,42 @@
+#!/bin/bash
+# Sim Project Commands
+# Source this file to add project-specific commands to your shell
+# Add to your ~/.bashrc or ~/.zshrc: source /workspace/.devcontainer/sim-commands.sh
+
+# Project-specific aliases for Sim development
+alias sim-start="cd /workspace && bun run dev:full"
+alias sim-app="cd /workspace && bun run dev"
+alias sim-sockets="cd /workspace && bun run dev:sockets"
+alias sim-migrate="cd /workspace/apps/sim && bunx drizzle-kit push"
+alias sim-generate="cd /workspace/apps/sim && bunx drizzle-kit generate"
+alias sim-rebuild="cd /workspace && bun run build && bun run start"
+alias docs-dev="cd /workspace/apps/docs && bun run dev"
+
+# Database connection helpers
+alias pgc="PGPASSWORD=postgres psql -h db -U postgres -d simstudio"
+alias check-db="PGPASSWORD=postgres psql -h db -U postgres -c '\l'"
+
+# Default to workspace directory
+cd /workspace 2>/dev/null || true
+
+# Welcome message - show once per session
+if [ -z "$SIM_WELCOME_SHOWN" ]; then
+  export SIM_WELCOME_SHOWN=1
+
+  echo ""
+  echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
+  echo "🚀 Sim Development Environment"
+  echo ""
+  echo "Project commands:"
+  echo "  sim-start      - Start app + socket server"
+  echo "  sim-app        - Start only main app"
+  echo "  sim-sockets    - Start only socket server"
+  echo "  sim-migrate    - Push schema changes"
+  echo "  sim-generate   - Generate migrations"
+  echo ""
+  echo "Database:"
+  echo "  pgc            - Connect to PostgreSQL"
+  echo "  check-db       - List databases"
+  echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
+  echo ""
+fi

.dockerignore

@@ -1,12 +1,67 @@
-# Exclude files from Docker build
+# Git
 .git
-.github
-node_modules
-.next
-.vercel
-.husky
-.env
-.env.*
-npm-debug.log
+.gitignore
+
+# Documentation
+LICENSE
+NOTICE
 README.md
-.devcontainer 
+*.md
+docs/
+
+# IDE and editor
+.vscode
+.idea
+*.swp
+*.swo
+
+# Environment and config
+.env*
+!.env.example
+.prettierrc
+.prettierignore
+.eslintrc*
+.eslintignore
+
+# CI/CD and DevOps
+.github
+.devcontainer
+.husky
+docker-compose*.yml
+Dockerfile*
+
+# Build artifacts and caches
+.next
+.turbo
+.cache
+dist
+build
+out
+coverage
+*.log
+
+# Dependencies (will be installed fresh in container)
+node_modules
+.bun
+
+# Test files
+**/*.test.ts
+**/*.test.tsx
+**/*.spec.ts
+**/*.spec.tsx
+__tests__
+__mocks__
+jest.config.*
+vitest.config.*
+
+# TypeScript build info
+*.tsbuildinfo
+
+# OS files
+.DS_Store
+Thumbs.db
+
+# Temporary files
+tmp
+temp
+*.tmp

.gitattributes

@@ -0,0 +1,34 @@
+# Set default behavior to automatically normalize line endings
+* text=auto eol=lf
+
+# Explicitly declare text files you want to always be normalized and converted
+# to native line endings on checkout
+*.ts text eol=lf
+*.tsx text eol=lf
+*.js text eol=lf
+*.jsx text eol=lf
+*.json text eol=lf
+*.md text eol=lf
+*.yml text eol=lf
+*.yaml text eol=lf
+*.toml text eol=lf
+*.css text eol=lf
+*.scss text eol=lf
+*.sh text eol=lf
+*.bash text eol=lf
+Dockerfile* text eol=lf
+.dockerignore text eol=lf
+.gitignore text eol=lf
+.gitattributes text eol=lf
+
+# Denote all files that are truly binary and should not be modified
+*.png binary
+*.jpg binary
+*.jpeg binary
+*.gif binary
+*.ico binary
+*.woff binary
+*.woff2 binary
+*.ttf binary
+*.eot binary
+*.pdf binary

.github/CODE_OF_CONDUCT.md

@@ -1,4 +1,4 @@
-# Code of Conduct - Sim Studio
+# Code of Conduct - Sim
 
 ## Our Pledge
 
@@ -14,22 +14,22 @@ appearance, race, religion, or sexual identity and orientation.
 Examples of behaviour that contributes to a positive environment for our
 community include:
 
-* Demonstrating empathy and kindness toward other people
-* Being respectful of differing opinions, viewpoints, and experiences
-* Giving and gracefully accepting constructive feedback
-* Accepting responsibility and apologising to those affected by our mistakes,
+- Demonstrating empathy and kindness toward other people
+- Being respectful of differing opinions, viewpoints, and experiences
+- Giving and gracefully accepting constructive feedback
+- Accepting responsibility and apologising to those affected by our mistakes,
   and learning from the experience
-* Focusing on what is best not just for us as individuals, but for the
+- Focusing on what is best not just for us as individuals, but for the
   overall community
 
 Examples of unacceptable behaviour include:
 
-* The use of sexualised language or imagery, and sexual attention or advances
-* Trolling, insulting or derogatory comments, and personal or political attacks
-* Public or private harassment
-* Publishing others' private information, such as a physical or email
+- The use of sexualised language or imagery, and sexual attention or advances
+- Trolling, insulting or derogatory comments, and personal or political attacks
+- Public or private harassment
+- Publishing others' private information, such as a physical or email
   address, without their explicit permission
-* Other conduct which could reasonably be considered inappropriate in a
+- Other conduct which could reasonably be considered inappropriate in a
   professional setting
 
 ## Our Responsibilities
@@ -55,7 +55,7 @@ representative at an online or offline event.
 ## Enforcement
 
 Instances of abusive, harassing, or otherwise unacceptable behaviour may be
-reported to the community leaders responsible for enforcement at <waleed@simstudio.ai>.
+reported to the community leaders responsible for enforcement at <waleed@sim.ai>.
 All complaints will be reviewed and investigated promptly and fairly.
 
 All community leaders are obligated to respect the privacy and security of the
@@ -112,4 +112,4 @@ the community.
 This Code of Conduct is adapted from the [Contributor Covenant](https://contributor-covenant.org/), version
 [1.4](https://www.contributor-covenant.org/version/1/4/code-of-conduct/code_of_conduct.md) and
 [2.0](https://www.contributor-covenant.org/version/2/0/code_of_conduct/code_of_conduct.md),
-and was generated by [contributing.md](https://contributing.md/generator).
+and was generated by [contributing.md](https://contributing.md/generator).

.github/CONTRIBUTING.md

@@ -1,9 +1,9 @@
-# Contributing to Sim Studio
+# Contributing to Sim
 
-Thank you for your interest in contributing to Sim Studio! Our goal is to provide developers with a powerful, user-friendly platform for building, testing, and optimizing agentic workflows. We welcome contributions in all forms—from bug fixes and design improvements to brand-new features.
+Thank you for your interest in contributing to Sim! Our goal is to provide developers with a powerful, user-friendly platform for building, testing, and optimizing agentic workflows. We welcome contributions in all forms—from bug fixes and design improvements to brand-new features.
 
 > **Project Overview:**  
-> Sim Studio is a monorepo containing the main application (`sim/`) and documentation (`docs/`). The main application is built with Next.js (app router), ReactFlow, Zustand, Shadcn, and Tailwind CSS. Please ensure your contributions follow our best practices for clarity, maintainability, and consistency.
+> Sim is a monorepo using Turborepo, containing the main application (`apps/sim/`), documentation (`apps/docs/`), and shared packages (`packages/`). The main application is built with Next.js (app router), ReactFlow, Zustand, Shadcn, and Tailwind CSS. Please ensure your contributions follow our best practices for clarity, maintainability, and consistency.
 
 ---
 
@@ -15,8 +15,6 @@ Thank you for your interest in contributing to Sim Studio! Our goal is to provid
 - [Commit Message Guidelines](#commit-message-guidelines)
 - [Local Development Setup](#local-development-setup)
 - [Adding New Blocks and Tools](#adding-new-blocks-and-tools)
-- [Local Storage Mode](#local-storage-mode)
-- [Standalone Build](#standalone-build)
 - [License](#license)
 - [Contributor License Agreement (CLA)](#contributor-license-agreement-cla)
 
@@ -57,7 +55,7 @@ We strive to keep our workflow as simple as possible. To contribute:
    ```
 
 7. **Create a Pull Request**  
-   Open a pull request against the `main` branch on GitHub. Please provide a clear description of the changes and reference any relevant issues (e.g., `fixes #123`).
+   Open a pull request against the `staging` branch on GitHub. Please provide a clear description of the changes and reference any relevant issues (e.g., `fixes #123`).
 
 ---
 
@@ -85,7 +83,7 @@ If you discover a bug or have a feature request, please open an issue in our Git
 Before creating a pull request:
 
 - **Ensure Your Branch Is Up-to-Date:**  
-  Rebase your branch onto the latest `main` branch to prevent merge conflicts.
+  Rebase your branch onto the latest `staging` branch to prevent merge conflicts.
 - **Follow the Guidelines:**  
   Make sure your changes are well-tested, follow our coding standards, and include relevant documentation if necessary.
 
@@ -130,54 +128,73 @@ Using clear and consistent commit messages makes it easier for everyone to under
 
 To set up your local development environment:
 
-### Option 1: Using Docker (Recommended)
+### Option 1: Using NPM Package (Simplest)
 
-Docker provides a consistent development environment with all dependencies pre-configured.
+The easiest way to run Sim locally is using our NPM package:
 
-1. **Clone the Repository:**
+```bash
+npx simstudio
+```
 
-   ```bash
-   git clone https://github.com/<your-username>/sim.git
-   cd sim
-   ```
+After running this command, open [http://localhost:3000/](http://localhost:3000/) in your browser.
 
-2. **Start the Docker Environment:**
+#### Options
 
-   ```bash
-   docker compose up -d
-   ```
+- `-p, --port <port>`: Specify the port to run Sim on (default: 3000)
+- `--no-pull`: Skip pulling the latest Docker images
 
-   Or use the convenience script which handles environment setup and migrations:
+#### Requirements
 
-   ```bash
-   chmod +x scripts/start_simstudio_docker.sh
-   ./scripts/start_simstudio_docker.sh
-   ```
+- Docker must be installed and running on your machine
 
-   This will:
+### Option 2: Using Docker Compose
 
-   - Start a PostgreSQL database container
-   - Build and run the Next.js application with hot-reloading
-   - Set up all necessary environment variables
-   - Apply database migrations automatically
+```bash
+# Clone the repository
+git clone https://github.com/<your-username>/sim.git
+cd sim
 
-3. **View Logs:**
+# Start Sim
+docker compose -f docker-compose.prod.yml up -d
+```
 
-   ```bash
-   docker compose logs -f simstudio
-   ```
+Access the application at [http://localhost:3000/](http://localhost:3000/)
 
-4. **Make Your Changes:**
-   - Edit files in your local directory
-   - Changes will be automatically reflected thanks to hot-reloading
+#### Using Local Models
 
-### Option 2: Using VS Code / Cursor Dev Containers
+To use local models with Sim:
+
+1. Install Ollama and pull models:
+
+```bash
+# Install Ollama (if not already installed)
+curl -fsSL https://ollama.ai/install.sh | sh
+
+# Pull a model (e.g., gemma3:4b)
+ollama pull gemma3:4b
+```
+
+2. Start Sim with local model support:
+
+```bash
+# With NVIDIA GPU support
+docker compose --profile local-gpu -f docker-compose.ollama.yml up -d
+
+# Without GPU (CPU only)
+docker compose --profile local-cpu -f docker-compose.ollama.yml up -d
+
+# If hosting on a server, update the environment variables in the docker-compose.prod.yml file
+# to include the server's public IP then start again (OLLAMA_URL to i.e. http://1.1.1.1:11434)
+docker compose -f docker-compose.prod.yml up -d
+```
+
+### Option 3: Using VS Code / Cursor Dev Containers
 
 Dev Containers provide a consistent and easy-to-use development environment:
 
 1. **Prerequisites:**
 
-   - Visual Studio Code
+   - Visual Studio Code or Cursor
    - Docker Desktop
    - [Remote - Containers](https://marketplace.visualstudio.com/items?itemName=ms-vscode-remote.remote-containers) extension for VS Code
 
@@ -188,58 +205,56 @@ Dev Containers provide a consistent and easy-to-use development environment:
      git clone https://github.com/<your-username>/sim.git
      cd sim
      ```
-   - Open the project in VS Code
+   - Open the project in VS Code/Cursor
    - When prompted, click "Reopen in Container" (or press F1 and select "Remote-Containers: Reopen in Container")
    - Wait for the container to build and initialize
-   - The development environment will be set up in the `sim/` directory
 
 3. **Start Developing:**
 
+   - Run `bun run dev:full` in the terminal or use the `sim-start` alias
+   - This starts both the main application and the realtime socket server
    - All dependencies and configurations are automatically set up
-   - Use the provided aliases (like `sim-start`) to run common commands
    - Your changes will be automatically hot-reloaded
 
 4. **GitHub Codespaces:**
    - This setup also works with GitHub Codespaces if you prefer development in the browser
-   - Just click "Code" → "Codespaces" → "Create codespace on main"
+   - Just click "Code" → "Codespaces" → "Create codespace on staging"
 
-### Option 3: Manual Setup
+### Option 4: Manual Setup
 
 If you prefer not to use Docker or Dev Containers:
 
 1. **Clone the Repository:**
    ```bash
    git clone https://github.com/<your-username>/sim.git
-   cd sim/sim
+   cd sim
+   bun install
    ```
-2. **Install Dependencies:**
 
-   - Using NPM:
+2. **Set Up Environment:**
+
+   - Navigate to the app directory:
      ```bash
-     npm install
+     cd apps/sim
      ```
-
-3. **Set Up Environment:**
-
    - Copy `.env.example` to `.env`
-   - Configure database connection and other required authentication variables
+   - Configure required variables (DATABASE_URL, BETTER_AUTH_SECRET, BETTER_AUTH_URL)
 
-4. **Set Up Database:**
+3. **Set Up Database:**
 
-   - You need a PostgreSQL instance running
-   - Run migrations:
-     ```bash
-     npm run db:push
-     ```
+   ```bash
+   bunx drizzle-kit push
+   ```
 
-5. **Run the Development Server:**
+4. **Run the Development Server:**
 
-   - With NPM:
-     ```bash
-     npm run dev
-     ```
+   ```bash
+   bun run dev:full
+   ```
 
-6. **Make Your Changes and Test Locally.**
+   This command starts both the main application and the realtime socket server required for full functionality.
+
+5. **Make Your Changes and Test Locally.**
 
 ### Email Template Development
 
@@ -248,7 +263,7 @@ When working on email templates, you can preview them using a local email previe
 1. **Run the Email Preview Server:**
 
    ```bash
-   npm run email:dev
+   bun run email:dev
    ```
 
 2. **Access the Preview:**
@@ -265,33 +280,33 @@ When working on email templates, you can preview them using a local email previe
 
 ## Adding New Blocks and Tools
 
-Sim Studio is built in a modular fashion where blocks and tools extend the platform's functionality. To maintain consistency and quality, please follow the guidelines below when adding a new block or tool.
+Sim is built in a modular fashion where blocks and tools extend the platform's functionality. To maintain consistency and quality, please follow the guidelines below when adding a new block or tool.
 
 ### Where to Add Your Code
 
-- **Blocks:** Create your new block file under the `/sim/blocks/blocks` directory. The name of the file should match the provider name (e.g., `pinecone.ts`).
-- **Tools:** Create a new directory under `/sim/tools` with the same name as the provider (e.g., `/sim/tools/pinecone`).
+- **Blocks:** Create your new block file under the `/apps/sim/blocks/blocks` directory. The name of the file should match the provider name (e.g., `pinecone.ts`).
+- **Tools:** Create a new directory under `/apps/sim/tools` with the same name as the provider (e.g., `/apps/sim/tools/pinecone`).
 
 In addition, you will need to update the registries:
 
-- **Block Registry:** Update the blocks index (`/sim/blocks/index.ts`) to include your new block.
-- **Tool Registry:** Update the tools registry (`/sim/tools/index.ts`) to add your new tool.
+- **Block Registry:** Update the blocks index (`/apps/sim/blocks/index.ts`) to include your new block.
+- **Tool Registry:** Update the tools registry (`/apps/sim/tools/index.ts`) to add your new tool.
 
 ### How to Create a New Block
 
 1. **Create a New File:**  
-   Create a file for your block named after the provider (e.g., `pinecone.ts`) in the `/sim/blocks/blocks` directory.
+   Create a file for your block named after the provider (e.g., `pinecone.ts`) in the `/apps/sim/blocks/blocks` directory.
 
 2. **Create a New Icon:**
-   Create a new icon for your block in the `/sim/components/icons.tsx` file. The icon should follow the same naming convention as the block (e.g., `PineconeIcon`).
+   Create a new icon for your block in the `/apps/sim/components/icons.tsx` file. The icon should follow the same naming convention as the block (e.g., `PineconeIcon`).
 
 3. **Define the Block Configuration:**  
    Your block should export a constant of type `BlockConfig`. For example:
 
-   ```typescript:/sim/blocks/blocks/pinecone.ts
+   ```typescript:/apps/sim/blocks/blocks/pinecone.ts
    import { PineconeIcon } from '@/components/icons'
-   import { PineconeResponse } from '@/tools/pinecone/types'
-   import { BlockConfig } from '../types'
+   import type { BlockConfig } from '@/blocks/types'
+   import type { PineconeResponse } from '@/tools/pinecone/types'
 
    export const PineconeBlock: BlockConfig<PineconeResponse> = {
      type: 'pinecone',
@@ -302,22 +317,65 @@ In addition, you will need to update the registries:
      bgColor: '#123456',
      icon: PineconeIcon,
 
-     // If this block requires OAuth authentication
-     provider: 'pinecone',
-
-     // Define subBlocks for the UI configuration
      subBlocks: [
-       // Block configuration options
+       {
+         id: 'operation',
+         title: 'Operation',
+         type: 'dropdown'
+         required: true,
+         options: [
+           { label: 'Generate Embeddings', id: 'generate' },
+           { label: 'Search Text', id: 'search_text' },
+         ],
+         value: () => 'generate',
+       },
+       {
+         id: 'apiKey',
+         title: 'API Key',
+         type: 'short-input'
+         placeholder: 'Your Pinecone API key',
+         password: true,
+         required: true,
+       },
      ],
+
+     tools: {
+       access: ['pinecone_generate_embeddings', 'pinecone_search_text'],
+       config: {
+         tool: (params: Record<string, any>) => {
+           switch (params.operation) {
+             case 'generate':
+               return 'pinecone_generate_embeddings'
+             case 'search_text':
+               return 'pinecone_search_text'
+             default:
+               throw new Error('Invalid operation selected')
+           }
+         },
+       },
+     },
+
+     inputs: {
+       operation: { type: 'string', description: 'Operation to perform' },
+       apiKey: { type: 'string', description: 'Pinecone API key' },
+       searchQuery: { type: 'string', description: 'Search query text' },
+       topK: { type: 'string', description: 'Number of results to return' },
+     },
+
+     outputs: {
+       matches: { type: 'any', description: 'Search results or generated embeddings' },
+       data: { type: 'any', description: 'Response data from Pinecone' },
+       usage: { type: 'any', description: 'API usage statistics' },
+     },
    }
    ```
 
 4. **Register Your Block:**  
-   Add your block to the blocks registry (`/sim/blocks/registry.ts`):
+   Add your block to the blocks registry (`/apps/sim/blocks/registry.ts`):
+
+   ```typescript:/apps/sim/blocks/registry.ts
+   import { PineconeBlock } from '@/blocks/blocks/pinecone'
 
-   ```typescript:/sim/blocks/registry.ts
-   import { PineconeBlock } from './blocks/pinecone'
-   
    // Registry of all available blocks
    export const registry: Record<string, BlockConfig> = {
      // ... existing blocks
@@ -333,7 +391,7 @@ In addition, you will need to update the registries:
 ### How to Create a New Tool
 
 1. **Create a New Directory:**  
-   Create a directory under `/sim/tools` with the same name as the provider (e.g., `/sim/tools/pinecone`).
+   Create a directory under `/apps/sim/tools` with the same name as the provider (e.g., `/apps/sim/tools/pinecone`).
 
 2. **Create Tool Files:**  
    Create separate files for each tool functionality with descriptive names (e.g., `fetch.ts`, `generate_embeddings.ts`, `search_text.ts`) in your tool directory.
@@ -344,7 +402,7 @@ In addition, you will need to update the registries:
 4. **Create an Index File:**  
    Create an `index.ts` file in your tool directory that imports and exports all tools:
 
-   ```typescript:/sim/tools/pinecone/index.ts
+   ```typescript:/apps/sim/tools/pinecone/index.ts
    import { fetchTool } from './fetch'
    import { generateEmbeddingsTool } from './generate_embeddings'
    import { searchTextTool } from './search_text'
@@ -355,9 +413,9 @@ In addition, you will need to update the registries:
 5. **Define the Tool Configuration:**  
    Your tool should export a constant with a naming convention of `{toolName}Tool`. The tool ID should follow the format `{provider}_{tool_name}`. For example:
 
-   ```typescript:/sim/tools/pinecone/fetch.ts
-   import { ToolConfig, ToolResponse } from '../types'
-   import { PineconeParams, PineconeResponse } from './types'
+   ```typescript:/apps/sim/tools/pinecone/fetch.ts
+   import { ToolConfig, ToolResponse } from '@/tools/types'
+   import { PineconeParams, PineconeResponse } from '@/tools/pinecone/types'
 
    export const fetchTool: ToolConfig<PineconeParams, PineconeResponse> = {
      id: 'pinecone_fetch', // Follow the {provider}_{tool_name} format
@@ -369,7 +427,18 @@ In addition, you will need to update the registries:
      provider: 'pinecone', // ID of the OAuth provider
 
      params: {
-       // Tool parameters
+       parameterName: {
+         type: 'string',
+         required: true,
+         visibility: 'user-or-llm', // Controls parameter visibility
+         description: 'Description of the parameter',
+       },
+       optionalParam: {
+         type: 'string',
+         required: false,
+         visibility: 'user-only',
+         description: 'Optional parameter only user can set',
+       },
      },
      request: {
        // Request configuration
@@ -377,17 +446,14 @@ In addition, you will need to update the registries:
      transformResponse: async (response: Response) => {
        // Transform response
      },
-     transformError: (error) => {
-       // Handle errors
-     },
    }
    ```
 
 6. **Register Your Tool:**  
-   Update the tools registry in `/sim/tools/index.ts` to include your new tool:
+   Update the tools registry in `/apps/sim/tools/index.ts` to include your new tool:
 
-   ```typescript:/sim/tools/index.ts
-   import { fetchTool, generateEmbeddingsTool, searchTextTool } from './pinecone'
+   ```typescript:/apps/sim/tools/index.ts
+   import { fetchTool, generateEmbeddingsTool, searchTextTool } from '/@tools/pinecone'
    // ... other imports
 
    export const tools: Record<string, ToolConfig> = {
@@ -401,6 +467,12 @@ In addition, you will need to update the registries:
 7. **Test Your Tool:**  
    Ensure that your tool functions correctly by making test requests and verifying the responses.
 
+8. **Generate Documentation:**  
+   Run the documentation generator to create docs for your new tool:
+   ```bash
+   ./scripts/generate-docs.sh
+   ```
+
 ### Naming Conventions
 
 Maintaining consistent naming across the codebase is critical for auto-generation of tools and documentation. Follow these naming guidelines:
@@ -413,11 +485,57 @@ Maintaining consistent naming across the codebase is critical for auto-generatio
 - **Tool Exports:** Should be named `{toolName}Tool` (e.g., `fetchTool`)
 - **Tool IDs:** Should follow the format `{provider}_{tool_name}` (e.g., `pinecone_fetch`)
 
+### Parameter Visibility System
+
+Sim implements a sophisticated parameter visibility system that controls how parameters are exposed to users and LLMs in agent workflows. Each parameter can have one of four visibility levels:
+
+| Visibility  | User Sees | LLM Sees | How It Gets Set                |
+|-------------|-----------|----------|--------------------------------|
+| `user-only` | ✅ Yes     | ❌ No     | User provides in UI            |
+| `user-or-llm` | ✅ Yes     | ✅ Yes    | User provides OR LLM generates |
+| `llm-only`  | ❌ No      | ✅ Yes    | LLM generates only             |
+| `hidden`    | ❌ No      | ❌ No     | Application injects at runtime |
+
+#### Visibility Guidelines
+
+- **`user-or-llm`**: Use for core parameters that can be provided by users or intelligently filled by the LLM (e.g., search queries, email subjects)
+- **`user-only`**: Use for configuration parameters, API keys, and settings that only users should control (e.g., number of results, authentication credentials)
+- **`llm-only`**: Use for computed values that the LLM should handle internally (e.g., dynamic calculations, contextual data)
+- **`hidden`**: Use for system-level parameters injected at runtime (e.g., OAuth tokens, internal identifiers)
+
+#### Example Implementation
+
+```typescript
+params: {
+  query: {
+    type: 'string',
+    required: true,
+    visibility: 'user-or-llm', // User can provide or LLM can generate
+    description: 'Search query to execute',
+  },
+  apiKey: {
+    type: 'string',
+    required: true,
+    visibility: 'user-only', // Only user provides this
+    description: 'API key for authentication',
+  },
+  internalId: {
+    type: 'string',
+    required: false,
+    visibility: 'hidden', // System provides this at runtime
+    description: 'Internal tracking identifier',
+  },
+}
+```
+
+This visibility system ensures clean user interfaces while maintaining full flexibility for LLM-driven workflows.
+
 ### Guidelines & Best Practices
 
-- **Code Style:** Follow the project's ESLint and Prettier configurations. Use meaningful variable names and small, focused functions.
+- **Code Style:** Follow the project's Biome configurations. Use meaningful variable names and small, focused functions.
 - **Documentation:** Clearly document the purpose, inputs, outputs, and any special behavior for your block/tool.
 - **Error Handling:** Implement robust error handling and provide user-friendly error messages.
+- **Parameter Visibility:** Always specify the appropriate visibility level for each parameter to ensure proper UI behavior and LLM integration.
 - **Testing:** Add unit or integration tests to verify your changes when possible.
 - **Commit Changes:** Update all related components and registries, and describe your changes in your pull request.
 
@@ -435,7 +553,7 @@ This project is licensed under the Apache License 2.0. By contributing, you agre
 
 By contributing to this repository, you agree that your contributions are provided under the terms of the Apache License Version 2.0, as included in the LICENSE file of this repository.
 
-In addition, by submitting your contributions, you grant Sim Studio, Inc. ("The Licensor") a perpetual, irrevocable, worldwide, royalty-free, sublicensable right and license to:
+In addition, by submitting your contributions, you grant Sim, Inc. ("The Licensor") a perpetual, irrevocable, worldwide, royalty-free, sublicensable right and license to:
 
 - Use, copy, modify, distribute, publicly display, publicly perform, and prepare derivative works of your contributions.
 - Incorporate your contributions into other works or products.
@@ -447,4 +565,4 @@ If you do not agree with these terms, you must not contribute your work to this
 
 ---
 
-Thank you for taking the time to contribute to Sim Studio. We truly appreciate your efforts and look forward to collaborating with you!
+Thank you for taking the time to contribute to Sim. We truly appreciate your efforts and look forward to collaborating with you!

.github/ISSUE_TEMPLATE/bug_report.md

@@ -1,7 +1,7 @@
 ---
 name: Bug report
 about: Create a report to help us improve
-title: "[BUG]"
+title: '[BUG]'
 labels: bug
 assignees: ''
 ---
@@ -11,6 +11,7 @@ A clear and concise description of what the bug is.
 
 **To Reproduce**
 Steps to reproduce the behavior:
+
 1. Go to '...'
 2. Click on '....'
 3. Scroll down to '....'
@@ -23,4 +24,4 @@ A clear and concise description of what you expected to happen.
 If applicable, add screenshots to help explain your problem.
 
 **Additional context**
-Add any other context about the problem here.
+Add any other context about the problem here.

.github/ISSUE_TEMPLATE/feature_request.md

@@ -1,7 +1,7 @@
 ---
 name: Feature request
 about: Suggest an idea for this project
-title: "[REQUEST]"
+title: '[REQUEST]'
 labels: feature
 assignees: ''
 ---
@@ -16,4 +16,4 @@ A clear and concise description of what you want to happen.
 A clear and concise description of any alternative solutions or features you've considered.
 
 **Additional context**
-Add any other context or screenshots about the feature request here.
+Add any other context or screenshots about the feature request here.

.github/PULL_REQUEST_TEMPLATE.md

@@ -1,42 +1,25 @@
-## Description
+## Summary
+Brief description of what this PR does and why.
 
-Please include a summary of the change and which issue is fixed. Please also include relevant motivation and context.
+Fixes #(issue)
 
-Fixes # (issue)
+## Type of Change
+- [ ] Bug fix
+- [ ] New feature  
+- [ ] Breaking change
+- [ ] Documentation
+- [ ] Other: ___________
 
-## Type of change
+## Testing
+How has this been tested? What should reviewers focus on?
 
-Please delete options that are not relevant.
-
-- [ ] Bug fix (non-breaking change which fixes an issue)
-- [ ] New feature (non-breaking change which adds functionality)
-- [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected)
-- [ ] Documentation update
-- [ ] Security enhancement
-- [ ] Performance improvement
-- [ ] Code refactoring (no functional changes)
-
-## How Has This Been Tested?
-
-Please describe the tests that you ran to verify your changes. Provide instructions so we can reproduce. Please also list any relevant details for your test configuration.
-
-## Checklist:
-
-- [ ] My code follows the style guidelines of this project
-- [ ] I have performed a self-review of my own code
-- [ ] I have commented my code, particularly in hard-to-understand areas
-- [ ] I have added tests that prove my fix is effective or that my feature works
-- [ ] All tests pass locally and in CI (`npm test`)
-- [ ] My changes generate no new warnings
-- [ ] Any dependent changes have been merged and published in downstream modules
-- [ ] I have updated version numbers as needed (if needed)
+## Checklist
+- [ ] Code follows project style guidelines
+- [ ] Self-reviewed my changes
+- [ ] Tests added/updated and passing
+- [ ] No new warnings introduced
 - [ ] I confirm that I have read and agree to the terms outlined in the [Contributor License Agreement (CLA)](./CONTRIBUTING.md#contributor-license-agreement-cla)
 
-## Security Considerations:
-
-- [ ] My changes do not introduce any new security vulnerabilities
-- [ ] I have considered the security implications of my changes
-
-## Additional Information:
-
-Any additional information, configuration or data that might be necessary to reproduce the issue or use the feature.
+## Screenshots/Videos
+<!-- If applicable, add screenshots or videos to help explain your changes -->
+<!-- For UI changes, before/after screenshots are especially helpful -->

.github/SECURITY.md

@@ -6,16 +6,16 @@
 | ------- | ------------------ |
 | 0.1.x   | :white_check_mark: |
 
-
 ## Reporting a Vulnerability
 
-We take the security of Sim Studio seriously. If you believe you've found a security vulnerability, please follow these steps:
+We take the security of Sim seriously. If you believe you've found a security vulnerability, please follow these steps:
 
 1. **Do not disclose the vulnerability publicly** or to any third parties.
 
-2. **Email us directly** at security@simstudio.ai with details of the vulnerability.
+2. **Email us directly** at security@sim.ai with details of the vulnerability.
 
 3. **Include the following information** in your report:
+
    - Description of the vulnerability
    - Steps to reproduce
    - Potential impact
@@ -23,4 +23,4 @@ We take the security of Sim Studio seriously. If you believe you've found a secu
 
 4. We will acknowledge receipt of your vulnerability report within 48 hours and provide an estimated timeline for a fix.
 
-5. Once the vulnerability is fixed, we will notify you and publicly acknowledge your contribution (unless you prefer to remain anonymous).
+5. Once the vulnerability is fixed, we will notify you and publicly acknowledge your contribution (unless you prefer to remain anonymous).

.github/dependabot.yml

@@ -1,98 +0,0 @@
-version: 2
-updates:
-  - package-ecosystem: "npm"
-    directory: "/sim"
-    schedule:
-      interval: "weekly"
-      day: "monday"
-      time: "09:00"
-    # Disable version updates
-    open-pull-requests-limit: 0
-    labels:
-      - "dependencies"
-      - "security"
-    commit-message:
-      prefix: "fix(deps)"
-      prefix-development: "chore(deps)"
-      include: "scope"
-    groups:
-      dependencies:
-        applies-to: security-updates
-        patterns:
-          - "*"
-    
-  # Documentation site dependencies (/docs)
-  - package-ecosystem: "npm"
-    directory: "/docs"
-    schedule:
-      interval: "weekly"
-      day: "wednesday"
-    # Disable version updates
-    open-pull-requests-limit: 0
-    labels:
-      - "dependencies"
-      - "security"
-    commit-message:
-      prefix: "docs(deps)"
-      include: "scope"
-    groups:
-      docs-dependencies:
-        applies-to: security-updates
-        patterns:
-          - "*"
-    
-  # Root-level dependencies (if any)
-  - package-ecosystem: "npm"
-    directory: "/"
-    schedule:
-      interval: "weekly"
-      day: "friday"
-    # Disable version updates
-    open-pull-requests-limit: 0
-    labels:
-      - "dependencies"
-      - "security"
-    commit-message:
-      prefix: "chore(deps)"
-      include: "scope"
-    groups:
-      root-dependencies:
-        applies-to: security-updates
-        patterns:
-          - "*"
-    
-  # GitHub Actions workflows
-  - package-ecosystem: "github-actions"
-    directory: "/"
-    schedule:
-      interval: "monthly"
-    # Disable version updates
-    open-pull-requests-limit: 0
-    labels:
-      - "dependencies"
-      - "security"
-    commit-message:
-      prefix: "ci(deps)"
-    groups:
-      actions:
-        applies-to: security-updates
-        patterns:
-          - "*"
-    
-  # Docker containers (if applicable)
-  - package-ecosystem: "docker"
-    directory: "/"
-    schedule:
-      interval: "monthly"
-    # Disable version updates
-    open-pull-requests-limit: 0
-    labels:
-      - "dependencies"
-      - "security"
-    commit-message:
-      prefix: "docker(deps)"
-    groups:
-      docker:
-        applies-to: security-updates
-        patterns:
-          - "*"

.github/workflows/ci.yml

@@ -2,82 +2,278 @@ name: CI
 
 on:
   push:
-    branches: [main]
+    branches: [main, staging]
   pull_request:
-    branches: [main]
+    branches: [main, staging]
+
+concurrency:
+  group: ci-${{ github.ref }}
+  cancel-in-progress: false
 
 jobs:
-  test:
+  test-build:
     name: Test and Build
-    runs-on: ubuntu-latest
-    
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@v4
-        
-      - name: Setup Node.js
-        uses: actions/setup-node@v4
-        with:
-          node-version: '20'
-          cache: 'npm'
-          cache-dependency-path: './sim/package-lock.json'
-          
-      - name: Install dependencies
-        working-directory: ./sim
-        run: npm ci
-        
-      - name: Fix Rollup module issue
-        working-directory: ./sim
-        run: |
-          rm -rf node_modules package-lock.json
-          npm install
-        
-      - name: Run tests with coverage
-        working-directory: ./sim
-        env:
-          NODE_OPTIONS: "--no-warnings"
-        run: npm run test:coverage
-        
-      - name: Build application
-        working-directory: ./sim
-        env:
-          NODE_OPTIONS: "--no-warnings"
-          NEXT_PUBLIC_APP_URL: "https://www.simstudio.ai"
-          STRIPE_SECRET_KEY: "dummy_key_for_ci_only"
-          STRIPE_WEBHOOK_SECRET: "dummy_secret_for_ci_only"
-          RESEND_API_KEY: "dummy_key_for_ci_only"
-          AWS_REGION: "us-west-2"
-        run: npm run build
-        
-      - name: Upload coverage to Codecov
-        uses: codecov/codecov-action@v3
-        with:
-          directory: ./sim/coverage
-          fail_ci_if_error: false
-          verbose: true 
+    uses: ./.github/workflows/test-build.yml
+    secrets: inherit
 
-  migrations:
-    name: Apply Database Migrations
-    runs-on: ubuntu-latest
-    if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-    needs: test
+  # Detect if this is a version release commit (e.g., "v0.5.24: ...")
+  detect-version:
+    name: Detect Version
+    runs-on: blacksmith-4vcpu-ubuntu-2404
+    if: github.event_name == 'push' && (github.ref == 'refs/heads/main' || github.ref == 'refs/heads/staging')
+    outputs:
+      version: ${{ steps.extract.outputs.version }}
+      is_release: ${{ steps.extract.outputs.is_release }}
+    steps:
+      - name: Extract version from commit message
+        id: extract
+        run: |
+          COMMIT_MSG="${{ github.event.head_commit.message }}"
+          # Only tag versions on main branch
+          if [ "${{ github.ref }}" = "refs/heads/main" ] && [[ "$COMMIT_MSG" =~ ^(v[0-9]+\.[0-9]+\.[0-9]+): ]]; then
+            VERSION="${BASH_REMATCH[1]}"
+            echo "version=${VERSION}" >> $GITHUB_OUTPUT
+            echo "is_release=true" >> $GITHUB_OUTPUT
+            echo "✅ Detected release commit: ${VERSION}"
+          else
+            echo "version=" >> $GITHUB_OUTPUT
+            echo "is_release=false" >> $GITHUB_OUTPUT
+            echo "ℹ️ Not a release commit"
+          fi
+
+  # Build AMD64 images and push to ECR immediately (+ GHCR for main)
+  build-amd64:
+    name: Build AMD64
+    needs: [test-build, detect-version]
+    if: github.event_name == 'push' && (github.ref == 'refs/heads/main' || github.ref == 'refs/heads/staging')
+    runs-on: blacksmith-8vcpu-ubuntu-2404
+    permissions:
+      contents: read
+      packages: write
+      id-token: write
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - dockerfile: ./docker/app.Dockerfile
+            ghcr_image: ghcr.io/simstudioai/simstudio
+            ecr_repo_secret: ECR_APP
+          - dockerfile: ./docker/db.Dockerfile
+            ghcr_image: ghcr.io/simstudioai/migrations
+            ecr_repo_secret: ECR_MIGRATIONS
+          - dockerfile: ./docker/realtime.Dockerfile
+            ghcr_image: ghcr.io/simstudioai/realtime
+            ecr_repo_secret: ECR_REALTIME
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
-        
-      - name: Setup Node.js
-        uses: actions/setup-node@v4
+
+      - name: Configure AWS credentials
+        uses: aws-actions/configure-aws-credentials@v4
         with:
-          node-version: '20'
-          cache: 'npm'
-          cache-dependency-path: './sim/package-lock.json'
-          
-      - name: Install dependencies
-        working-directory: ./sim
-        run: npm ci
-        
-      - name: Apply migrations
-        working-directory: ./sim
-        env:
-          DATABASE_URL: ${{ secrets.DATABASE_URL }}
-        run: npx drizzle-kit push 
+          role-to-assume: ${{ github.ref == 'refs/heads/main' && secrets.AWS_ROLE_TO_ASSUME || secrets.STAGING_AWS_ROLE_TO_ASSUME }}
+          aws-region: ${{ github.ref == 'refs/heads/main' && secrets.AWS_REGION || secrets.STAGING_AWS_REGION }}
+
+      - name: Login to Amazon ECR
+        id: login-ecr
+        uses: aws-actions/amazon-ecr-login@v2
+
+      - name: Login to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Login to GHCR
+        if: github.ref == 'refs/heads/main'
+        uses: docker/login-action@v3
+        with:
+          registry: ghcr.io
+          username: ${{ github.repository_owner }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Set up Docker Buildx
+        uses: useblacksmith/setup-docker-builder@v1
+
+      - name: Generate tags
+        id: meta
+        run: |
+          ECR_REGISTRY="${{ steps.login-ecr.outputs.registry }}"
+          ECR_REPO="${{ secrets[matrix.ecr_repo_secret] }}"
+          GHCR_IMAGE="${{ matrix.ghcr_image }}"
+
+          # ECR tags (always build for ECR)
+          if [ "${{ github.ref }}" = "refs/heads/main" ]; then
+            ECR_TAG="latest"
+          else
+            ECR_TAG="staging"
+          fi
+          ECR_IMAGE="${ECR_REGISTRY}/${ECR_REPO}:${ECR_TAG}"
+
+          # Build tags list
+          TAGS="${ECR_IMAGE}"
+
+          # Add GHCR tags only for main branch
+          if [ "${{ github.ref }}" = "refs/heads/main" ]; then
+            GHCR_AMD64="${GHCR_IMAGE}:latest-amd64"
+            GHCR_SHA="${GHCR_IMAGE}:${{ github.sha }}-amd64"
+            TAGS="${TAGS},$GHCR_AMD64,$GHCR_SHA"
+
+            # Add version tag if this is a release commit
+            if [ "${{ needs.detect-version.outputs.is_release }}" = "true" ]; then
+              VERSION="${{ needs.detect-version.outputs.version }}"
+              GHCR_VERSION="${GHCR_IMAGE}:${VERSION}-amd64"
+              TAGS="${TAGS},$GHCR_VERSION"
+              echo "📦 Adding version tag: ${VERSION}-amd64"
+            fi
+          fi
+
+          echo "tags=${TAGS}" >> $GITHUB_OUTPUT
+
+      - name: Build and push images
+        uses: useblacksmith/build-push-action@v2
+        with:
+          context: .
+          file: ${{ matrix.dockerfile }}
+          platforms: linux/amd64
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}
+          provenance: false
+          sbom: false
+
+  # Build ARM64 images for GHCR (main branch only, runs in parallel)
+  build-ghcr-arm64:
+    name: Build ARM64 (GHCR Only)
+    needs: [test-build, detect-version]
+    runs-on: blacksmith-8vcpu-ubuntu-2404-arm
+    if: github.event_name == 'push' && github.ref == 'refs/heads/main'
+    permissions:
+      contents: read
+      packages: write
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - dockerfile: ./docker/app.Dockerfile
+            image: ghcr.io/simstudioai/simstudio
+          - dockerfile: ./docker/db.Dockerfile
+            image: ghcr.io/simstudioai/migrations
+          - dockerfile: ./docker/realtime.Dockerfile
+            image: ghcr.io/simstudioai/realtime
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Login to GHCR
+        uses: docker/login-action@v3
+        with:
+          registry: ghcr.io
+          username: ${{ github.repository_owner }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Set up Docker Buildx
+        uses: useblacksmith/setup-docker-builder@v1
+
+      - name: Generate ARM64 tags
+        id: meta
+        run: |
+          IMAGE="${{ matrix.image }}"
+          TAGS="${IMAGE}:latest-arm64,${IMAGE}:${{ github.sha }}-arm64"
+
+          # Add version tag if this is a release commit
+          if [ "${{ needs.detect-version.outputs.is_release }}" = "true" ]; then
+            VERSION="${{ needs.detect-version.outputs.version }}"
+            TAGS="${TAGS},${IMAGE}:${VERSION}-arm64"
+            echo "📦 Adding version tag: ${VERSION}-arm64"
+          fi
+
+          echo "tags=${TAGS}" >> $GITHUB_OUTPUT
+
+      - name: Build and push ARM64 to GHCR
+        uses: useblacksmith/build-push-action@v2
+        with:
+          context: .
+          file: ${{ matrix.dockerfile }}
+          platforms: linux/arm64
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}
+          provenance: false
+          sbom: false
+
+  # Create GHCR multi-arch manifests (only for main, after both builds)
+  create-ghcr-manifests:
+    name: Create GHCR Manifests
+    runs-on: blacksmith-2vcpu-ubuntu-2404
+    needs: [build-amd64, build-ghcr-arm64, detect-version]
+    if: github.event_name == 'push' && github.ref == 'refs/heads/main'
+    permissions:
+      packages: write
+    strategy:
+      matrix:
+        include:
+          - image: ghcr.io/simstudioai/simstudio
+          - image: ghcr.io/simstudioai/migrations
+          - image: ghcr.io/simstudioai/realtime
+
+    steps:
+      - name: Login to GHCR
+        uses: docker/login-action@v3
+        with:
+          registry: ghcr.io
+          username: ${{ github.repository_owner }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Create and push manifests
+        run: |
+          IMAGE_BASE="${{ matrix.image }}"
+
+          # Create latest manifest
+          docker manifest create "${IMAGE_BASE}:latest" \
+            "${IMAGE_BASE}:latest-amd64" \
+            "${IMAGE_BASE}:latest-arm64"
+          docker manifest push "${IMAGE_BASE}:latest"
+
+          # Create SHA manifest
+          docker manifest create "${IMAGE_BASE}:${{ github.sha }}" \
+            "${IMAGE_BASE}:${{ github.sha }}-amd64" \
+            "${IMAGE_BASE}:${{ github.sha }}-arm64"
+          docker manifest push "${IMAGE_BASE}:${{ github.sha }}"
+
+          # Create version manifest if this is a release commit
+          if [ "${{ needs.detect-version.outputs.is_release }}" = "true" ]; then
+            VERSION="${{ needs.detect-version.outputs.version }}"
+            echo "📦 Creating version manifest: ${VERSION}"
+            docker manifest create "${IMAGE_BASE}:${VERSION}" \
+              "${IMAGE_BASE}:${VERSION}-amd64" \
+              "${IMAGE_BASE}:${VERSION}-arm64"
+            docker manifest push "${IMAGE_BASE}:${VERSION}"
+          fi
+
+  # Check if docs changed
+  check-docs-changes:
+    name: Check Docs Changes
+    runs-on: blacksmith-4vcpu-ubuntu-2404
+    if: github.event_name == 'push' && github.ref == 'refs/heads/main'
+    outputs:
+      docs_changed: ${{ steps.filter.outputs.docs }}
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 2  # Need at least 2 commits to detect changes
+      - uses: dorny/paths-filter@v3
+        id: filter
+        with:
+          filters: |
+            docs:
+              - 'apps/docs/content/docs/en/**'
+              - 'apps/sim/scripts/process-docs.ts'
+              - 'apps/sim/lib/chunkers/**'
+
+  # Process docs embeddings (only when docs change, after ECR images are pushed)
+  process-docs:
+    name: Process Docs
+    needs: [build-amd64, check-docs-changes]
+    if: needs.check-docs-changes.outputs.docs_changed == 'true'
+    uses: ./.github/workflows/docs-embeddings.yml
+    secrets: inherit

.github/workflows/docker-publish.yml

@@ -1,58 +0,0 @@
-name: Docker Build and Publish
-
-on:
-  push:
-    branches: [ main ]
-    tags: [ 'v*' ]
-  pull_request:
-    branches: [ main ]
-
-env:
-  REGISTRY: ghcr.io
-  IMAGE_NAME: simstudioai/sim
-
-jobs:
-  build-and-push:
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-      packages: write
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-
-      - name: Log in to the Container registry
-        uses: docker/login-action@v3
-        with:
-          registry: ${{ env.REGISTRY }}
-          username: ${{ github.actor }}
-          password: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Extract metadata (tags, labels) for Docker
-        id: meta
-        uses: docker/metadata-action@v5
-        with:
-          images: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}
-          tags: |
-            type=ref,event=branch
-            type=ref,event=pr
-            type=semver,pattern={{version}}
-            type=semver,pattern={{major}}.{{minor}}
-            type=sha,format=short
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
-        with:
-          driver: docker
-          buildkitd-flags: --debug
-
-      - name: Build and push Docker image
-        uses: docker/build-push-action@v5
-        with:
-          context: .
-          push: ${{ github.event_name != 'pull_request' }}
-          tags: ${{ steps.meta.outputs.tags }}
-          labels: ${{ steps.meta.outputs.labels }}
-          cache-from: type=gha
-          cache-to: type=gha,mode=max 

.github/workflows/docs-embeddings.yml

@@ -0,0 +1,46 @@
+name: Process Docs Embeddings
+
+on:
+  workflow_call:
+  workflow_dispatch: # Allow manual triggering
+
+jobs:
+  process-docs-embeddings:
+    name: Process Documentation Embeddings
+    runs-on: blacksmith-8vcpu-ubuntu-2404
+    if: github.ref == 'refs/heads/main'
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Setup Bun
+        uses: oven-sh/setup-bun@v2
+        with:
+          bun-version: 1.3.3
+
+      - name: Setup Node
+        uses: actions/setup-node@v4
+        with:
+          node-version: latest
+
+      - name: Cache Bun dependencies
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.bun/install/cache
+            node_modules
+            **/node_modules
+          key: ${{ runner.os }}-bun-${{ hashFiles('**/bun.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-bun-
+
+      - name: Install dependencies
+        run: bun install --frozen-lockfile
+
+      - name: Process docs embeddings
+        working-directory: ./apps/sim
+        env:
+          DATABASE_URL: ${{ secrets.DATABASE_URL }}
+          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+        run: bun run scripts/process-docs.ts --clear 

.github/workflows/i18n.yml

@@ -0,0 +1,180 @@
+name: 'Auto-translate Documentation'
+
+on:
+  push:
+    branches: [ staging ]
+    paths:
+      - 'apps/docs/content/docs/en/**'
+      - 'apps/docs/i18n.json'
+
+permissions:
+  contents: write
+  pull-requests: write
+
+jobs:
+  translate:
+    runs-on: blacksmith-4vcpu-ubuntu-2404
+    if: github.actor != 'github-actions[bot]' # Prevent infinite loops
+    
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          token: ${{ secrets.GH_PAT }}
+          fetch-depth: 0
+
+      - name: Setup Bun
+        uses: oven-sh/setup-bun@v2
+        with:
+          bun-version: 1.3.3
+
+      - name: Cache Bun dependencies
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.bun/install/cache
+            node_modules
+            **/node_modules
+          key: ${{ runner.os }}-bun-${{ hashFiles('**/bun.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-bun-
+
+      - name: Run Lingo.dev translations
+        env:
+          LINGODOTDEV_API_KEY: ${{ secrets.LINGODOTDEV_API_KEY }}
+        run: |
+          cd apps/docs
+          bunx lingo.dev@latest i18n
+      
+      - name: Check for translation changes
+        id: changes
+        run: |
+          cd apps/docs
+          git config --local user.email "action@github.com"
+          git config --local user.name "GitHub Action"
+          
+          if [ -n "$(git status --porcelain content/docs)" ]; then
+            echo "changes=true" >> $GITHUB_OUTPUT
+          else
+            echo "changes=false" >> $GITHUB_OUTPUT
+          fi
+      
+      - name: Create Pull Request with translations
+        if: steps.changes.outputs.changes == 'true'
+        uses: peter-evans/create-pull-request@v5
+        with:
+          token: ${{ secrets.GH_PAT }}
+          commit-message: "feat(i18n): update translations"
+          title: "feat(i18n): update translations"
+          body: |
+            ## Summary
+            Automated translation updates triggered by changes to documentation.
+            
+            This PR was automatically created after content changes were made, updating translations for all supported languages using Lingo.dev AI translation engine.
+            
+            **Original trigger**: ${{ github.event.head_commit.message }}
+            **Commit**: ${{ github.sha }}
+            **Workflow**: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+            
+            ## Type of Change
+            - [ ] Bug fix
+            - [ ] New feature  
+            - [ ] Breaking change
+            - [x] Documentation
+            - [ ] Other: ___________
+            
+            ## Testing
+            This PR includes automated translations for modified English documentation content:
+            - 🇪🇸 Spanish (es) translations
+            - 🇫🇷 French (fr) translations
+            - 🇨🇳 Chinese (zh) translations
+            - 🇯🇵 Japanese (ja) translations
+            - 🇩🇪 German (de) translations
+            
+            **What reviewers should focus on:**
+            - Verify translated content accuracy and context
+            - Check that all links and references work correctly in translated versions
+            - Ensure formatting, code blocks, and structure are preserved
+            - Validate that technical terms are appropriately translated
+            
+            ## Checklist
+            - [x] Code follows project style guidelines (automated translation)
+            - [x] Self-reviewed my changes (automated process)
+            - [ ] Tests added/updated and passing
+            - [x] No new warnings introduced
+            - [x] I confirm that I have read and agree to the terms outlined in the [Contributor License Agreement (CLA)](./CONTRIBUTING.md#contributor-license-agreement-cla)
+            
+            ## Screenshots/Videos
+            <!-- Translation changes are text-based - no visual changes expected -->
+            <!-- Reviewers should check the documentation site renders correctly for all languages -->
+          branch: auto-translate/staging-merge-${{ github.run_id }}
+          base: staging
+          labels: |
+            i18n
+
+  verify-translations:
+    needs: translate
+    runs-on: blacksmith-4vcpu-ubuntu-2404
+    if: always() # Run even if translation fails
+    
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          ref: staging
+
+      - name: Setup Bun
+        uses: oven-sh/setup-bun@v2
+        with:
+          bun-version: 1.3.3
+
+      - name: Cache Bun dependencies
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.bun/install/cache
+            node_modules
+            **/node_modules
+          key: ${{ runner.os }}-bun-${{ hashFiles('**/bun.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-bun-
+
+      - name: Install dependencies
+        run: |
+          cd apps/docs
+          bun install --frozen-lockfile
+
+      - name: Build documentation to verify translations
+        run: |
+          cd apps/docs
+          bun run build
+
+      - name: Report translation status
+        run: |
+          cd apps/docs
+          echo "## Translation Status Report" >> $GITHUB_STEP_SUMMARY
+          echo "**Triggered by merge to staging branch**" >> $GITHUB_STEP_SUMMARY
+          echo "" >> $GITHUB_STEP_SUMMARY
+          
+          en_count=$(find content/docs/en -name "*.mdx" | wc -l)
+          es_count=$(find content/docs/es -name "*.mdx" 2>/dev/null | wc -l || echo 0)
+          fr_count=$(find content/docs/fr -name "*.mdx" 2>/dev/null | wc -l || echo 0)
+          zh_count=$(find content/docs/zh -name "*.mdx" 2>/dev/null | wc -l || echo 0)
+          ja_count=$(find content/docs/ja -name "*.mdx" 2>/dev/null | wc -l || echo 0)
+          de_count=$(find content/docs/de -name "*.mdx" 2>/dev/null | wc -l || echo 0)
+          
+          es_percentage=$((es_count * 100 / en_count))
+          fr_percentage=$((fr_count * 100 / en_count))
+          zh_percentage=$((zh_count * 100 / en_count))
+          ja_percentage=$((ja_count * 100 / en_count))
+          de_percentage=$((de_count * 100 / en_count))
+          
+          echo "### Coverage Statistics" >> $GITHUB_STEP_SUMMARY
+          echo "- **🇬🇧 English**: $en_count files (source)" >> $GITHUB_STEP_SUMMARY
+          echo "- **🇪🇸 Spanish**: $es_count/$en_count files ($es_percentage%)" >> $GITHUB_STEP_SUMMARY
+          echo "- **🇫🇷 French**: $fr_count/$en_count files ($fr_percentage%)" >> $GITHUB_STEP_SUMMARY
+          echo "- **🇨🇳 Chinese**: $zh_count/$en_count files ($zh_percentage%)" >> $GITHUB_STEP_SUMMARY
+          echo "- **🇯🇵 Japanese**: $ja_count/$en_count files ($ja_percentage%)" >> $GITHUB_STEP_SUMMARY
+          echo "- **🇩🇪 German**: $de_count/$en_count files ($de_percentage%)" >> $GITHUB_STEP_SUMMARY
+          echo "" >> $GITHUB_STEP_SUMMARY
+          echo "🔄 **Auto-translation PR**: Check for new pull request with updated translations" >> $GITHUB_STEP_SUMMARY

.github/workflows/images.yml

@@ -0,0 +1,181 @@
+name: Build and Push Images
+
+on:
+  workflow_call:
+  workflow_dispatch:
+
+permissions:
+  contents: read
+  packages: write
+  id-token: write
+
+jobs:
+  build-amd64:
+    name: Build AMD64
+    runs-on: blacksmith-8vcpu-ubuntu-2404
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - dockerfile: ./docker/app.Dockerfile
+            ghcr_image: ghcr.io/simstudioai/simstudio
+            ecr_repo_secret: ECR_APP
+          - dockerfile: ./docker/db.Dockerfile
+            ghcr_image: ghcr.io/simstudioai/migrations
+            ecr_repo_secret: ECR_MIGRATIONS
+          - dockerfile: ./docker/realtime.Dockerfile
+            ghcr_image: ghcr.io/simstudioai/realtime
+            ecr_repo_secret: ECR_REALTIME
+    outputs:
+      registry: ${{ steps.login-ecr.outputs.registry }}
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Configure AWS credentials
+        uses: aws-actions/configure-aws-credentials@v4
+        with:
+          role-to-assume: ${{ github.ref == 'refs/heads/main' && secrets.AWS_ROLE_TO_ASSUME || secrets.STAGING_AWS_ROLE_TO_ASSUME }}
+          aws-region: ${{ github.ref == 'refs/heads/main' && secrets.AWS_REGION || secrets.STAGING_AWS_REGION }}
+
+      - name: Login to Amazon ECR
+        id: login-ecr
+        uses: aws-actions/amazon-ecr-login@v2
+
+      - name: Login to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Login to GHCR
+        if: github.ref == 'refs/heads/main'
+        uses: docker/login-action@v3
+        with:
+          registry: ghcr.io
+          username: ${{ github.repository_owner }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Set up Docker Buildx
+        uses: useblacksmith/setup-docker-builder@v1
+
+      - name: Generate tags
+        id: meta
+        run: |
+          ECR_REGISTRY="${{ steps.login-ecr.outputs.registry }}"
+          ECR_REPO="${{ secrets[matrix.ecr_repo_secret] }}"
+          GHCR_IMAGE="${{ matrix.ghcr_image }}"
+
+          # ECR tags (always build for ECR)
+          if [ "${{ github.ref }}" = "refs/heads/main" ]; then
+            ECR_TAG="latest"
+          else
+            ECR_TAG="staging"
+          fi
+          ECR_IMAGE="${ECR_REGISTRY}/${ECR_REPO}:${ECR_TAG}"
+
+          # Build tags list
+          TAGS="${ECR_IMAGE}"
+
+          # Add GHCR tags only for main branch
+          if [ "${{ github.ref }}" = "refs/heads/main" ]; then
+            GHCR_AMD64="${GHCR_IMAGE}:latest-amd64"
+            GHCR_SHA="${GHCR_IMAGE}:${{ github.sha }}-amd64"
+            TAGS="${TAGS},$GHCR_AMD64,$GHCR_SHA"
+          fi
+
+          echo "tags=${TAGS}" >> $GITHUB_OUTPUT
+
+      - name: Build and push images
+        uses: useblacksmith/build-push-action@v2
+        with:
+          context: .
+          file: ${{ matrix.dockerfile }}
+          platforms: linux/amd64
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}
+          provenance: false
+          sbom: false
+
+  build-ghcr-arm64:
+    name: Build ARM64 (GHCR Only)
+    runs-on: blacksmith-8vcpu-ubuntu-2404-arm
+    if: github.ref == 'refs/heads/main'
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - dockerfile: ./docker/app.Dockerfile
+            image: ghcr.io/simstudioai/simstudio
+          - dockerfile: ./docker/db.Dockerfile
+            image: ghcr.io/simstudioai/migrations
+          - dockerfile: ./docker/realtime.Dockerfile
+            image: ghcr.io/simstudioai/realtime
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Login to GHCR
+        uses: docker/login-action@v3
+        with:
+          registry: ghcr.io
+          username: ${{ github.repository_owner }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Set up Docker Buildx
+        uses: useblacksmith/setup-docker-builder@v1
+
+      - name: Generate ARM64 tags
+        id: meta
+        run: |
+          IMAGE="${{ matrix.image }}"
+          echo "tags=${IMAGE}:latest-arm64,${IMAGE}:${{ github.sha }}-arm64" >> $GITHUB_OUTPUT
+
+      - name: Build and push ARM64 to GHCR
+        uses: useblacksmith/build-push-action@v2
+        with:
+          context: .
+          file: ${{ matrix.dockerfile }}
+          platforms: linux/arm64
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}
+          provenance: false
+          sbom: false
+
+  create-ghcr-manifests:
+    name: Create GHCR Manifests
+    runs-on: blacksmith-8vcpu-ubuntu-2404
+    needs: [build-amd64, build-ghcr-arm64]
+    if: github.ref == 'refs/heads/main'
+    strategy:
+      matrix:
+        include:
+          - image: ghcr.io/simstudioai/simstudio
+          - image: ghcr.io/simstudioai/migrations
+          - image: ghcr.io/simstudioai/realtime
+
+    steps:
+      - name: Login to GHCR
+        uses: docker/login-action@v3
+        with:
+          registry: ghcr.io
+          username: ${{ github.repository_owner }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Create and push manifests
+        run: |
+          IMAGE_BASE="${{ matrix.image }}"
+
+          # Create latest manifest
+          docker manifest create "${IMAGE_BASE}:latest" \
+            "${IMAGE_BASE}:latest-amd64" \
+            "${IMAGE_BASE}:latest-arm64"
+          docker manifest push "${IMAGE_BASE}:latest"
+
+          # Create SHA manifest
+          docker manifest create "${IMAGE_BASE}:${{ github.sha }}" \
+            "${IMAGE_BASE}:${{ github.sha }}-amd64" \
+            "${IMAGE_BASE}:${{ github.sha }}-arm64"
+          docker manifest push "${IMAGE_BASE}:${{ github.sha }}"

.github/workflows/migrations.yml

@@ -0,0 +1,39 @@
+name: Database Migrations
+
+on:
+  workflow_call:
+  workflow_dispatch:
+
+jobs:
+  migrate:
+    name: Apply Database Migrations
+    runs-on: blacksmith-4vcpu-ubuntu-2404
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Setup Bun
+        uses: oven-sh/setup-bun@v2
+        with:
+          bun-version: 1.3.3
+
+      - name: Cache Bun dependencies
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.bun/install/cache
+            node_modules
+            **/node_modules
+          key: ${{ runner.os }}-bun-${{ hashFiles('**/bun.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-bun-
+
+      - name: Install dependencies
+        run: bun install --frozen-lockfile
+
+      - name: Apply migrations
+        working-directory: ./packages/db
+        env:
+          DATABASE_URL: ${{ github.ref == 'refs/heads/main' && secrets.DATABASE_URL || secrets.STAGING_DATABASE_URL }}
+        run: bunx drizzle-kit migrate --config=./drizzle.config.ts

.github/workflows/publish-cli.yml

@@ -1,93 +1,69 @@
-name: Publish Sim Studio CLI
+name: Publish CLI Package
 
 on:
   push:
-    branches:
-      - main
+    branches: [main]
     paths:
-      - 'packages/simstudio/**'
-      - '.github/workflows/publish-cli.yml'
+      - 'packages/cli/**'
 
 jobs:
-  publish:
-    runs-on: ubuntu-latest
-    permissions:
-      contents: write
-      packages: write
+  publish-npm:
+    runs-on: blacksmith-4vcpu-ubuntu-2404
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
 
-      - name: Setup Node.js
+      - name: Setup Bun
+        uses: oven-sh/setup-bun@v2
+        with:
+          bun-version: 1.3.3
+
+      - name: Setup Node.js for npm publishing
         uses: actions/setup-node@v4
         with:
-          node-version: '20'
-          registry-url: 'https://registry.npmjs.org'
-          cache: 'npm'
-          cache-dependency-path: 'packages/simstudio/package-lock.json'
+          node-version: '18'
+          registry-url: 'https://registry.npmjs.org/'
+
+      - name: Cache Bun dependencies
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.bun/install/cache
+            node_modules
+            **/node_modules
+          key: ${{ runner.os }}-bun-${{ hashFiles('**/bun.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-bun-
 
       - name: Install dependencies
-        working-directory: packages/simstudio
-        run: npm ci
+        working-directory: packages/cli
+        run: bun install --frozen-lockfile
 
       - name: Build package
-        working-directory: packages/simstudio
-        run: npm run build
+        working-directory: packages/cli
+        run: bun run build
 
-      - name: Get version
-        working-directory: packages/simstudio
-        id: get_version
+      - name: Get package version
+        id: package_version
+        working-directory: packages/cli
         run: echo "version=$(node -p "require('./package.json').version")" >> $GITHUB_OUTPUT
 
-      - name: Check version update
-        working-directory: packages/simstudio
+      - name: Check if version already exists
+        id: version_check
         run: |
-          if ! git diff ${{ github.event.before }} ${{ github.sha }} packages/simstudio/package.json | grep -q '"version":'; then
-            echo "::error::Version not updated in package.json"
-            exit 1
-          fi
-
-      - name: Run tests
-        working-directory: packages/simstudio
-        run: npm test
-
-      - name: Check for changes
-        working-directory: packages/simstudio
-        id: check_changes
-        run: |
-          if git diff --quiet ${{ github.event.before }} ${{ github.sha }} packages/simstudio/; then
-            echo "changes=false" >> $GITHUB_OUTPUT
+          if npm view simstudio@${{ steps.package_version.outputs.version }} version &> /dev/null; then
+            echo "exists=true" >> $GITHUB_OUTPUT
           else
-            echo "changes=true" >> $GITHUB_OUTPUT
+            echo "exists=false" >> $GITHUB_OUTPUT
           fi
 
       - name: Publish to npm
-        if: steps.check_changes.outputs.changes == 'true'
-        working-directory: packages/simstudio
-        run: |
-          if ! npm publish; then
-            echo "::error::Failed to publish package"
-            exit 1
-          fi
+        if: steps.version_check.outputs.exists == 'false'
+        working-directory: packages/cli
+        run: npm publish --access=public
         env:
           NODE_AUTH_TOKEN: ${{ secrets.NPM_TOKEN }}
 
-      - name: Create Git tag
-        if: steps.check_changes.outputs.changes == 'true'
-        run: |
-          git config --local user.email "github-actions[bot]@users.noreply.github.com"
-          git config --local user.name "github-actions[bot]"
-          git tag -a "v${{ steps.get_version.outputs.version }}" -m "Release v${{ steps.get_version.outputs.version }}"
-          git push origin "v${{ steps.get_version.outputs.version }}"
-
-      - name: Create GitHub Release
-        if: steps.check_changes.outputs.changes == 'true'
-        uses: softprops/action-gh-release@v1
-        with:
-          name: "v${{ steps.get_version.outputs.version }}"
-          tag_name: "v${{ steps.get_version.outputs.version }}"
-          generate_release_notes: true
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} 
+      - name: Log skipped publish
+        if: steps.version_check.outputs.exists == 'true'
+        run: echo "Skipped publishing because version ${{ steps.package_version.outputs.version }} already exists on npm" 

.github/workflows/publish-python-sdk.yml

@@ -0,0 +1,89 @@
+name: Publish Python SDK
+
+on:
+  push:
+    branches: [main]
+    paths:
+      - 'packages/python-sdk/**'
+
+jobs:
+  publish-pypi:
+    runs-on: blacksmith-4vcpu-ubuntu-2404
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.12'
+          cache: 'pip'
+
+      - name: Install build dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install build twine pytest requests tomli
+
+      - name: Run tests
+        working-directory: packages/python-sdk
+        run: |
+          PYTHONPATH=. pytest tests/ -v
+
+      - name: Get package version
+        id: package_version
+        working-directory: packages/python-sdk
+        run: echo "version=$(python -c "import tomli; print(tomli.load(open('pyproject.toml', 'rb'))['project']['version'])")" >> $GITHUB_OUTPUT
+
+      - name: Check if version already exists
+        id: version_check
+        run: |
+          if pip index versions simstudio-sdk | grep -q "${{ steps.package_version.outputs.version }}"; then
+            echo "exists=true" >> $GITHUB_OUTPUT
+          else
+            echo "exists=false" >> $GITHUB_OUTPUT
+          fi
+
+      - name: Build package
+        if: steps.version_check.outputs.exists == 'false'
+        working-directory: packages/python-sdk
+        run: python -m build
+
+      - name: Check package
+        if: steps.version_check.outputs.exists == 'false'
+        working-directory: packages/python-sdk
+        run: twine check dist/*
+
+      - name: Publish to PyPI
+        if: steps.version_check.outputs.exists == 'false'
+        working-directory: packages/python-sdk
+        env:
+          TWINE_USERNAME: __token__
+          TWINE_PASSWORD: ${{ secrets.PYPI_API_TOKEN }}
+        run: twine upload dist/*
+
+      - name: Log skipped publish
+        if: steps.version_check.outputs.exists == 'true'
+        run: echo "Skipped publishing because version ${{ steps.package_version.outputs.version }} already exists on PyPI"
+
+      - name: Create GitHub Release
+        if: steps.version_check.outputs.exists == 'false'
+        uses: softprops/action-gh-release@v1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          tag_name: python-sdk-v${{ steps.package_version.outputs.version }}
+          name: Python SDK v${{ steps.package_version.outputs.version }}
+          body: |
+            ## Python SDK v${{ steps.package_version.outputs.version }}
+            
+            Published simstudio-sdk==${{ steps.package_version.outputs.version }} to PyPI.
+            
+            ### Installation
+            ```bash
+            pip install simstudio-sdk==${{ steps.package_version.outputs.version }}
+            ```
+            
+            ### Documentation
+            See the [README](https://github.com/simstudioai/sim/tree/main/packages/python-sdk) or the [docs](https://docs.sim.ai/sdks/python) for more information.
+          draft: false
+          prerelease: false 

.github/workflows/publish-ts-sdk.yml

@@ -0,0 +1,95 @@
+name: Publish TypeScript SDK
+
+on:
+  push:
+    branches: [main]
+    paths:
+      - 'packages/ts-sdk/**'
+
+jobs:
+  publish-npm:
+    runs-on: blacksmith-4vcpu-ubuntu-2404
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Setup Bun
+        uses: oven-sh/setup-bun@v2
+        with:
+          bun-version: 1.3.3
+
+      - name: Setup Node.js for npm publishing
+        uses: actions/setup-node@v4
+        with:
+          node-version: '22'
+          registry-url: 'https://registry.npmjs.org/'
+
+      - name: Cache Bun dependencies
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.bun/install/cache
+            node_modules
+            **/node_modules
+          key: ${{ runner.os }}-bun-${{ hashFiles('**/bun.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-bun-
+
+      - name: Install dependencies
+        run: bun install --frozen-lockfile
+
+      - name: Run tests
+        working-directory: packages/ts-sdk
+        run: bun run test
+
+      - name: Build package
+        working-directory: packages/ts-sdk
+        run: bun run build
+
+      - name: Get package version
+        id: package_version
+        working-directory: packages/ts-sdk
+        run: echo "version=$(node -p "require('./package.json').version")" >> $GITHUB_OUTPUT
+
+      - name: Check if version already exists
+        id: version_check
+        run: |
+          if npm view simstudio-ts-sdk@${{ steps.package_version.outputs.version }} version &> /dev/null; then
+            echo "exists=true" >> $GITHUB_OUTPUT
+          else
+            echo "exists=false" >> $GITHUB_OUTPUT
+          fi
+
+      - name: Publish to npm
+        if: steps.version_check.outputs.exists == 'false'
+        working-directory: packages/ts-sdk
+        run: npm publish --access=public
+        env:
+          NODE_AUTH_TOKEN: ${{ secrets.NPM_TOKEN }}
+
+      - name: Log skipped publish
+        if: steps.version_check.outputs.exists == 'true'
+        run: echo "Skipped publishing because version ${{ steps.package_version.outputs.version }} already exists on npm"
+
+      - name: Create GitHub Release
+        if: steps.version_check.outputs.exists == 'false'
+        uses: softprops/action-gh-release@v1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          tag_name: typescript-sdk-v${{ steps.package_version.outputs.version }}
+          name: TypeScript SDK v${{ steps.package_version.outputs.version }}
+          body: |
+            ## TypeScript SDK v${{ steps.package_version.outputs.version }}
+            
+            Published simstudio-ts-sdk@${{ steps.package_version.outputs.version }} to npm.
+            
+            ### Installation
+            ```bash
+            npm install simstudio-ts-sdk@${{ steps.package_version.outputs.version }}
+            ```
+            
+            ### Documentation
+            See the [README](https://github.com/simstudioai/sim/tree/main/packages/ts-sdk) or the [docs](https://docs.sim.ai/sdks/typescript) for more information.
+          draft: false
+          prerelease: false 

.github/workflows/test-build.yml

@@ -0,0 +1,82 @@
+name: Test and Build
+
+on:
+  workflow_call:
+  workflow_dispatch:
+
+jobs:
+  test-build:
+    name: Test and Build
+    runs-on: blacksmith-4vcpu-ubuntu-2404
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Setup Bun
+        uses: oven-sh/setup-bun@v2
+        with:
+          bun-version: 1.3.3
+
+      - name: Setup Node
+        uses: actions/setup-node@v4
+        with:
+          node-version: latest
+
+      - name: Mount Bun cache (Sticky Disk)
+        uses: useblacksmith/stickydisk@v1
+        with:
+          key: ${{ github.repository }}-bun-cache
+          path: ~/.bun/install/cache
+
+      - name: Mount node_modules (Sticky Disk)
+        uses: useblacksmith/stickydisk@v1
+        with:
+          key: ${{ github.repository }}-node-modules
+          path: ./node_modules
+
+      - name: Install dependencies
+        run: bun install --frozen-lockfile
+
+      - name: Lint code
+        run: bun run lint:check
+
+      - name: Run tests with coverage
+        env:
+          NODE_OPTIONS: '--no-warnings'
+          NEXT_PUBLIC_APP_URL: 'https://www.sim.ai'
+          DATABASE_URL: 'postgresql://postgres:postgres@localhost:5432/simstudio'
+          ENCRYPTION_KEY: '7cf672e460e430c1fba707575c2b0e2ad5a99dddf9b7b7e3b5646e630861db1c' # dummy key for CI only
+        run: bun run test
+
+      - name: Check schema and migrations are in sync
+        working-directory: packages/db
+        run: |
+          bunx drizzle-kit generate --config=./drizzle.config.ts
+          if [ -n "$(git status --porcelain ./migrations)" ]; then
+            echo "❌ Schema and migrations are out of sync!"
+            echo "Run 'cd packages/db && bunx drizzle-kit generate' and commit the new migrations."
+            git status --porcelain ./migrations
+            git diff ./migrations
+            exit 1
+          fi
+          echo "✅ Schema and migrations are in sync"
+
+      - name: Build application
+        env:
+          NODE_OPTIONS: '--no-warnings'
+          NEXT_PUBLIC_APP_URL: 'https://www.sim.ai'
+          DATABASE_URL: 'postgresql://postgres:postgres@localhost:5432/simstudio'
+          STRIPE_SECRET_KEY: 'dummy_key_for_ci_only'
+          STRIPE_WEBHOOK_SECRET: 'dummy_secret_for_ci_only'
+          RESEND_API_KEY: 'dummy_key_for_ci_only'
+          AWS_REGION: 'us-west-2'
+          ENCRYPTION_KEY: '7cf672e460e430c1fba707575c2b0e2ad5a99dddf9b7b7e3b5646e630861db1c' # dummy key for CI only
+        run: bun run build
+
+      - name: Upload coverage to Codecov
+        uses: codecov/codecov-action@v5
+        with:
+          directory: ./apps/sim/coverage
+          fail_ci_if_error: false
+          verbose: true

.gitignore

@@ -1,28 +1,23 @@
 # See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
 
 # dependencies
-*/node_modules
-docs/node_modules
+/node_modules
+/apps/**/node_modules
 /packages/**/node_modules
-/.pnp
-.pnp.*
-.yarn/*
-!.yarn/patches
-!.yarn/plugins
-!.yarn/releases
-!.yarn/versions
+/scripts/node_modules
+
+# bun specific
+bun-debug.log*
 
 # testing
 /coverage
+/apps/**/coverage
 
 # next.js
 /.next/
-sim/.next/
-sim/out/
-sim/build
-docs/.next/
-docs/out/
-docs/build
+/apps/**/out/
+/apps/**/.next/
+/apps/**/build
 
 # production
 /build
@@ -35,12 +30,6 @@ sim-standalone.tar.gz
 .DS_Store
 *.pem
 
-# debug
-npm-debug.log*
-yarn-debug.log*
-yarn-error.log*
-.pnpm-debug.log*
-
 # env files
 .env
 *.env
@@ -57,20 +46,30 @@ yarn-error.log*
 next-env.d.ts
 
 # cursorrules
-.cursorrules
+# .cursorrules
 
 # docs
-docs/.source
-docs/.contentlayer
-docs/.content-collections
+/apps/docs/.source
+/apps/docs/.contentlayer
+/apps/docs/.content-collections
 
 # database instantiation
 **/postgres_data/
 
-# file uploads
-uploads/
-
 # collector configuration
 collector-config.yaml
 docker-compose.collector.yml
 start-collector.sh
+
+# Turborepo
+.turbo
+
+# VSCode
+.vscode
+
+# IntelliJ
+.idea
+
+## Helm Chart Tests
+helm/sim/test
+i18n.cache

.husky/pre-commit

@@ -1 +1 @@
-cd sim && npx lint-staged 
+bunx lint-staged

.npmrc

@@ -0,0 +1 @@
+ignore-scripts=true

CLAUDE.md

@@ -0,0 +1,295 @@
+# Sim Studio Development Guidelines
+
+You are a professional software engineer. All code must follow best practices: accurate, readable, clean, and efficient.
+
+## Global Standards
+
+- **Logging**: Import `createLogger` from `@sim/logger`. Use `logger.info`, `logger.warn`, `logger.error` instead of `console.log`
+- **Comments**: Use TSDoc for documentation. No `====` separators. No non-TSDoc comments
+- **Styling**: Never update global styles. Keep all styling local to components
+- **Package Manager**: Use `bun` and `bunx`, not `npm` and `npx`
+
+## Architecture
+
+### Core Principles
+1. Single Responsibility: Each component, hook, store has one clear purpose
+2. Composition Over Complexity: Break down complex logic into smaller pieces
+3. Type Safety First: TypeScript interfaces for all props, state, return types
+4. Predictable State: Zustand for global state, useState for UI-only concerns
+
+### Root Structure
+```
+apps/sim/
+├── app/           # Next.js app router (pages, API routes)
+├── blocks/        # Block definitions and registry
+├── components/    # Shared UI (emcn/, ui/)
+├── executor/      # Workflow execution engine
+├── hooks/         # Shared hooks (queries/, selectors/)
+├── lib/           # App-wide utilities
+├── providers/     # LLM provider integrations
+├── stores/        # Zustand stores
+├── tools/         # Tool definitions
+└── triggers/      # Trigger definitions
+```
+
+### Naming Conventions
+- Components: PascalCase (`WorkflowList`)
+- Hooks: `use` prefix (`useWorkflowOperations`)
+- Files: kebab-case (`workflow-list.tsx`)
+- Stores: `stores/feature/store.ts`
+- Constants: SCREAMING_SNAKE_CASE
+- Interfaces: PascalCase with suffix (`WorkflowListProps`)
+
+## Imports
+
+**Always use absolute imports.** Never use relative imports.
+
+```typescript
+// ✓ Good
+import { useWorkflowStore } from '@/stores/workflows/store'
+
+// ✗ Bad
+import { useWorkflowStore } from '../../../stores/workflows/store'
+```
+
+Use barrel exports (`index.ts`) when a folder has 3+ exports. Do not re-export from non-barrel files; import directly from the source.
+
+### Import Order
+1. React/core libraries
+2. External libraries
+3. UI components (`@/components/emcn`, `@/components/ui`)
+4. Utilities (`@/lib/...`)
+5. Stores (`@/stores/...`)
+6. Feature imports
+7. CSS imports
+
+Use `import type { X }` for type-only imports.
+
+## TypeScript
+
+1. No `any` - Use proper types or `unknown` with type guards
+2. Always define props interface for components
+3. `as const` for constant objects/arrays
+4. Explicit ref types: `useRef<HTMLDivElement>(null)`
+
+## Components
+
+```typescript
+'use client' // Only if using hooks
+
+const CONFIG = { SPACING: 8 } as const
+
+interface ComponentProps {
+  requiredProp: string
+  optionalProp?: boolean
+}
+
+export function Component({ requiredProp, optionalProp = false }: ComponentProps) {
+  // Order: refs → external hooks → store hooks → custom hooks → state → useMemo → useCallback → useEffect → return
+}
+```
+
+Extract when: 50+ lines, used in 2+ files, or has own state/logic. Keep inline when: < 10 lines, single use, purely presentational.
+
+## Hooks
+
+```typescript
+interface UseFeatureProps { id: string }
+
+export function useFeature({ id }: UseFeatureProps) {
+  const idRef = useRef(id)
+  const [data, setData] = useState<Data | null>(null)
+  
+  useEffect(() => { idRef.current = id }, [id])
+  
+  const fetchData = useCallback(async () => { ... }, []) // Empty deps when using refs
+  
+  return { data, fetchData }
+}
+```
+
+## Zustand Stores
+
+Stores live in `stores/`. Complex stores split into `store.ts` + `types.ts`.
+
+```typescript
+import { create } from 'zustand'
+import { devtools } from 'zustand/middleware'
+
+const initialState = { items: [] as Item[] }
+
+export const useFeatureStore = create<FeatureState>()(
+  devtools(
+    (set, get) => ({
+      ...initialState,
+      setItems: (items) => set({ items }),
+      reset: () => set(initialState),
+    }),
+    { name: 'feature-store' }
+  )
+)
+```
+
+Use `devtools` middleware. Use `persist` only when data should survive reload with `partialize` to persist only necessary state.
+
+## React Query
+
+All React Query hooks live in `hooks/queries/`.
+
+```typescript
+export const entityKeys = {
+  all: ['entity'] as const,
+  list: (workspaceId?: string) => [...entityKeys.all, 'list', workspaceId ?? ''] as const,
+}
+
+export function useEntityList(workspaceId?: string) {
+  return useQuery({
+    queryKey: entityKeys.list(workspaceId),
+    queryFn: () => fetchEntities(workspaceId as string),
+    enabled: Boolean(workspaceId),
+    staleTime: 60 * 1000,
+    placeholderData: keepPreviousData,
+  })
+}
+```
+
+## Styling
+
+Use Tailwind only, no inline styles. Use `cn()` from `@/lib/utils` for conditional classes.
+
+```typescript
+<div className={cn('base-classes', isActive && 'active-classes')} />
+```
+
+## EMCN Components
+
+Import from `@/components/emcn`, never from subpaths (except CSS files). Use CVA when 2+ variants exist.
+
+## Testing
+
+Use Vitest. Test files: `feature.ts` → `feature.test.ts`
+
+```typescript
+/**
+ * @vitest-environment node
+ */
+
+// Mocks BEFORE imports
+vi.mock('@sim/db', () => ({ db: { select: vi.fn() } }))
+
+// Imports AFTER mocks
+import { describe, expect, it, vi } from 'vitest'
+import { createSession, loggerMock } from '@sim/testing'
+
+describe('feature', () => {
+  beforeEach(() => vi.clearAllMocks())
+  it.concurrent('runs in parallel', () => { ... })
+})
+```
+
+Use `@sim/testing` factories over manual test data.
+
+## Utils Rules
+
+- Never create `utils.ts` for single consumer - inline it
+- Create `utils.ts` when 2+ files need the same helper
+- Check existing sources in `lib/` before duplicating
+
+## Adding Integrations
+
+New integrations require: **Tools** → **Block** → **Icon** → (optional) **Trigger**
+
+Always look up the service's API docs first.
+
+### 1. Tools (`tools/{service}/`)
+
+```
+tools/{service}/
+├── index.ts      # Barrel export
+├── types.ts      # Params/response types
+└── {action}.ts   # Tool implementation
+```
+
+**Tool structure:**
+```typescript
+export const serviceTool: ToolConfig<Params, Response> = {
+  id: 'service_action',
+  name: 'Service Action',
+  description: '...',
+  version: '1.0.0',
+  oauth: { required: true, provider: 'service' },
+  params: { /* ... */ },
+  request: { url: '/api/tools/service/action', method: 'POST', ... },
+  transformResponse: async (response) => { /* ... */ },
+  outputs: { /* ... */ },
+}
+```
+
+Register in `tools/registry.ts`.
+
+### 2. Block (`blocks/blocks/{service}.ts`)
+
+```typescript
+export const ServiceBlock: BlockConfig = {
+  type: 'service',
+  name: 'Service',
+  description: '...',
+  category: 'tools',
+  bgColor: '#hexcolor',
+  icon: ServiceIcon,
+  subBlocks: [ /* see SubBlock Properties */ ],
+  tools: { access: ['service_action'], config: { tool: (p) => `service_${p.operation}` } },
+  inputs: { /* ... */ },
+  outputs: { /* ... */ },
+}
+```
+
+Register in `blocks/registry.ts` (alphabetically).
+
+**SubBlock Properties:**
+```typescript
+{
+  id: 'field', title: 'Label', type: 'short-input', placeholder: '...',
+  required: true,                    // or condition object
+  condition: { field: 'op', value: 'send' },  // show/hide
+  dependsOn: ['credential'],         // clear when dep changes
+  mode: 'basic',                     // 'basic' | 'advanced' | 'both' | 'trigger'
+}
+```
+
+**condition examples:**
+- `{ field: 'op', value: 'send' }` - show when op === 'send'
+- `{ field: 'op', value: ['a','b'] }` - show when op is 'a' OR 'b'
+- `{ field: 'op', value: 'x', not: true }` - show when op !== 'x'
+- `{ field: 'op', value: 'x', not: true, and: { field: 'type', value: 'dm', not: true } }` - complex
+
+**dependsOn:** `['field']` or `{ all: ['a'], any: ['b', 'c'] }`
+
+### 3. Icon (`components/icons.tsx`)
+
+```typescript
+export function ServiceIcon(props: SVGProps<SVGSVGElement>) {
+  return <svg {...props}>/* SVG from brand assets */</svg>
+}
+```
+
+### 4. Trigger (`triggers/{service}/`) - Optional
+
+```
+triggers/{service}/
+├── index.ts      # Barrel export
+├── webhook.ts    # Webhook handler
+└── {event}.ts    # Event-specific handlers
+```
+
+Register in `triggers/registry.ts`.
+
+### Integration Checklist
+
+- [ ] Look up API docs
+- [ ] Create `tools/{service}/` with types and tools
+- [ ] Register tools in `tools/registry.ts`
+- [ ] Add icon to `components/icons.tsx`
+- [ ] Create block in `blocks/blocks/{service}.ts`
+- [ ] Register block in `blocks/registry.ts`
+- [ ] (Optional) Create and register triggers

Dockerfile

@@ -1,27 +0,0 @@
-FROM node:20-alpine
-
-# Set working directory
-WORKDIR /app
-
-# Set Node.js memory limit
-ENV NODE_OPTIONS="--max-old-space-size=4096"
-
-# Copy package files
-COPY sim/package*.json ./
-
-# Install dependencies
-RUN npm install
-
-# Copy the rest of the application
-COPY sim/ ./
-
-# Generate database schema
-RUN npx drizzle-kit generate
-
-# Build the application
-RUN npm run build
-
-EXPOSE 3000
-
-# Run migrations and start the app
-CMD npx drizzle-kit push && npm run start

LICENSE

@@ -187,7 +187,7 @@
       same "printed page" as the copyright notice for easier
       identification within third-party archives.
 
-   Copyright 2025 Sim Studio, Inc.
+   Copyright 2026 Sim Studio, Inc.
 
    Licensed under the Apache License, Version 2.0 (the "License");
    you may not use this file except in compliance with the License.

NOTICE

@@ -1,4 +1,4 @@
 Sim Studio
-Copyright 2025 Sim Studio
+Copyright 2026 Sim Studio
 
-This product includes software developed for the Sim Studio project. 
+This product includes software developed for the Sim project. 

README.md

@@ -1,143 +1,281 @@
 <p align="center">
-  <img src="sim/public/static/sim.png" alt="Sim Studio Logo" width="500"/>
+  <a href="https://sim.ai" target="_blank" rel="noopener noreferrer">
+    <img src="apps/sim/public/logo/reverse/text/large.png" alt="Sim Logo" width="500"/>
+  </a>
 </p>
 
-<p align="center">
-  <a href="https://www.apache.org/licenses/LICENSE-2.0"><img src="https://img.shields.io/badge/License-Apache%202.0-blue.svg" alt="License: Apache-2.0"></a>
-  <a href="https://discord.gg/Hr4UWYEcTT"><img src="https://img.shields.io/badge/Discord-Join%20Server-7289DA?logo=discord&logoColor=white" alt="Discord"></a>
-  <a href="https://x.com/simstudioai"><img src="https://img.shields.io/twitter/follow/simstudioai?style=social" alt="Twitter"></a>
-  <a href="https://github.com/simstudioai/sim/pulls"><img src="https://img.shields.io/badge/PRs-welcome-brightgreen.svg" alt="PRs welcome"></a>
-  <a href="https://docs.simstudio.ai"><img src="https://img.shields.io/badge/Docs-visit%20documentation-blue.svg" alt="Documentation"></a>
-</p>
+<p align="center">Build and deploy AI agent workflows in minutes.</p>
 
 <p align="center">
-  <strong>Sim Studio</strong> is a lightweight, user-friendly platform for building AI agent workflows.
+  <a href="https://sim.ai" target="_blank" rel="noopener noreferrer"><img src="https://img.shields.io/badge/sim.ai-6F3DFA" alt="Sim.ai"></a>
+  <a href="https://discord.gg/Hr4UWYEcTT" target="_blank" rel="noopener noreferrer"><img src="https://img.shields.io/badge/Discord-Join%20Server-5865F2?logo=discord&logoColor=white" alt="Discord"></a>
+  <a href="https://x.com/simdotai" target="_blank" rel="noopener noreferrer"><img src="https://img.shields.io/twitter/follow/simstudioai?style=social" alt="Twitter"></a>
+  <a href="https://docs.sim.ai" target="_blank" rel="noopener noreferrer"><img src="https://img.shields.io/badge/Docs-6F3DFA.svg" alt="Documentation"></a>
 </p>
 
-## Getting Started
+### Build Workflows with Ease
+Design agent workflows visually on a canvas—connect agents, tools, and blocks, then run them instantly.
 
-### Run on [Sim Studio Cloud](https://simstudio.ai)
+<p align="center">
+  <img src="apps/sim/public/static/workflow.gif" alt="Workflow Builder Demo" width="800"/>
+</p>
 
-The fastest way to get started is to use our [cloud-hosted version](https://simstudio.ai) - no setup required!
+### Supercharge with Copilot
+Leverage Copilot to generate nodes, fix errors, and iterate on flows directly from natural language.
 
-### Self-host Sim Studio
+<p align="center">
+  <img src="apps/sim/public/static/copilot.gif" alt="Copilot Demo" width="800"/>
+</p>
 
-If you prefer to self-host, there are several options available:
+### Integrate Vector Databases
+Upload documents to a vector store and let agents answer questions grounded in your specific content.
 
-### Option 1: Using CLI (Recommended)
+<p align="center">
+  <img src="apps/sim/public/static/knowledge.gif" alt="Knowledge Uploads and Retrieval Demo" width="800"/>
+</p>
 
-The easiest way to self-host:
+## Quickstart
+
+### Cloud-hosted: [sim.ai](https://sim.ai)
+
+<a href="https://sim.ai" target="_blank" rel="noopener noreferrer"><img src="https://img.shields.io/badge/sim.ai-6F3DFA?logo=data:image/svg%2bxml;base64,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&logoColor=white" alt="Sim.ai"></a>
+
+### Self-hosted: NPM Package
 
 ```bash
 npx simstudio
-# This will set up and run Sim Studio locally with minimal configuration
 ```
+→ http://localhost:3000
 
-### Option 2: Using Docker Compose
+#### Note
+Docker must be installed and running on your machine.
+
+#### Options
+
+| Flag | Description |
+|------|-------------|
+| `-p, --port <port>` | Port to run Sim on (default `3000`) |
+| `--no-pull` | Skip pulling latest Docker images |
+
+### Self-hosted: Docker Compose
 
 ```bash
 # Clone the repository
 git clone https://github.com/simstudioai/sim.git
+
+# Navigate to the project directory
 cd sim
 
-# Create environment file (update BETTER_AUTH_SECRET and ENCRYPTION_KEY with secure random values)
-cp sim/.env.example sim/.env
-
-# Start with Docker Compose
-docker compose up -d --build
+# Start Sim
+docker compose -f docker-compose.prod.yml up -d
 ```
 
-Once running, access the application at [http://localhost:3000/w/](http://localhost:3000/w/)
+Access the application at [http://localhost:3000/](http://localhost:3000/)
 
-## Working with Local Models
+#### Using Local Models with Ollama
 
-Sim Studio supports integration with local LLM models:
+Run Sim with local AI models using [Ollama](https://ollama.ai) - no external APIs required:
 
 ```bash
-# Pull local models
-./sim/scripts/ollama_docker.sh pull <model_name>
+# Start with GPU support (automatically downloads gemma3:4b model)
+docker compose -f docker-compose.ollama.yml --profile setup up -d
 
-# Start with local model support
-./start_simstudio_docker.sh --local
-
-# For systems with NVIDIA GPU
-docker compose up --profile local-gpu -d --build
-
-# For CPU-only systems
-docker compose up --profile local-cpu -d --build
+# For CPU-only systems:
+docker compose -f docker-compose.ollama.yml --profile cpu --profile setup up -d
 ```
 
-### Connecting to Existing Ollama Instance
+Wait for the model to download, then visit [http://localhost:3000](http://localhost:3000). Add more models with:
+```bash
+docker compose -f docker-compose.ollama.yml exec ollama ollama pull llama3.1:8b
+```
 
-If you already have Ollama running locally:
+#### Using an External Ollama Instance
+
+If you already have Ollama running on your host machine (outside Docker), you need to configure the `OLLAMA_URL` to use `host.docker.internal` instead of `localhost`:
 
 ```bash
-# Using host networking (simplest)
-docker compose up --profile local-cpu -d --build --network=host
+# Docker Desktop (macOS/Windows)
+OLLAMA_URL=http://host.docker.internal:11434 docker compose -f docker-compose.prod.yml up -d
+
+# Linux (add extra_hosts or use host IP)
+docker compose -f docker-compose.prod.yml up -d  # Then set OLLAMA_URL to your host's IP
 ```
 
-Or add this to your docker-compose.yml:
+**Why?** When running inside Docker, `localhost` refers to the container itself, not your host machine. `host.docker.internal` is a special DNS name that resolves to the host.
 
-```yaml
-services:
-  simstudio:
-    # ... existing configuration ...
-    extra_hosts:
-      - "host.docker.internal:host-gateway"
-    environment:
-      - OLLAMA_HOST=http://host.docker.internal:11434
-```
+For Linux users, you can either:
+- Use your host machine's actual IP address (e.g., `http://192.168.1.100:11434`)
+- Add `extra_hosts: ["host.docker.internal:host-gateway"]` to the simstudio service in your compose file
 
-## Development Setup
+#### Using vLLM
 
-### Prerequisites
-- Node.js 20+
-- Docker (recommended)
-- PostgreSQL (if not using Docker)
+Sim also supports [vLLM](https://docs.vllm.ai/) for self-hosted models with OpenAI-compatible API:
 
-### Required Environment Variables
-
-For local development, create a `.env` file with these minimum variables:
-
-```env
-DATABASE_URL=postgresql://postgres:postgres@db:5432/simstudio
-BETTER_AUTH_SECRET=<generate_a_secure_random_value>
-ENCRYPTION_KEY=<generate_a_secure_random_value>
-```
-
-⚠️ **Note:** Without `RESEND_API_KEY`, verification codes will be logged to the console for local testing.
-
-### Dev Container Option
-1. Open in VS Code with the Remote-Containers extension
-2. Click "Reopen in Container" when prompted
-3. Run `npm run dev` or use the `sim-start` alias
-
-### Manual Setup
 ```bash
-cd sim/sim
-npm install
-cp .env.example .env
-npx drizzle-kit push
-npm run dev
+# Set these environment variables
+VLLM_BASE_URL=http://your-vllm-server:8000
+VLLM_API_KEY=your_optional_api_key  # Only if your vLLM instance requires auth
 ```
 
+When running with Docker, use `host.docker.internal` if vLLM is on your host machine (same as Ollama above).
+
+### Self-hosted: Dev Containers
+
+1. Open VS Code with the [Remote - Containers extension](https://marketplace.visualstudio.com/items?itemName=ms-vscode-remote.remote-containers)
+2. Open the project and click "Reopen in Container" when prompted
+3. Run `bun run dev:full` in the terminal or use the `sim-start` alias
+   - This starts both the main application and the realtime socket server
+
+### Self-hosted: Manual Setup
+
+**Requirements:**
+- [Bun](https://bun.sh/) runtime
+- [Node.js](https://nodejs.org/) v20+ (required for sandboxed code execution)
+- PostgreSQL 12+ with [pgvector extension](https://github.com/pgvector/pgvector) (required for AI embeddings)
+
+**Note:** Sim uses vector embeddings for AI features like knowledge bases and semantic search, which requires the `pgvector` PostgreSQL extension.
+
+1. Clone and install dependencies:
+
+```bash
+git clone https://github.com/simstudioai/sim.git
+cd sim
+bun install
+```
+
+2. Set up PostgreSQL with pgvector:
+
+You need PostgreSQL with the `vector` extension for embedding support. Choose one option:
+
+**Option A: Using Docker (Recommended)**
+```bash
+# Start PostgreSQL with pgvector extension
+docker run --name simstudio-db \
+  -e POSTGRES_PASSWORD=your_password \
+  -e POSTGRES_DB=simstudio \
+  -p 5432:5432 -d \
+  pgvector/pgvector:pg17
+```
+
+**Option B: Manual Installation**
+- Install PostgreSQL 12+ and the pgvector extension
+- See [pgvector installation guide](https://github.com/pgvector/pgvector#installation)
+
+3. Set up environment:
+
+```bash
+cd apps/sim
+cp .env.example .env  # Configure with required variables (DATABASE_URL, BETTER_AUTH_SECRET, BETTER_AUTH_URL)
+```
+
+Update your `.env` file with the database URL:
+```bash
+DATABASE_URL="postgresql://postgres:your_password@localhost:5432/simstudio"
+```
+
+4. Set up the database:
+
+First, configure the database package environment:
+```bash
+cd packages/db
+cp .env.example .env 
+```
+
+Update your `packages/db/.env` file with the database URL:
+```bash
+DATABASE_URL="postgresql://postgres:your_password@localhost:5432/simstudio"
+```
+
+Then run the migrations:
+```bash
+cd packages/db # Required so drizzle picks correct .env file
+bunx drizzle-kit migrate --config=./drizzle.config.ts
+```
+
+5. Start the development servers:
+
+**Recommended approach - run both servers together (from project root):**
+
+```bash
+bun run dev:full
+```
+
+This starts both the main Next.js application and the realtime socket server required for full functionality.
+
+**Alternative - run servers separately:**
+
+Next.js app (from project root):
+```bash
+bun run dev
+```
+
+Realtime socket server (from `apps/sim` directory in a separate terminal):
+```bash
+cd apps/sim
+bun run dev:sockets
+```
+
+## Copilot API Keys
+
+Copilot is a Sim-managed service. To use Copilot on a self-hosted instance:
+
+- Go to https://sim.ai → Settings → Copilot and generate a Copilot API key
+- Set `COPILOT_API_KEY` environment variable in your self-hosted apps/sim/.env file to that value
+
+## Environment Variables
+
+Key environment variables for self-hosted deployments (see `apps/sim/.env.example` for full list):
+
+| Variable | Required | Description |
+|----------|----------|-------------|
+| `DATABASE_URL` | Yes | PostgreSQL connection string with pgvector |
+| `BETTER_AUTH_SECRET` | Yes | Auth secret (`openssl rand -hex 32`) |
+| `BETTER_AUTH_URL` | Yes | Your app URL (e.g., `http://localhost:3000`) |
+| `NEXT_PUBLIC_APP_URL` | Yes | Public app URL (same as above) |
+| `ENCRYPTION_KEY` | Yes | Encryption key (`openssl rand -hex 32`) |
+| `OLLAMA_URL` | No | Ollama server URL (default: `http://localhost:11434`) |
+| `VLLM_BASE_URL` | No | vLLM server URL for self-hosted models |
+| `COPILOT_API_KEY` | No | API key from sim.ai for Copilot features |
+
 ## Troubleshooting
 
-Common issues and solutions:
+### Ollama models not showing in dropdown (Docker)
 
-- **Authentication problems**: Check console logs for verification codes if `RESEND_API_KEY` is not set
-- **Database connection errors**: Verify PostgreSQL is running and credentials are correct
-- **Port conflicts**: Check if port 3000 is already in use by another application
+If you're running Ollama on your host machine and Sim in Docker, change `OLLAMA_URL` from `localhost` to `host.docker.internal`:
+
+```bash
+OLLAMA_URL=http://host.docker.internal:11434 docker compose -f docker-compose.prod.yml up -d
+```
+
+See [Using an External Ollama Instance](#using-an-external-ollama-instance) for details.
+
+### Database connection issues
+
+Ensure PostgreSQL has the pgvector extension installed. When using Docker, wait for the database to be healthy before running migrations.
+
+### Port conflicts
+
+If ports 3000, 3002, or 5432 are in use, configure alternatives:
+
+```bash
+# Custom ports
+NEXT_PUBLIC_APP_URL=http://localhost:3100 POSTGRES_PORT=5433 docker compose up -d
+```
 
 ## Tech Stack
 
 - **Framework**: [Next.js](https://nextjs.org/) (App Router)
+- **Runtime**: [Bun](https://bun.sh/)
 - **Database**: PostgreSQL with [Drizzle ORM](https://orm.drizzle.team)
 - **Authentication**: [Better Auth](https://better-auth.com)
 - **UI**: [Shadcn](https://ui.shadcn.com/), [Tailwind CSS](https://tailwindcss.com)
 - **State Management**: [Zustand](https://zustand-demo.pmnd.rs/)
 - **Flow Editor**: [ReactFlow](https://reactflow.dev/)
 - **Docs**: [Fumadocs](https://fumadocs.vercel.app/)
+- **Monorepo**: [Turborepo](https://turborepo.org/)
+- **Realtime**: [Socket.io](https://socket.io/)
+- **Background Jobs**: [Trigger.dev](https://trigger.dev/)
+- **Remote Code Execution**: [E2B](https://www.e2b.dev/)
 
 ## Contributing
 
@@ -147,4 +285,4 @@ We welcome contributions! Please see our [Contributing Guide](.github/CONTRIBUTI
 
 This project is licensed under the Apache License 2.0 - see the [LICENSE](LICENSE) file for details.
 
-<p align="center">Made with ❤️ by the Sim Studio Team</p>
+<p align="center">Made with ❤️ by the Sim Team</p>

apps/docs/.gitignore

@@ -0,0 +1,39 @@
+# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
+
+# dependencies
+/node_modules
+
+# bun specific
+.bun
+bun.lockb
+bun-debug.log*
+
+# testing
+/coverage
+
+# next.js
+/.next/
+/out/
+/build
+
+# misc
+.DS_Store
+*.pem
+
+# env files
+.env
+*.env
+.env.local
+.env.development
+.env.test
+.env.production
+
+# vercel
+.vercel
+
+# typescript
+*.tsbuildinfo
+next-env.d.ts
+
+# Fumadocs
+/.source/ 

apps/docs/README.md

@@ -0,0 +1,23 @@
+# docs
+
+This is a Next.js application generated with
+[Create Fumadocs](https://github.com/fuma-nama/fumadocs).
+
+Run development server:
+
+```bash
+bun run dev
+```
+
+Open http://localhost:3000 with your browser to see the result.
+
+## Learn More
+
+To learn more about Next.js and Fumadocs, take a look at the following
+resources:
+
+- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js
+  features and API.
+- [Learn Next.js](https://nextjs.org/learn) - an interactive Next.js tutorial.
+- [Fumadocs](https://fumadocs.vercel.app) - learn about Fumadocs
+- [Bun Documentation](https://bun.sh/docs) - learn about Bun features and API

apps/docs/app/[lang]/[[...slug]]/page.tsx

@@ -0,0 +1,335 @@
+import type React from 'react'
+import { findNeighbour } from 'fumadocs-core/page-tree'
+import defaultMdxComponents from 'fumadocs-ui/mdx'
+import { DocsBody, DocsDescription, DocsPage, DocsTitle } from 'fumadocs-ui/page'
+import { ChevronLeft, ChevronRight } from 'lucide-react'
+import Link from 'next/link'
+import { notFound } from 'next/navigation'
+import { PageNavigationArrows } from '@/components/docs-layout/page-navigation-arrows'
+import { TOCFooter } from '@/components/docs-layout/toc-footer'
+import { LLMCopyButton } from '@/components/page-actions'
+import { StructuredData } from '@/components/structured-data'
+import { CodeBlock } from '@/components/ui/code-block'
+import { Heading } from '@/components/ui/heading'
+import { type PageData, source } from '@/lib/source'
+
+export default async function Page(props: { params: Promise<{ slug?: string[]; lang: string }> }) {
+  const params = await props.params
+  const page = source.getPage(params.slug, params.lang)
+  if (!page) notFound()
+
+  const data = page.data as PageData
+  const MDX = data.body
+  const baseUrl = 'https://docs.sim.ai'
+
+  const pageTreeRecord = source.pageTree as Record<string, any>
+  const pageTree =
+    pageTreeRecord[params.lang] ?? pageTreeRecord.en ?? Object.values(pageTreeRecord)[0]
+  const neighbours = pageTree ? findNeighbour(pageTree, page.url) : null
+
+  const generateBreadcrumbs = () => {
+    const breadcrumbs: Array<{ name: string; url: string }> = [
+      {
+        name: 'Home',
+        url: baseUrl,
+      },
+    ]
+
+    const urlParts = page.url.split('/').filter(Boolean)
+    let currentPath = ''
+
+    urlParts.forEach((part, index) => {
+      if (index === 0 && ['en', 'es', 'fr', 'de', 'ja', 'zh'].includes(part)) {
+        currentPath = `/${part}`
+        return
+      }
+
+      currentPath += `/${part}`
+
+      const name = part
+        .split('-')
+        .map((word) => word.charAt(0).toUpperCase() + word.slice(1))
+        .join(' ')
+
+      if (index === urlParts.length - 1) {
+        breadcrumbs.push({
+          name: data.title,
+          url: `${baseUrl}${page.url}`,
+        })
+      } else {
+        breadcrumbs.push({
+          name: name,
+          url: `${baseUrl}${currentPath}`,
+        })
+      }
+    })
+
+    return breadcrumbs
+  }
+
+  const breadcrumbs = generateBreadcrumbs()
+
+  const CustomFooter = () => (
+    <div className='mt-12'>
+      {/* Navigation links */}
+      <div className='flex items-center justify-between py-8'>
+        {neighbours?.previous ? (
+          <Link
+            href={neighbours.previous.url}
+            className='group flex items-center gap-2 text-muted-foreground transition-colors hover:text-foreground'
+          >
+            <ChevronLeft className='group-hover:-translate-x-1 h-4 w-4 transition-transform' />
+            <span className='font-medium'>{neighbours.previous.name}</span>
+          </Link>
+        ) : (
+          <div />
+        )}
+
+        {neighbours?.next ? (
+          <Link
+            href={neighbours.next.url}
+            className='group flex items-center gap-2 text-muted-foreground transition-colors hover:text-foreground'
+          >
+            <span className='font-medium'>{neighbours.next.name}</span>
+            <ChevronRight className='h-4 w-4 transition-transform group-hover:translate-x-1' />
+          </Link>
+        ) : (
+          <div />
+        )}
+      </div>
+
+      {/* Divider line */}
+      <div className='border-border border-t' />
+
+      {/* Social icons */}
+      <div className='flex items-center gap-4 py-6'>
+        <Link
+          href='https://x.com/simdotai'
+          target='_blank'
+          rel='noopener noreferrer'
+          aria-label='X (Twitter)'
+        >
+          <div
+            className='h-5 w-5 bg-gray-400 transition-colors hover:bg-gray-500 dark:bg-gray-500 dark:hover:bg-gray-400'
+            style={{
+              maskImage:
+                "url('data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 viewBox=%220 0 24 24%22%3E%3Cpath d=%22M18.244 2.25h3.308l-7.227 8.26 8.502 11.24H16.17l-5.214-6.817L4.99 21.75H1.68l7.73-8.835L1.254 2.25H8.08l4.713 6.231zm-1.161 17.52h1.833L7.084 4.126H5.117z%22/%3E%3C/svg%3E')",
+              maskRepeat: 'no-repeat',
+              maskPosition: 'center center',
+              WebkitMaskImage:
+                "url('data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 viewBox=%220 0 24 24%22%3E%3Cpath d=%22M18.244 2.25h3.308l-7.227 8.26 8.502 11.24H16.17l-5.214-6.817L4.99 21.75H1.68l7.73-8.835L1.254 2.25H8.08l4.713 6.231zm-1.161 17.52h1.833L7.084 4.126H5.117z%22/%3E%3C/svg%3E')",
+              WebkitMaskRepeat: 'no-repeat',
+              WebkitMaskPosition: 'center center',
+            }}
+          />
+        </Link>
+        <Link
+          href='https://github.com/simstudioai/sim'
+          target='_blank'
+          rel='noopener noreferrer'
+          aria-label='GitHub'
+        >
+          <div
+            className='h-5 w-5 bg-gray-400 transition-colors hover:bg-gray-500 dark:bg-gray-500 dark:hover:bg-gray-400'
+            style={{
+              maskImage:
+                "url('data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 viewBox=%220 0 24 24%22%3E%3Cpath d=%22M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z%22/%3E%3C/svg%3E')",
+              maskRepeat: 'no-repeat',
+              maskPosition: 'center center',
+              WebkitMaskImage:
+                "url('data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 viewBox=%220 0 24 24%22%3E%3Cpath d=%22M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z%22/%3E%3C/svg%3E')",
+              WebkitMaskRepeat: 'no-repeat',
+              WebkitMaskPosition: 'center center',
+            }}
+          />
+        </Link>
+        <Link
+          href='https://discord.gg/Hr4UWYEcTT'
+          target='_blank'
+          rel='noopener noreferrer'
+          aria-label='Discord'
+        >
+          <div
+            className='h-5 w-5 bg-gray-400 transition-colors hover:bg-gray-500 dark:bg-gray-500 dark:hover:bg-gray-400'
+            style={{
+              maskImage:
+                "url('data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 viewBox=%220 0 24 24%22%3E%3Cpath d=%22M20.317 4.37a19.791 19.791 0 0 0-4.885-1.515a.074.074 0 0 0-.079.037c-.21.375-.444.864-.608 1.25a18.27 18.27 0 0 0-5.487 0a12.64 12.64 0 0 0-.617-1.25a.077.077 0 0 0-.079-.037A19.736 19.736 0 0 0 3.677 4.37a.07.07 0 0 0-.032.027C.533 9.046-.32 13.58.099 18.057a.082.082 0 0 0 .031.057a19.9 19.9 0 0 0 5.993 3.03a.078.078 0 0 0 .084-.028a14.09 14.09 0 0 0 1.226-1.994a.076.076 0 0 0-.041-.106a13.107 13.107 0 0 1-1.872-.892a.077.077 0 0 1-.008-.128a10.2 10.2 0 0 0 .372-.292a.074.074 0 0 1 .077-.01c3.928 1.793 8.18 1.793 12.062 0a.074.074 0 0 1 .078.01c.12.098.246.198.373.292a.077.077 0 0 1-.006.127a12.299 12.299 0 0 1-1.873.892a.077.077 0 0 0-.041.107c.36.698.772 1.362 1.225 1.993a.076.076 0 0 0 .084.028a19.839 19.839 0 0 0 6.002-3.03a.077.077 0 0 0 .032-.054c.5-5.177-.838-9.674-3.549-13.66a.061.061 0 0 0-.031-.03zM8.02 15.33c-1.183 0-2.157-1.085-2.157-2.419c0-1.333.956-2.419 2.157-2.419c1.21 0 2.176 1.096 2.157 2.42c0 1.333-.956 2.418-2.157 2.418zm7.975 0c-1.183 0-2.157-1.085-2.157-2.419c0-1.333.955-2.419 2.157-2.419c1.21 0 2.176 1.096 2.157 2.42c0 1.333-.946 2.418-2.157 2.418z%22/%3E%3C/svg%3E')",
+              maskRepeat: 'no-repeat',
+              maskPosition: 'center center',
+              WebkitMaskImage:
+                "url('data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 viewBox=%220 0 24 24%22%3E%3Cpath d=%22M20.317 4.37a19.791 19.791 0 0 0-4.885-1.515a.074.074 0 0 0-.079.037c-.21.375-.444.864-.608 1.25a18.27 18.27 0 0 0-5.487 0a12.64 12.64 0 0 0-.617-1.25a.077.077 0 0 0-.079-.037A19.736 19.736 0 0 0 3.677 4.37a.07.07 0 0 0-.032.027C.533 9.046-.32 13.58.099 18.057a.082.082 0 0 0 .031.057a19.9 19.9 0 0 0 5.993 3.03a.078.078 0 0 0 .084-.028a14.09 14.09 0 0 0 1.226-1.994a.076.076 0 0 0-.041-.106a13.107 13.107 0 0 1-1.872-.892a.077.077 0 0 1-.008-.128a10.2 10.2 0 0 0 .372-.292a.074.074 0 0 1 .077-.01c3.928 1.793 8.18 1.793 12.062 0a.074.074 0 0 1 .078.01c.12.098.246.198.373.292a.077.077 0 0 1-.006.127a12.299 12.299 0 0 1-1.873.892a.077.077 0 0 0-.041.107c.36.698.772 1.362 1.225 1.993a.076.076 0 0 0 .084.028a19.839 19.839 0 0 0 6.002-3.03a.077.077 0 0 0 .032-.054c.5-5.177-.838-9.674-3.549-13.66a.061.061 0 0 0-.031-.03zM8.02 15.33c-1.183 0-2.157-1.085-2.157-2.419c0-1.333.956-2.419 2.157-2.419c1.21 0 2.176 1.096 2.157 2.42c0 1.333-.956 2.418-2.157 2.418zm7.975 0c-1.183 0-2.157-1.085-2.157-2.419c0-1.333.955-2.419 2.157-2.419c1.21 0 2.176 1.096 2.157 2.42c0 1.333-.946 2.418-2.157 2.418z%22/%3E%3C/svg%3E')",
+              WebkitMaskRepeat: 'no-repeat',
+              WebkitMaskPosition: 'center center',
+            }}
+          />
+        </Link>
+      </div>
+    </div>
+  )
+
+  return (
+    <>
+      <StructuredData
+        title={data.title}
+        description={data.description || ''}
+        url={`${baseUrl}${page.url}`}
+        lang={params.lang}
+        breadcrumb={breadcrumbs}
+      />
+      <DocsPage
+        toc={data.toc}
+        full={data.full}
+        breadcrumb={{
+          enabled: false,
+        }}
+        tableOfContent={{
+          style: 'clerk',
+          enabled: true,
+          header: (
+            <div key='toc-header' className='mb-2 font-medium text-sm'>
+              On this page
+            </div>
+          ),
+          footer: <TOCFooter />,
+          single: false,
+        }}
+        tableOfContentPopover={{
+          style: 'clerk',
+          enabled: true,
+        }}
+        footer={{
+          enabled: true,
+          component: <CustomFooter />,
+        }}
+      >
+        <div className='relative mt-6 sm:mt-0'>
+          <div className='absolute top-1 right-0 flex items-center gap-2'>
+            <div className='hidden sm:flex'>
+              <LLMCopyButton markdownUrl={`${page.url}.mdx`} />
+            </div>
+            <PageNavigationArrows previous={neighbours?.previous} next={neighbours?.next} />
+          </div>
+          <DocsTitle>{data.title}</DocsTitle>
+          <DocsDescription>{data.description}</DocsDescription>
+        </div>
+        <DocsBody>
+          <MDX
+            components={{
+              ...defaultMdxComponents,
+              CodeBlock,
+              h1: (props: React.HTMLAttributes<HTMLHeadingElement>) => (
+                <Heading as='h1' {...props} />
+              ),
+              h2: (props: React.HTMLAttributes<HTMLHeadingElement>) => (
+                <Heading as='h2' {...props} />
+              ),
+              h3: (props: React.HTMLAttributes<HTMLHeadingElement>) => (
+                <Heading as='h3' {...props} />
+              ),
+              h4: (props: React.HTMLAttributes<HTMLHeadingElement>) => (
+                <Heading as='h4' {...props} />
+              ),
+              h5: (props: React.HTMLAttributes<HTMLHeadingElement>) => (
+                <Heading as='h5' {...props} />
+              ),
+              h6: (props: React.HTMLAttributes<HTMLHeadingElement>) => (
+                <Heading as='h6' {...props} />
+              ),
+            }}
+          />
+        </DocsBody>
+      </DocsPage>
+    </>
+  )
+}
+
+export async function generateStaticParams() {
+  return source.generateParams()
+}
+
+export async function generateMetadata(props: {
+  params: Promise<{ slug?: string[]; lang: string }>
+}) {
+  const params = await props.params
+  const page = source.getPage(params.slug, params.lang)
+  if (!page) notFound()
+
+  const data = page.data as PageData
+  const baseUrl = 'https://docs.sim.ai'
+  const fullUrl = `${baseUrl}${page.url}`
+
+  const ogImageUrl = `${baseUrl}/api/og?title=${encodeURIComponent(data.title)}`
+
+  return {
+    title: data.title,
+    description:
+      data.description || 'Sim visual workflow builder for AI applications documentation',
+    keywords: [
+      'AI workflow builder',
+      'visual workflow editor',
+      'AI automation',
+      'workflow automation',
+      'AI agents',
+      'no-code AI',
+      'drag and drop workflows',
+      data.title?.toLowerCase().split(' '),
+    ]
+      .flat()
+      .filter(Boolean),
+    authors: [{ name: 'Sim Team' }],
+    category: 'Developer Tools',
+    openGraph: {
+      title: data.title,
+      description:
+        data.description || 'Sim visual workflow builder for AI applications documentation',
+      url: fullUrl,
+      siteName: 'Sim Documentation',
+      type: 'article',
+      locale: params.lang === 'en' ? 'en_US' : `${params.lang}_${params.lang.toUpperCase()}`,
+      alternateLocale: ['en', 'es', 'fr', 'de', 'ja', 'zh']
+        .filter((lang) => lang !== params.lang)
+        .map((lang) => (lang === 'en' ? 'en_US' : `${lang}_${lang.toUpperCase()}`)),
+      images: [
+        {
+          url: ogImageUrl,
+          width: 1200,
+          height: 630,
+          alt: data.title,
+        },
+      ],
+    },
+    twitter: {
+      card: 'summary_large_image',
+      title: data.title,
+      description:
+        data.description || 'Sim visual workflow builder for AI applications documentation',
+      images: [ogImageUrl],
+      creator: '@simdotai',
+      site: '@simdotai',
+    },
+    robots: {
+      index: true,
+      follow: true,
+      googleBot: {
+        index: true,
+        follow: true,
+        'max-video-preview': -1,
+        'max-image-preview': 'large',
+        'max-snippet': -1,
+      },
+    },
+    canonical: fullUrl,
+    alternates: {
+      canonical: fullUrl,
+      languages: {
+        'x-default': `${baseUrl}${page.url.replace(`/${params.lang}`, '')}`,
+        en: `${baseUrl}${page.url.replace(`/${params.lang}`, '')}`,
+        es: `${baseUrl}/es${page.url.replace(`/${params.lang}`, '')}`,
+        fr: `${baseUrl}/fr${page.url.replace(`/${params.lang}`, '')}`,
+        de: `${baseUrl}/de${page.url.replace(`/${params.lang}`, '')}`,
+        ja: `${baseUrl}/ja${page.url.replace(`/${params.lang}`, '')}`,
+        zh: `${baseUrl}/zh${page.url.replace(`/${params.lang}`, '')}`,
+      },
+    },
+  }
+}

apps/docs/app/[lang]/layout.tsx

@@ -0,0 +1,137 @@
+import type { ReactNode } from 'react'
+import { defineI18nUI } from 'fumadocs-ui/i18n'
+import { DocsLayout } from 'fumadocs-ui/layouts/docs'
+import { RootProvider } from 'fumadocs-ui/provider/next'
+import { Geist_Mono, Inter } from 'next/font/google'
+import Image from 'next/image'
+import {
+  SidebarFolder,
+  SidebarItem,
+  SidebarSeparator,
+} from '@/components/docs-layout/sidebar-components'
+import { Navbar } from '@/components/navbar/navbar'
+import { i18n } from '@/lib/i18n'
+import { source } from '@/lib/source'
+import '../global.css'
+
+const inter = Inter({
+  subsets: ['latin'],
+  variable: '--font-geist-sans',
+})
+
+const geistMono = Geist_Mono({
+  subsets: ['latin'],
+  variable: '--font-geist-mono',
+})
+
+const { provider } = defineI18nUI(i18n, {
+  translations: {
+    en: {
+      displayName: 'English',
+    },
+    es: {
+      displayName: 'Español',
+    },
+    fr: {
+      displayName: 'Français',
+    },
+    de: {
+      displayName: 'Deutsch',
+    },
+    ja: {
+      displayName: '日本語',
+    },
+    zh: {
+      displayName: '简体中文',
+    },
+  },
+})
+
+type LayoutProps = {
+  children: ReactNode
+  params: Promise<{ lang: string }>
+}
+
+export default async function Layout({ children, params }: LayoutProps) {
+  const { lang } = await params
+
+  const structuredData = {
+    '@context': 'https://schema.org',
+    '@type': 'WebSite',
+    name: 'Sim Documentation',
+    description:
+      'Comprehensive documentation for Sim - the visual workflow builder for AI Agent Workflows.',
+    url: 'https://docs.sim.ai',
+    publisher: {
+      '@type': 'Organization',
+      name: 'Sim',
+      url: 'https://sim.ai',
+      logo: {
+        '@type': 'ImageObject',
+        url: 'https://docs.sim.ai/static/logo.png',
+      },
+    },
+    inLanguage: lang,
+    potentialAction: {
+      '@type': 'SearchAction',
+      target: {
+        '@type': 'EntryPoint',
+        urlTemplate: 'https://docs.sim.ai/api/search?q={search_term_string}',
+      },
+      'query-input': 'required name=search_term_string',
+    },
+  }
+
+  return (
+    <html
+      lang={lang}
+      className={`${inter.variable} ${geistMono.variable}`}
+      suppressHydrationWarning
+    >
+      <head>
+        <script
+          type='application/ld+json'
+          dangerouslySetInnerHTML={{ __html: JSON.stringify(structuredData) }}
+        />
+        {/* OneDollarStats Analytics - CDN script handles everything automatically */}
+        <script defer src='https://assets.onedollarstats.com/stonks.js' />
+      </head>
+      <body className='flex min-h-screen flex-col font-sans'>
+        <RootProvider i18n={provider(lang)}>
+          <Navbar />
+          <DocsLayout
+            tree={source.pageTree[lang]}
+            nav={{
+              title: (
+                <Image
+                  src='/static/logo.png'
+                  alt='Sim'
+                  width={72}
+                  height={28}
+                  className='h-7 w-auto'
+                  priority
+                />
+              ),
+            }}
+            sidebar={{
+              defaultOpenLevel: 0,
+              collapsible: false,
+              footer: null,
+              banner: null,
+              components: {
+                Item: SidebarItem,
+                Folder: SidebarFolder,
+                Separator: SidebarSeparator,
+              },
+            }}
+            containerProps={{
+              className: '!pt-0',
+            }}
+          >
+            {children}
+          </DocsLayout>
+        </RootProvider>
+      </body>
+    </html>
+  )
+}

apps/docs/app/[lang]/not-found.tsx

@@ -0,0 +1,23 @@
+import { DocsBody, DocsPage } from 'fumadocs-ui/page'
+
+export const metadata = {
+  title: 'Page Not Found',
+}
+
+export default function NotFound() {
+  return (
+    <DocsPage>
+      <DocsBody>
+        <div className='flex min-h-[60vh] flex-col items-center justify-center text-center'>
+          <h1 className='mb-4 bg-gradient-to-b from-[#8357FF] to-[#6F3DFA] bg-clip-text font-bold text-8xl text-transparent'>
+            404
+          </h1>
+          <h2 className='mb-2 font-semibold text-2xl text-foreground'>Page Not Found</h2>
+          <p className='text-muted-foreground'>
+            The page you're looking for doesn't exist or has been moved.
+          </p>
+        </div>
+      </DocsBody>
+    </DocsPage>
+  )
+}

apps/docs/app/api/og/route.tsx

@@ -0,0 +1,152 @@
+import { ImageResponse } from 'next/og'
+import type { NextRequest } from 'next/server'
+
+export const runtime = 'edge'
+
+const TITLE_FONT_SIZE = {
+  large: 64,
+  medium: 56,
+  small: 48,
+} as const
+
+function getTitleFontSize(title: string): number {
+  if (title.length > 45) return TITLE_FONT_SIZE.small
+  if (title.length > 30) return TITLE_FONT_SIZE.medium
+  return TITLE_FONT_SIZE.large
+}
+
+/**
+ * Loads a Google Font dynamically by fetching the CSS and extracting the font URL.
+ */
+async function loadGoogleFont(font: string, weights: string, text: string): Promise<ArrayBuffer> {
+  const url = `https://fonts.googleapis.com/css2?family=${font}:wght@${weights}&text=${encodeURIComponent(text)}`
+  const css = await (await fetch(url)).text()
+  const resource = css.match(/src: url\((.+)\) format\('(opentype|truetype)'\)/)
+
+  if (resource) {
+    const response = await fetch(resource[1])
+    if (response.status === 200) {
+      return await response.arrayBuffer()
+    }
+  }
+
+  throw new Error('Failed to load font data')
+}
+
+/**
+ * Generates dynamic Open Graph images for documentation pages.
+ */
+export async function GET(request: NextRequest) {
+  const { searchParams } = new URL(request.url)
+  const title = searchParams.get('title') || 'Documentation'
+
+  const baseUrl = new URL(request.url).origin
+
+  const allText = `${title}docs.sim.ai`
+  const fontData = await loadGoogleFont('Geist', '400;500;600', allText)
+
+  return new ImageResponse(
+    <div
+      style={{
+        height: '100%',
+        width: '100%',
+        display: 'flex',
+        flexDirection: 'column',
+        background: '#0c0c0c',
+        position: 'relative',
+        fontFamily: 'Geist',
+      }}
+    >
+      {/* Base gradient layer - subtle purple tint across the entire image */}
+      <div
+        style={{
+          position: 'absolute',
+          top: 0,
+          left: 0,
+          width: '100%',
+          height: '100%',
+          background:
+            'radial-gradient(ellipse 150% 100% at 50% 100%, rgba(88, 28, 135, 0.15) 0%, rgba(88, 28, 135, 0.08) 25%, rgba(88, 28, 135, 0.03) 50%, transparent 80%)',
+          display: 'flex',
+        }}
+      />
+
+      {/* Secondary glow - adds depth without harsh edges */}
+      <div
+        style={{
+          position: 'absolute',
+          top: 0,
+          left: 0,
+          width: '100%',
+          height: '100%',
+          background:
+            'radial-gradient(ellipse 100% 80% at 80% 90%, rgba(112, 31, 252, 0.12) 0%, rgba(112, 31, 252, 0.04) 40%, transparent 70%)',
+          display: 'flex',
+        }}
+      />
+
+      {/* Top darkening - creates natural vignette */}
+      <div
+        style={{
+          position: 'absolute',
+          top: 0,
+          left: 0,
+          width: '100%',
+          height: '100%',
+          background:
+            'linear-gradient(180deg, rgba(0, 0, 0, 0.3) 0%, transparent 40%, transparent 100%)',
+          display: 'flex',
+        }}
+      />
+
+      {/* Content */}
+      <div
+        style={{
+          display: 'flex',
+          flexDirection: 'column',
+          padding: '56px 72px',
+          height: '100%',
+          justifyContent: 'space-between',
+        }}
+      >
+        {/* Logo */}
+        <img src={`${baseUrl}/static/logo.png`} alt='sim' height={32} />
+
+        {/* Title */}
+        <span
+          style={{
+            fontSize: getTitleFontSize(title),
+            fontWeight: 600,
+            color: '#ffffff',
+            lineHeight: 1.1,
+            letterSpacing: '-0.02em',
+          }}
+        >
+          {title}
+        </span>
+
+        {/* Footer */}
+        <span
+          style={{
+            fontSize: 20,
+            fontWeight: 500,
+            color: '#71717a',
+          }}
+        >
+          docs.sim.ai
+        </span>
+      </div>
+    </div>,
+    {
+      width: 1200,
+      height: 630,
+      fonts: [
+        {
+          name: 'Geist',
+          data: fontData,
+          style: 'normal',
+        },
+      ],
+    }
+  )
+}

apps/docs/app/api/search/route.ts

@@ -0,0 +1,126 @@
+import { sql } from 'drizzle-orm'
+import { type NextRequest, NextResponse } from 'next/server'
+import { db, docsEmbeddings } from '@/lib/db'
+import { generateSearchEmbedding } from '@/lib/embeddings'
+
+export const runtime = 'nodejs'
+export const revalidate = 0
+
+/**
+ * Hybrid search API endpoint
+ * - English: Vector embeddings + keyword search
+ * - Other languages: Keyword search only
+ */
+export async function GET(request: NextRequest) {
+  try {
+    const searchParams = request.nextUrl.searchParams
+    const query = searchParams.get('query') || searchParams.get('q') || ''
+    const locale = searchParams.get('locale') || 'en'
+    const limit = Number.parseInt(searchParams.get('limit') || '10', 10)
+
+    if (!query || query.trim().length === 0) {
+      return NextResponse.json([])
+    }
+
+    const candidateLimit = limit * 3
+    const similarityThreshold = 0.6
+
+    const localeMap: Record<string, string> = {
+      en: 'english',
+      es: 'spanish',
+      fr: 'french',
+      de: 'german',
+      ja: 'simple', // PostgreSQL doesn't have Japanese support, use simple
+      zh: 'simple', // PostgreSQL doesn't have Chinese support, use simple
+    }
+    const tsConfig = localeMap[locale] || 'simple'
+
+    const useVectorSearch = locale === 'en'
+    let vectorResults: Array<{
+      chunkId: string
+      chunkText: string
+      sourceDocument: string
+      sourceLink: string
+      headerText: string
+      headerLevel: number
+      similarity: number
+      searchType: string
+    }> = []
+
+    if (useVectorSearch) {
+      const queryEmbedding = await generateSearchEmbedding(query)
+      vectorResults = await db
+        .select({
+          chunkId: docsEmbeddings.chunkId,
+          chunkText: docsEmbeddings.chunkText,
+          sourceDocument: docsEmbeddings.sourceDocument,
+          sourceLink: docsEmbeddings.sourceLink,
+          headerText: docsEmbeddings.headerText,
+          headerLevel: docsEmbeddings.headerLevel,
+          similarity: sql<number>`1 - (${docsEmbeddings.embedding} <=> ${JSON.stringify(queryEmbedding)}::vector)`,
+          searchType: sql<string>`'vector'`,
+        })
+        .from(docsEmbeddings)
+        .where(
+          sql`1 - (${docsEmbeddings.embedding} <=> ${JSON.stringify(queryEmbedding)}::vector) >= ${similarityThreshold}`
+        )
+        .orderBy(sql`${docsEmbeddings.embedding} <=> ${JSON.stringify(queryEmbedding)}::vector`)
+        .limit(candidateLimit)
+    }
+
+    const keywordResults = await db
+      .select({
+        chunkId: docsEmbeddings.chunkId,
+        chunkText: docsEmbeddings.chunkText,
+        sourceDocument: docsEmbeddings.sourceDocument,
+        sourceLink: docsEmbeddings.sourceLink,
+        headerText: docsEmbeddings.headerText,
+        headerLevel: docsEmbeddings.headerLevel,
+        similarity: sql<number>`ts_rank(${docsEmbeddings.chunkTextTsv}, plainto_tsquery(${tsConfig}, ${query}))`,
+        searchType: sql<string>`'keyword'`,
+      })
+      .from(docsEmbeddings)
+      .where(sql`${docsEmbeddings.chunkTextTsv} @@ plainto_tsquery(${tsConfig}, ${query})`)
+      .orderBy(
+        sql`ts_rank(${docsEmbeddings.chunkTextTsv}, plainto_tsquery(${tsConfig}, ${query})) DESC`
+      )
+      .limit(candidateLimit)
+
+    const seenIds = new Set<string>()
+    const mergedResults = []
+
+    for (let i = 0; i < Math.max(vectorResults.length, keywordResults.length); i++) {
+      if (i < vectorResults.length && !seenIds.has(vectorResults[i].chunkId)) {
+        mergedResults.push(vectorResults[i])
+        seenIds.add(vectorResults[i].chunkId)
+      }
+      if (i < keywordResults.length && !seenIds.has(keywordResults[i].chunkId)) {
+        mergedResults.push(keywordResults[i])
+        seenIds.add(keywordResults[i].chunkId)
+      }
+    }
+
+    const filteredResults = mergedResults.slice(0, limit)
+    const searchResults = filteredResults.map((result) => {
+      const title = result.headerText || result.sourceDocument.replace('.mdx', '')
+      const pathParts = result.sourceDocument
+        .replace('.mdx', '')
+        .split('/')
+        .map((part) => part.charAt(0).toUpperCase() + part.slice(1))
+
+      return {
+        id: result.chunkId,
+        type: 'page' as const,
+        url: result.sourceLink,
+        content: title,
+        breadcrumbs: pathParts,
+      }
+    })
+
+    return NextResponse.json(searchResults)
+  } catch (error) {
+    console.error('Semantic search error:', error)
+
+    return NextResponse.json([])
+  }
+}

apps/docs/app/global.css

@@ -0,0 +1,567 @@
+@import "tailwindcss";
+@import "fumadocs-ui/css/neutral.css";
+@import "fumadocs-ui/css/preset.css";
+
+/* Prevent overscroll bounce effect on the page */
+html,
+body {
+  overscroll-behavior: none;
+}
+
+@theme {
+  --color-fd-primary: #802fff; /* Purple from control-bar component */
+  --font-geist-sans: var(--font-geist-sans);
+  --font-geist-mono: var(--font-geist-mono);
+}
+
+/* Font family utilities */
+.font-sans {
+  font-family: var(--font-geist-sans), ui-sans-serif, system-ui, -apple-system, BlinkMacSystemFont,
+    "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif;
+}
+
+.font-mono {
+  font-family: var(--font-geist-mono), ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas,
+    "Liberation Mono", "Courier New", monospace;
+}
+
+/* Target any potential border classes */
+* {
+  --fd-border-sidebar: transparent !important;
+}
+
+/* Override any CSS custom properties for borders */
+:root {
+  --fd-border: transparent !important;
+  --fd-border-sidebar: transparent !important;
+  --fd-nav-height: 64px; /* Custom navbar height (h-16 = 4rem = 64px) */
+  /* Content container width used to center main content */
+  --spacing-fd-container: 1400px;
+  /* Edge gutter = leftover space on each side of centered container */
+  --edge-gutter: max(1rem, calc((100vw - var(--spacing-fd-container)) / 2));
+  /* Shift the sidebar slightly left from the content edge for extra breathing room */
+  --sidebar-shift: 90px;
+  --sidebar-offset: max(0px, calc(var(--edge-gutter) - var(--sidebar-shift)));
+  /* Shift TOC slightly right to match sidebar spacing for symmetry */
+  --toc-shift: 90px;
+  --toc-offset: max(0px, calc(var(--edge-gutter) - var(--toc-shift)));
+  /* Sidebar and TOC have 20px internal padding - navbar accounts for this directly */
+  /* Extra gap between sidebar/TOC and the main text content */
+  --content-gap: 1.75rem;
+}
+
+/* Remove custom layout variable overrides to fallback to fumadocs defaults */
+
+/* ============================================
+   Navbar Light Mode Styling
+   ============================================ */
+
+/* Light mode navbar and search styling */
+:root:not(.dark) nav {
+  background-color: hsla(0, 0%, 96%, 0.85) !important;
+}
+
+:root:not(.dark) nav button[type="button"] {
+  background-color: hsla(0, 0%, 93%, 0.85) !important;
+  backdrop-filter: blur(33px) saturate(180%) !important;
+  -webkit-backdrop-filter: blur(33px) saturate(180%) !important;
+  color: rgba(0, 0, 0, 0.6) !important;
+}
+
+:root:not(.dark) nav button[type="button"] kbd {
+  color: rgba(0, 0, 0, 0.6) !important;
+}
+
+/* Dark mode navbar and search styling */
+:root.dark nav {
+  background-color: hsla(0, 0%, 7.04%, 0.92) !important;
+  backdrop-filter: blur(25px) saturate(180%) brightness(0.6) !important;
+  -webkit-backdrop-filter: blur(25px) saturate(180%) brightness(0.6) !important;
+}
+
+/* ============================================
+   Custom Sidebar Styling (Turborepo-inspired)
+   ============================================ */
+
+/* Floating sidebar appearance - remove background */
+[data-sidebar-container],
+#nd-sidebar {
+  background: transparent !important;
+  background-color: transparent !important;
+  border: none !important;
+  --color-fd-muted: transparent !important;
+  --color-fd-card: transparent !important;
+  --color-fd-secondary: transparent !important;
+}
+
+aside[data-sidebar],
+aside#nd-sidebar {
+  background: transparent !important;
+  background-color: transparent !important;
+  border: none !important;
+  border-right: none !important;
+}
+
+/* Fumadocs v16: Add sidebar placeholder styling for grid area */
+[data-sidebar-placeholder] {
+  background: transparent !important;
+}
+
+/* Fumadocs v16: Hide sidebar panel (floating collapse button) */
+[data-sidebar-panel] {
+  display: none !important;
+}
+
+/* Mobile only: Reduce gap between navbar and content */
+@media (max-width: 1023px) {
+  #nd-docs-layout {
+    margin-top: -25px;
+  }
+}
+
+/* Desktop only: Apply custom navbar offset, sidebar width and margin offsets */
+/* On mobile, let fumadocs handle the layout natively */
+@media (min-width: 1024px) {
+  :root {
+    --fd-banner-height: 64px !important;
+  }
+
+  #nd-docs-layout {
+    --fd-docs-height: calc(100dvh - 64px) !important;
+    --fd-sidebar-width: 300px !important;
+    margin-left: var(--sidebar-offset) !important;
+    margin-right: var(--toc-offset) !important;
+  }
+
+  /* Hide fumadocs nav on desktop - we use custom navbar there */
+  #nd-docs-layout > header {
+    display: none !important;
+  }
+}
+
+/* Sidebar spacing - compact like turborepo */
+/* Fumadocs v16: [data-sidebar-viewport] doesn't exist, target #nd-sidebar > div instead */
+[data-sidebar-viewport],
+#nd-sidebar > div {
+  padding: 0.5rem 12px 12px;
+  background: transparent !important;
+  background-color: transparent !important;
+}
+
+/* Override sidebar item styling to match Raindrop */
+/* Target Link and button elements in sidebar - override Fumadocs itemVariants */
+/* Exclude the small chevron-only toggle buttons */
+/* Using html prefix for higher specificity over Tailwind v4 utilities */
+html #nd-sidebar a,
+html #nd-sidebar button:not([aria-label*="ollapse"]):not([aria-label*="xpand"]) {
+  font-size: 0.9375rem !important; /* 15px to match Raindrop */
+  line-height: 1.4 !important;
+  padding: 0.5rem 0.75rem !important; /* More compact like Raindrop */
+  font-weight: 400 !important;
+  border-radius: 0.75rem !important; /* More rounded like Raindrop */
+  font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial,
+    sans-serif !important;
+}
+
+/* Dark mode sidebar text */
+html.dark #nd-sidebar a,
+html.dark #nd-sidebar button:not([aria-label*="ollapse"]):not([aria-label*="xpand"]) {
+  color: rgba(255, 255, 255, 0.6) !important;
+}
+
+/* Light mode sidebar text */
+html:not(.dark) #nd-sidebar a,
+html:not(.dark) #nd-sidebar button:not([aria-label*="ollapse"]):not([aria-label*="xpand"]) {
+  color: rgba(0, 0, 0, 0.6) !important;
+}
+
+/* Make sure chevron icons are visible and properly styled */
+#nd-sidebar svg {
+  display: inline-block !important;
+  opacity: 0.6 !important;
+  flex-shrink: 0 !important;
+  width: 0.75rem !important;
+  height: 0.75rem !important;
+}
+
+/* Ensure the small chevron toggle buttons are visible */
+#nd-sidebar button[aria-label*="ollapse"],
+#nd-sidebar button[aria-label*="xpand"] {
+  display: flex !important;
+  opacity: 1 !important;
+  padding: 0.25rem !important;
+}
+
+/* Root-level spacing now handled by [data-sidebar-viewport] > * rule below */
+
+/* Add tiny gap between nested items */
+#nd-sidebar ul li {
+  margin-bottom: 0.0625rem !important;
+}
+
+#nd-sidebar ul li:last-child {
+  margin-bottom: 0 !important;
+}
+
+/* Section headers should be slightly larger */
+/* Fumadocs v16: Also target #nd-sidebar for compatibility */
+[data-sidebar-viewport] [data-separator],
+#nd-sidebar [data-separator],
+#nd-sidebar p {
+  font-size: 0.75rem !important;
+  font-weight: 600 !important;
+  text-transform: uppercase !important;
+  letter-spacing: 0.05em !important;
+}
+
+/* Override active state (NO PURPLE) */
+#nd-sidebar a[data-active="true"],
+#nd-sidebar button[data-active="true"],
+#nd-sidebar a.bg-fd-primary\/10,
+#nd-sidebar a.text-fd-primary,
+#nd-sidebar a[class*="bg-fd-primary"],
+#nd-sidebar a[class*="text-fd-primary"],
+/* Override custom sidebar purple classes */
+  #nd-sidebar
+  a.bg-purple-50\/80,
+#nd-sidebar a.text-purple-600,
+#nd-sidebar a[class*="bg-purple"],
+#nd-sidebar a[class*="text-purple"] {
+  background-image: none !important;
+}
+
+/* Dark mode active state */
+html.dark #nd-sidebar a[data-active="true"],
+html.dark #nd-sidebar button[data-active="true"],
+html.dark #nd-sidebar a.bg-fd-primary\/10,
+html.dark #nd-sidebar a.text-fd-primary,
+html.dark #nd-sidebar a[class*="bg-fd-primary"],
+html.dark #nd-sidebar a[class*="text-fd-primary"],
+html.dark #nd-sidebar a.bg-purple-50\/80,
+html.dark #nd-sidebar a.text-purple-600,
+html.dark #nd-sidebar a[class*="bg-purple"],
+html.dark #nd-sidebar a[class*="text-purple"] {
+  background-color: rgba(255, 255, 255, 0.15) !important;
+  color: rgba(255, 255, 255, 1) !important;
+}
+
+/* Light mode active state */
+html:not(.dark) #nd-sidebar a[data-active="true"],
+html:not(.dark) #nd-sidebar button[data-active="true"],
+html:not(.dark) #nd-sidebar a.bg-fd-primary\/10,
+html:not(.dark) #nd-sidebar a.text-fd-primary,
+html:not(.dark) #nd-sidebar a[class*="bg-fd-primary"],
+html:not(.dark) #nd-sidebar a[class*="text-fd-primary"],
+html:not(.dark) #nd-sidebar a.bg-purple-50\/80,
+html:not(.dark) #nd-sidebar a.text-purple-600,
+html:not(.dark) #nd-sidebar a[class*="bg-purple"],
+html:not(.dark) #nd-sidebar a[class*="text-purple"] {
+  background-color: rgba(0, 0, 0, 0.07) !important;
+  color: rgba(0, 0, 0, 0.9) !important;
+}
+
+/* Dark mode hover state */
+html.dark #nd-sidebar a:hover:not([data-active="true"]),
+html.dark #nd-sidebar button:hover:not([data-active="true"]) {
+  background-color: rgba(255, 255, 255, 0.08) !important;
+}
+
+/* Light mode hover state */
+html:not(.dark) #nd-sidebar a:hover:not([data-active="true"]),
+html:not(.dark) #nd-sidebar button:hover:not([data-active="true"]) {
+  background-color: rgba(0, 0, 0, 0.03) !important;
+}
+
+/* Dark mode - ensure active/selected items don't change on hover */
+html.dark #nd-sidebar a.bg-purple-50\/80:hover,
+html.dark #nd-sidebar a[class*="bg-purple"]:hover,
+html.dark #nd-sidebar a[data-active="true"]:hover,
+html.dark #nd-sidebar button[data-active="true"]:hover {
+  background-color: rgba(255, 255, 255, 0.15) !important;
+  color: rgba(255, 255, 255, 1) !important;
+}
+
+/* Light mode - ensure active/selected items don't change on hover */
+html:not(.dark) #nd-sidebar a.bg-purple-50\/80:hover,
+html:not(.dark) #nd-sidebar a[class*="bg-purple"]:hover,
+html:not(.dark) #nd-sidebar a[data-active="true"]:hover,
+html:not(.dark) #nd-sidebar button[data-active="true"]:hover {
+  background-color: rgba(0, 0, 0, 0.07) !important;
+  color: rgba(0, 0, 0, 0.9) !important;
+}
+
+/* Hide search, platform, and collapse button from sidebar completely */
+[data-sidebar] [data-search],
+[data-sidebar] .search-toggle,
+#nd-sidebar [data-search],
+#nd-sidebar .search-toggle,
+[data-sidebar-viewport] [data-search],
+[data-sidebar-viewport] button[data-search],
+aside[data-sidebar] [role="button"]:has([data-search]),
+aside[data-sidebar] > div > button:first-child,
+#nd-sidebar > div > button:first-child,
+[data-sidebar] a[href*="sim.ai"],
+#nd-sidebar a[href*="sim.ai"],
+[data-sidebar-viewport] a[href*="sim.ai"],
+/* Hide search buttons (but NOT folder chevron buttons) */
+  aside[data-sidebar] > div:first-child
+  > button:not([aria-label="Collapse"]):not([aria-label="Expand"]),
+#nd-sidebar > div:first-child > button:not([aria-label="Collapse"]):not([aria-label="Expand"]),
+/* Hide sidebar collapse button (panel icon) - direct children only */
+aside[data-sidebar] > button:first-of-type:not([aria-label="Collapse"]):not([aria-label="Expand"]),
+[data-sidebar]
+  > button[type="button"]:first-of-type:not([aria-label="Collapse"]):not([aria-label="Expand"]),
+button[data-collapse]:not([aria-label="Collapse"]):not([aria-label="Expand"]),
+[data-sidebar-header] button,
+/* Hide theme toggle from sidebar footer */
+aside[data-sidebar] [data-theme-toggle],
+[data-sidebar-footer],
+[data-sidebar] footer,
+footer button[aria-label*="heme"],
+aside[data-sidebar] > div:last-child:has(button[aria-label*="heme"]),
+aside[data-sidebar] button[aria-label*="heme"],
+[data-sidebar] button[aria-label*="Theme"],
+/* Additional theme toggle selectors */
+  aside[data-sidebar] > *:last-child
+  button,
+[data-sidebar-viewport] ~ *,
+aside[data-sidebar] > div:not([data-sidebar-viewport]),
+/* Aggressive theme toggle hiding */
+aside[data-sidebar] svg[class*="sun"],
+aside[data-sidebar] svg[class*="moon"],
+aside[data-sidebar] button[type="button"]:last-child,
+aside button:has(svg:only-child),
+[data-sidebar] div:has(> button[type="button"]:only-child:last-child),
+/* Hide theme toggle and other non-content elements */
+aside[data-sidebar] > *:not([data-sidebar-viewport]) {
+  display: none !important;
+  visibility: hidden !important;
+  opacity: 0 !important;
+  height: 0 !important;
+  max-height: 0 !important;
+  overflow: hidden !important;
+  pointer-events: none !important;
+  position: absolute !important;
+  left: -9999px !important;
+}
+
+/* Desktop only: Hide sidebar toggle buttons and nav title/logo (keep visible on mobile) */
+@media (min-width: 1025px) {
+  [data-sidebar-container] > button,
+  [data-sidebar-container] [data-toggle],
+  aside[data-sidebar] [data-sidebar-toggle],
+  button[data-sidebar-toggle],
+  nav button[data-sidebar-toggle],
+  button[aria-label="Toggle Sidebar"],
+  button[aria-label="Collapse Sidebar"],
+  /* Hide nav title/logo in sidebar on desktop - target all possible locations */
+  aside[data-sidebar] a[href="/"],
+  aside[data-sidebar] a[href="/"] img,
+  aside[data-sidebar] > a:first-child,
+  aside[data-sidebar] > div > a:first-child,
+  aside[data-sidebar] img[alt="Sim"],
+  [data-sidebar-header],
+  [data-sidebar] [data-title],
+  #nd-sidebar > a:first-child,
+  #nd-sidebar > div:first-child > a:first-child,
+  #nd-sidebar img[alt="Sim"],
+  /* Hide theme toggle at bottom of sidebar on desktop */
+    #nd-sidebar
+    > footer,
+  #nd-sidebar footer,
+  aside#nd-sidebar > *:last-child:not(div),
+  #nd-sidebar > button:last-child,
+  #nd-sidebar button[aria-label*="theme" i],
+  #nd-sidebar button[aria-label*="Theme"],
+  #nd-sidebar > div:last-child > button {
+    display: none !important;
+    visibility: hidden !important;
+    height: 0 !important;
+    max-height: 0 !important;
+    overflow: hidden !important;
+  }
+}
+
+/* Extra aggressive - hide everything after the viewport */
+aside[data-sidebar] [data-sidebar-viewport] ~ * {
+  display: none !important;
+}
+
+/* Tighter spacing for sidebar content */
+[data-sidebar-viewport] > * {
+  margin-bottom: 0.0625rem;
+}
+
+[data-sidebar-viewport] > *:last-child {
+  margin-bottom: 0;
+}
+
+[data-sidebar-viewport] ul {
+  margin: 0;
+  padding: 0;
+}
+
+/* Ensure sidebar starts with content immediately */
+aside[data-sidebar] > div:first-child {
+  padding-top: 0;
+}
+
+/* Remove all sidebar borders and backgrounds */
+[data-sidebar-container],
+aside[data-sidebar],
+[data-sidebar],
+[data-sidebar] *,
+#nd-sidebar,
+#nd-sidebar * {
+  border: none !important;
+  border-right: none !important;
+  border-left: none !important;
+  border-top: none !important;
+  border-bottom: none !important;
+}
+
+/* Override fumadocs background colors for sidebar */
+.dark #nd-sidebar,
+.dark [data-sidebar-container],
+.dark aside[data-sidebar] {
+  --color-fd-muted: transparent !important;
+  --color-fd-secondary: transparent !important;
+  background: transparent !important;
+  background-color: transparent !important;
+}
+
+/* Force normal text flow in sidebar */
+[data-sidebar],
+[data-sidebar] *,
+[data-sidebar-viewport],
+[data-sidebar-viewport] * {
+  writing-mode: horizontal-tb !important;
+}
+
+/* ============================================
+   Code Block Styling (Improved)
+   ============================================ */
+
+/* Apply Geist Mono to code elements */
+code,
+pre,
+pre code {
+  font-family: var(--font-geist-mono), ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas,
+    "Liberation Mono", "Courier New", monospace;
+}
+
+/* Inline code */
+:not(pre) > code {
+  padding: 0.2em 0.4em;
+  border-radius: 0.25rem;
+  font-size: 0.875em;
+  font-weight: 500;
+}
+
+/* Light mode inline code */
+:root:not(.dark) :not(pre) > code {
+  background-color: rgb(243 244 246);
+  color: rgb(220 38 38);
+  border: 1px solid rgb(229 231 235);
+}
+
+/* Dark mode inline code */
+.dark :not(pre) > code {
+  background-color: rgb(31 41 55);
+  color: rgb(248 113 113);
+  border: 1px solid rgb(55 65 81);
+}
+
+/* Code block container improvements */
+pre {
+  font-size: 0.875rem;
+  line-height: 1.7;
+  tab-size: 2;
+  -webkit-overflow-scrolling: touch;
+}
+
+pre code {
+  display: block;
+  width: fit-content;
+  min-width: 100%;
+}
+
+/* Syntax highlighting adjustments for better readability */
+pre code .line {
+  padding-left: 0;
+  padding-right: 0;
+}
+
+/* Custom text highlighting styles */
+.text-highlight {
+  color: var(--color-fd-primary);
+}
+
+/* Override marker color for highlighted lists */
+.highlight-markers li::marker {
+  color: var(--color-fd-primary);
+}
+
+/* Add bottom spacing to prevent abrupt page endings */
+[data-content] {
+  padding-top: 1.5rem !important;
+  padding-bottom: 4rem;
+}
+
+/* Alternative fallback for different Fumadocs versions */
+main article,
+.docs-page main {
+  padding-top: 1.5rem !important;
+  padding-bottom: 4rem;
+}
+
+/* ============================================
+   Center and Constrain Main Content Width
+   ============================================ */
+
+/* Main content area - center and constrain like turborepo/raindrop */
+/* Note: --sidebar-offset and --toc-offset are now applied at #nd-docs-layout level */
+main[data-main] {
+  max-width: var(--spacing-fd-container, 1400px);
+  margin-left: auto;
+  margin-right: auto;
+  padding-top: 1rem;
+  padding-left: var(--content-gap);
+  padding-right: var(--content-gap);
+  order: 1 !important;
+}
+
+/* Adjust for smaller screens */
+@media (max-width: 768px) {
+  main[data-main] {
+    padding-left: 1rem;
+    padding-right: 1rem;
+  }
+}
+
+/* Ensure docs page content is properly constrained */
+[data-docs-page] {
+  max-width: 1400px;
+  margin-left: auto;
+  margin-right: auto;
+  padding-top: 1.5rem !important;
+}
+
+/* Override Fumadocs default content padding */
+article[data-content],
+div[data-content] {
+  padding-top: 1.5rem !important;
+}
+
+/* Remove any unwanted borders/outlines from video elements */
+video {
+  outline: none !important;
+  border-style: solid !important;
+}
+
+/* Tailwind v4 content sources */
+@source '../app/**/*.{js,ts,jsx,tsx,mdx}';
+@source '../components/**/*.{js,ts,jsx,tsx,mdx}';
+@source '../content/**/*.{js,ts,jsx,tsx,mdx}';
+@source '../mdx-components.tsx';
+@source '../node_modules/fumadocs-ui/dist/**/*.js';

apps/docs/app/layout.config.tsx

@@ -0,0 +1,21 @@
+import type { BaseLayoutProps } from 'fumadocs-ui/layouts/shared'
+
+/**
+ * Shared layout configurations
+ *
+ * you can customise layouts individually from:
+ * Home Layout: app/(home)/layout.tsx
+ * Docs Layout: app/docs/layout.tsx
+ */
+export const baseOptions: BaseLayoutProps = {
+  nav: {
+    title: (
+      <>
+        <svg width='24' height='24' xmlns='http://www.w3.org/2000/svg' aria-label='Logo'>
+          <circle cx={12} cy={12} r={12} fill='currentColor' />
+        </svg>
+        My App
+      </>
+    ),
+  },
+}

apps/docs/app/layout.tsx

@@ -0,0 +1,100 @@
+import type { ReactNode } from 'react'
+
+export default function RootLayout({ children }: { children: ReactNode }) {
+  return children
+}
+
+export const metadata = {
+  metadataBase: new URL('https://docs.sim.ai'),
+  title: {
+    default: 'Sim Documentation - Visual Workflow Builder for AI Applications',
+    template: '%s',
+  },
+  description:
+    'Comprehensive documentation for Sim - the visual workflow builder for AI applications. Create powerful AI agents, automation workflows, and data processing pipelines by connecting blocks on a canvas—no coding required.',
+  keywords: [
+    'AI workflow builder',
+    'visual workflow editor',
+    'AI automation',
+    'workflow automation',
+    'AI agents',
+    'no-code AI',
+    'drag and drop workflows',
+    'AI integrations',
+    'workflow canvas',
+    'AI Agent Workflow Builder',
+    'workflow orchestration',
+    'agent builder',
+    'AI workflow automation',
+    'visual programming',
+  ],
+  authors: [{ name: 'Sim Team', url: 'https://sim.ai' }],
+  creator: 'Sim',
+  publisher: 'Sim',
+  category: 'Developer Tools',
+  classification: 'Developer Documentation',
+  manifest: '/favicon/site.webmanifest',
+  icons: {
+    icon: [
+      { url: '/favicon/favicon-16x16.png', sizes: '16x16', type: 'image/png' },
+      { url: '/favicon/favicon-32x32.png', sizes: '32x32', type: 'image/png' },
+    ],
+    apple: '/favicon/apple-touch-icon.png',
+    shortcut: '/favicon/favicon.ico',
+  },
+  appleWebApp: {
+    capable: true,
+    statusBarStyle: 'default',
+    title: 'Sim Docs',
+  },
+  openGraph: {
+    type: 'website',
+    locale: 'en_US',
+    alternateLocale: ['es_ES', 'fr_FR', 'de_DE', 'ja_JP', 'zh_CN'],
+    url: 'https://docs.sim.ai',
+    siteName: 'Sim Documentation',
+    title: 'Sim Documentation - Visual Workflow Builder for AI Applications',
+    description:
+      'Comprehensive documentation for Sim - the visual workflow builder for AI applications. Create powerful AI agents, automation workflows, and data processing pipelines.',
+    images: [
+      {
+        url: 'https://docs.sim.ai/api/og?title=Sim%20Documentation',
+        width: 1200,
+        height: 630,
+        alt: 'Sim Documentation',
+      },
+    ],
+  },
+  twitter: {
+    card: 'summary_large_image',
+    title: 'Sim Documentation - Visual Workflow Builder for AI Applications',
+    description:
+      'Comprehensive documentation for Sim - the visual workflow builder for AI applications.',
+    creator: '@simdotai',
+    site: '@simdotai',
+    images: ['https://docs.sim.ai/api/og?title=Sim%20Documentation'],
+  },
+  robots: {
+    index: true,
+    follow: true,
+    googleBot: {
+      index: true,
+      follow: true,
+      'max-video-preview': -1,
+      'max-image-preview': 'large',
+      'max-snippet': -1,
+    },
+  },
+  alternates: {
+    canonical: 'https://docs.sim.ai',
+    languages: {
+      'x-default': 'https://docs.sim.ai',
+      en: 'https://docs.sim.ai',
+      es: 'https://docs.sim.ai/es',
+      fr: 'https://docs.sim.ai/fr',
+      de: 'https://docs.sim.ai/de',
+      ja: 'https://docs.sim.ai/ja',
+      zh: 'https://docs.sim.ai/zh',
+    },
+  },
+}

apps/docs/app/llms-full.txt/route.ts

@@ -0,0 +1,31 @@
+import { getLLMText } from '@/lib/llms'
+import { source } from '@/lib/source'
+
+export const revalidate = false
+
+export async function GET() {
+  try {
+    const pages = source.getPages().filter((page) => {
+      if (!page || !page.data || !page.url) return false
+
+      const pathParts = page.url.split('/').filter(Boolean)
+      const hasLangPrefix = pathParts[0] && ['es', 'fr', 'de', 'ja', 'zh'].includes(pathParts[0])
+
+      return !hasLangPrefix
+    })
+
+    const scan = pages.map((page) => getLLMText(page))
+    const scanned = await Promise.all(scan)
+
+    const filtered = scanned.filter((text) => text && text.length > 0)
+
+    return new Response(filtered.join('\n\n---\n\n'), {
+      headers: {
+        'Content-Type': 'text/plain; charset=utf-8',
+      },
+    })
+  } catch (error) {
+    console.error('Error generating LLM full text:', error)
+    return new Response('Error generating full documentation text', { status: 500 })
+  }
+}

apps/docs/app/llms.mdx/[[...slug]]/route.ts

@@ -0,0 +1,35 @@
+import { notFound } from 'next/navigation'
+import { type NextRequest, NextResponse } from 'next/server'
+import { i18n } from '@/lib/i18n'
+import { getLLMText } from '@/lib/llms'
+import { source } from '@/lib/source'
+
+export const revalidate = false
+
+export async function GET(
+  _request: NextRequest,
+  { params }: { params: Promise<{ slug?: string[] }> }
+) {
+  const { slug } = await params
+
+  let lang: (typeof i18n.languages)[number] = i18n.defaultLanguage
+  let pageSlug = slug
+
+  if (slug && slug.length > 0 && i18n.languages.includes(slug[0] as typeof lang)) {
+    lang = slug[0] as typeof lang
+    pageSlug = slug.slice(1)
+  }
+
+  const page = source.getPage(pageSlug, lang)
+  if (!page) notFound()
+
+  return new NextResponse(await getLLMText(page), {
+    headers: {
+      'Content-Type': 'text/markdown',
+    },
+  })
+}
+
+export function generateStaticParams() {
+  return source.generateParams()
+}

apps/docs/app/llms.txt/route.ts

@@ -0,0 +1,87 @@
+import { source } from '@/lib/source'
+
+export const revalidate = false
+
+export async function GET() {
+  const baseUrl = 'https://docs.sim.ai'
+
+  try {
+    const pages = source.getPages().filter((page) => {
+      if (!page || !page.data || !page.url) return false
+
+      const pathParts = page.url.split('/').filter(Boolean)
+      const hasLangPrefix = pathParts[0] && ['es', 'fr', 'de', 'ja', 'zh'].includes(pathParts[0])
+
+      return !hasLangPrefix
+    })
+
+    const sections: Record<string, Array<{ title: string; url: string; description?: string }>> = {}
+
+    pages.forEach((page) => {
+      const pathParts = page.url.split('/').filter(Boolean)
+      const section =
+        pathParts[0] && ['en', 'es', 'fr', 'de', 'ja', 'zh'].includes(pathParts[0])
+          ? pathParts[1] || 'root'
+          : pathParts[0] || 'root'
+
+      if (!sections[section]) {
+        sections[section] = []
+      }
+
+      sections[section].push({
+        title: page.data.title || 'Untitled',
+        url: `${baseUrl}${page.url}`,
+        description: page.data.description,
+      })
+    })
+
+    const manifest = `# Sim Documentation
+
+> Visual Workflow Builder for AI Applications
+
+Sim is a visual workflow builder for AI applications that lets you build AI agent workflows visually. Create powerful AI agents, automation workflows, and data processing pipelines by connecting blocks on a canvas—no coding required.
+
+## Documentation Overview
+
+This file provides an overview of our documentation. For full content of all pages, see ${baseUrl}/llms-full.txt
+
+## Main Sections
+
+${Object.entries(sections)
+  .map(([section, items]) => {
+    const sectionTitle = section
+      .split('-')
+      .map((word) => word.charAt(0).toUpperCase() + word.slice(1))
+      .join(' ')
+    return `### ${sectionTitle}\n\n${items.map((item) => `- ${item.title}: ${item.url}${item.description ? `\n  ${item.description}` : ''}`).join('\n')}`
+  })
+  .join('\n\n')}
+
+## Additional Resources
+
+- Full documentation content: ${baseUrl}/llms-full.txt
+- Individual page content: ${baseUrl}/llms.mdx/[page-path]
+- API documentation: ${baseUrl}/sdks/
+- Tool integrations: ${baseUrl}/tools/
+
+## Statistics
+
+- Total pages: ${pages.length} (English only)
+- Other languages available at: ${baseUrl}/[lang]/ (es, fr, de, ja, zh)
+
+---
+
+Generated: ${new Date().toISOString()}
+Format: llms.txt v0.1.0
+See: https://llmstxt.org for specification`
+
+    return new Response(manifest, {
+      headers: {
+        'Content-Type': 'text/plain; charset=utf-8',
+      },
+    })
+  } catch (error) {
+    console.error('Error generating LLM manifest:', error)
+    return new Response('Error generating documentation manifest', { status: 500 })
+  }
+}

apps/docs/app/robots.txt/route.ts

@@ -0,0 +1,100 @@
+export const revalidate = false
+
+export async function GET() {
+  const baseUrl = 'https://docs.sim.ai'
+
+  const robotsTxt = `# Robots.txt for Sim Documentation
+# Generated on ${new Date().toISOString()}
+
+User-agent: *
+Allow: /
+
+# Search engine crawlers
+User-agent: Googlebot
+Allow: /
+
+User-agent: Bingbot
+Allow: /
+
+User-agent: Slurp
+Allow: /
+
+User-agent: DuckDuckBot
+Allow: /
+
+User-agent: Baiduspider
+Allow: /
+
+User-agent: YandexBot
+Allow: /
+
+# AI and LLM crawlers - explicitly allowed for documentation indexing
+User-agent: GPTBot
+Allow: /
+
+User-agent: ChatGPT-User
+Allow: /
+
+User-agent: CCBot
+Allow: /
+
+User-agent: anthropic-ai
+Allow: /
+
+User-agent: Claude-Web
+Allow: /
+
+User-agent: Applebot
+Allow: /
+
+User-agent: PerplexityBot
+Allow: /
+
+User-agent: Diffbot
+Allow: /
+
+User-agent: FacebookBot
+Allow: /
+
+User-agent: cohere-ai
+Allow: /
+
+# Disallow admin and internal paths (if any exist)
+Disallow: /.next/
+Disallow: /api/internal/
+Disallow: /_next/static/
+Disallow: /admin/
+
+# Allow but don't prioritize these
+Allow: /api/search
+Allow: /llms.txt
+Allow: /llms-full.txt
+Allow: /llms.mdx/
+
+# Sitemaps
+Sitemap: ${baseUrl}/sitemap.xml
+
+# Crawl delay for aggressive bots (optional)
+# Crawl-delay: 1
+
+# Additional resources for AI indexing
+# See https://github.com/AnswerDotAI/llms-txt for more info
+# LLM-friendly content:
+#   Manifest: ${baseUrl}/llms.txt
+#   Full content: ${baseUrl}/llms-full.txt
+#   Individual pages: ${baseUrl}/llms.mdx/[page-path]
+
+# Multi-language documentation available at:
+# ${baseUrl}/en - English
+# ${baseUrl}/es - Español
+# ${baseUrl}/fr - Français
+# ${baseUrl}/de - Deutsch
+# ${baseUrl}/ja - 日本語
+# ${baseUrl}/zh - 简体中文`
+
+  return new Response(robotsTxt, {
+    headers: {
+      'Content-Type': 'text/plain',
+    },
+  })
+}

apps/docs/app/sitemap.xml/route.ts

@@ -0,0 +1,63 @@
+import { i18n } from '@/lib/i18n'
+import { source } from '@/lib/source'
+
+export const revalidate = false
+
+export async function GET() {
+  const baseUrl = 'https://docs.sim.ai'
+
+  const allPages = source.getPages()
+
+  const getPriority = (url: string): string => {
+    if (url === '/introduction' || url === '/') return '1.0'
+    if (url === '/getting-started') return '0.9'
+    if (url.match(/^\/[^/]+$/)) return '0.8'
+    if (url.includes('/sdks/') || url.includes('/tools/')) return '0.7'
+    return '0.6'
+  }
+
+  const urls = allPages
+    .flatMap((page) => {
+      const urlWithoutLang = page.url.replace(/^\/[a-z]{2}\//, '/')
+
+      return i18n.languages.map((lang) => {
+        const url =
+          lang === i18n.defaultLanguage
+            ? `${baseUrl}${urlWithoutLang}`
+            : `${baseUrl}/${lang}${urlWithoutLang}`
+
+        return `  <url>
+    <loc>${url}</loc>
+    <lastmod>${new Date().toISOString().split('T')[0]}</lastmod>
+    <changefreq>weekly</changefreq>
+    <priority>${getPriority(urlWithoutLang)}</priority>
+    ${i18n.languages.length > 1 ? generateAlternateLinks(baseUrl, urlWithoutLang) : ''}
+  </url>`
+      })
+    })
+    .join('\n')
+
+  const sitemap = `<?xml version="1.0" encoding="UTF-8"?>
+<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:xhtml="http://www.w3.org/1999/xhtml">
+${urls}
+</urlset>`
+
+  return new Response(sitemap, {
+    headers: {
+      'Content-Type': 'application/xml',
+      'Cache-Control': 'public, max-age=3600, s-maxage=3600',
+    },
+  })
+}
+
+function generateAlternateLinks(baseUrl: string, urlWithoutLang: string): string {
+  return i18n.languages
+    .map((lang) => {
+      const url =
+        lang === i18n.defaultLanguage
+          ? `${baseUrl}${urlWithoutLang}`
+          : `${baseUrl}/${lang}${urlWithoutLang}`
+      return `    <xhtml:link rel="alternate" hreflang="${lang}" href="${url}" />`
+    })
+    .join('\n')
+}

apps/docs/cli.json

@@ -0,0 +1,11 @@
+{
+  "aliases": {
+    "uiDir": "./components/ui",
+    "componentsDir": "./components",
+    "blockDir": "./components",
+    "cssDir": "./styles",
+    "libDir": "./lib"
+  },
+  "baseDir": "",
+  "commands": {}
+}

apps/docs/components/docs-layout/page-navigation-arrows.tsx

@@ -0,0 +1,42 @@
+'use client'
+
+import { ChevronLeft, ChevronRight } from 'lucide-react'
+import Link from 'next/link'
+
+interface PageNavigationArrowsProps {
+  previous?: {
+    url: string
+  }
+  next?: {
+    url: string
+  }
+}
+
+export function PageNavigationArrows({ previous, next }: PageNavigationArrowsProps) {
+  if (!previous && !next) return null
+
+  return (
+    <div className='flex items-center gap-2'>
+      {previous && (
+        <Link
+          href={previous.url}
+          className='inline-flex items-center justify-center gap-1.5 rounded-lg border border-border/40 bg-background px-2.5 py-1.5 text-muted-foreground/60 text-sm transition-all hover:border-border hover:bg-accent/50 hover:text-muted-foreground'
+          aria-label='Previous page'
+          title='Previous page'
+        >
+          <ChevronLeft className='h-4 w-4' />
+        </Link>
+      )}
+      {next && (
+        <Link
+          href={next.url}
+          className='inline-flex items-center justify-center gap-1.5 rounded-lg border border-border/40 bg-background px-2.5 py-1.5 text-muted-foreground/60 text-sm transition-all hover:border-border hover:bg-accent/50 hover:text-muted-foreground'
+          aria-label='Next page'
+          title='Next page'
+        >
+          <ChevronRight className='h-4 w-4' />
+        </Link>
+      )}
+    </div>
+  )
+}

apps/docs/components/docs-layout/sidebar-components.tsx

@@ -0,0 +1,206 @@
+'use client'
+
+import { type ReactNode, useEffect, useState } from 'react'
+import type { Folder, Item, Separator } from 'fumadocs-core/page-tree'
+import { ChevronRight } from 'lucide-react'
+import Link from 'next/link'
+import { usePathname } from 'next/navigation'
+import { cn } from '@/lib/utils'
+
+const LANG_PREFIXES = ['/en', '/es', '/fr', '/de', '/ja', '/zh']
+
+function stripLangPrefix(path: string): string {
+  for (const prefix of LANG_PREFIXES) {
+    if (path === prefix) return '/'
+    if (path.startsWith(`${prefix}/`)) return path.slice(prefix.length)
+  }
+  return path
+}
+
+function isActive(url: string, pathname: string, nested = true): boolean {
+  const normalizedPathname = stripLangPrefix(pathname)
+  const normalizedUrl = stripLangPrefix(url)
+  return (
+    normalizedUrl === normalizedPathname ||
+    (nested && normalizedPathname.startsWith(`${normalizedUrl}/`))
+  )
+}
+
+export function SidebarItem({ item }: { item: Item }) {
+  const pathname = usePathname()
+  const active = isActive(item.url, pathname, false)
+
+  return (
+    <Link
+      href={item.url}
+      data-active={active}
+      className={cn(
+        // Mobile styles (default)
+        'flex w-full items-center gap-2 rounded-md px-2 py-1.5 text-sm transition-colors',
+        'text-fd-muted-foreground hover:bg-fd-accent/50 hover:text-fd-accent-foreground',
+        active && 'bg-fd-primary/10 font-medium text-fd-primary',
+        // Desktop styles (lg+)
+        'lg:mb-[0.0625rem] lg:block lg:rounded-md lg:px-2.5 lg:py-1.5 lg:font-normal lg:text-[13px] lg:leading-tight',
+        'lg:text-gray-600 lg:dark:text-gray-400',
+        !active && 'lg:hover:bg-gray-100/60 lg:dark:hover:bg-gray-800/40',
+        active &&
+          'lg:bg-purple-50/80 lg:font-normal lg:text-purple-600 lg:dark:bg-purple-900/15 lg:dark:text-purple-400'
+      )}
+    >
+      {item.name}
+    </Link>
+  )
+}
+
+export function SidebarFolder({ item, children }: { item: Folder; children: ReactNode }) {
+  const pathname = usePathname()
+  const hasActiveChild = checkHasActiveChild(item, pathname)
+  const hasChildren = item.children.length > 0
+  const [open, setOpen] = useState(hasActiveChild)
+
+  useEffect(() => {
+    setOpen(hasActiveChild)
+  }, [hasActiveChild])
+
+  const active = item.index ? isActive(item.index.url, pathname, false) : false
+
+  if (item.index && !hasChildren) {
+    return (
+      <Link
+        href={item.index.url}
+        data-active={active}
+        className={cn(
+          // Mobile styles (default)
+          'flex w-full items-center gap-2 rounded-md px-2 py-1.5 text-sm transition-colors',
+          'text-fd-muted-foreground hover:bg-fd-accent/50 hover:text-fd-accent-foreground',
+          active && 'bg-fd-primary/10 font-medium text-fd-primary',
+          // Desktop styles (lg+)
+          'lg:mb-[0.0625rem] lg:block lg:rounded-md lg:px-2.5 lg:py-1.5 lg:font-normal lg:text-[13px] lg:leading-tight',
+          'lg:text-gray-600 lg:dark:text-gray-400',
+          !active && 'lg:hover:bg-gray-100/60 lg:dark:hover:bg-gray-800/40',
+          active &&
+            'lg:bg-purple-50/80 lg:font-normal lg:text-purple-600 lg:dark:bg-purple-900/15 lg:dark:text-purple-400'
+        )}
+      >
+        {item.name}
+      </Link>
+    )
+  }
+
+  return (
+    <div className='flex flex-col lg:mb-[0.0625rem]'>
+      <div className='flex w-full items-center lg:gap-0.5'>
+        {item.index ? (
+          <Link
+            href={item.index.url}
+            data-active={active}
+            className={cn(
+              // Mobile styles (default)
+              'flex flex-1 items-center gap-2 rounded-md px-2 py-1.5 text-sm transition-colors',
+              'text-fd-muted-foreground hover:bg-fd-accent/50 hover:text-fd-accent-foreground',
+              active && 'bg-fd-primary/10 font-medium text-fd-primary',
+              // Desktop styles (lg+)
+              'lg:block lg:flex-1 lg:rounded-md lg:px-2.5 lg:py-1.5 lg:font-medium lg:text-[13px] lg:leading-tight',
+              'lg:text-gray-800 lg:dark:text-gray-200',
+              !active && 'lg:hover:bg-gray-100/60 lg:dark:hover:bg-gray-800/40',
+              active &&
+                'lg:bg-purple-50/80 lg:text-purple-600 lg:dark:bg-purple-900/15 lg:dark:text-purple-400'
+            )}
+          >
+            {item.name}
+          </Link>
+        ) : (
+          <button
+            onClick={() => setOpen(!open)}
+            className={cn(
+              // Mobile styles (default)
+              'flex flex-1 items-center gap-2 rounded-md px-2 py-1.5 text-sm transition-colors',
+              'text-fd-muted-foreground hover:bg-fd-accent/50',
+              // Desktop styles (lg+)
+              'lg:flex lg:w-full lg:cursor-pointer lg:items-center lg:justify-between lg:rounded-md lg:px-2.5 lg:py-1.5 lg:text-left lg:font-medium lg:text-[13px] lg:leading-tight',
+              'lg:text-gray-800 lg:hover:bg-gray-100/60 lg:dark:text-gray-200 lg:dark:hover:bg-gray-800/40'
+            )}
+          >
+            <span>{item.name}</span>
+            {/* Desktop-only chevron for non-index folders */}
+            <ChevronRight
+              className={cn(
+                'ml-auto hidden h-3 w-3 flex-shrink-0 text-gray-400 transition-transform duration-200 ease-in-out lg:block dark:text-gray-500',
+                open && 'rotate-90'
+              )}
+            />
+          </button>
+        )}
+        {hasChildren && (
+          <button
+            onClick={() => setOpen(!open)}
+            className={cn(
+              // Mobile styles
+              'rounded p-1 hover:bg-fd-accent/50',
+              // Desktop styles
+              'lg:cursor-pointer lg:rounded lg:p-1 lg:transition-colors lg:hover:bg-gray-100/60 lg:dark:hover:bg-gray-800/40'
+            )}
+            aria-label={open ? 'Collapse' : 'Expand'}
+          >
+            <ChevronRight
+              className={cn(
+                // Mobile styles
+                'h-4 w-4 transition-transform',
+                // Desktop styles
+                'lg:h-3 lg:w-3 lg:text-gray-400 lg:duration-200 lg:ease-in-out lg:dark:text-gray-500',
+                open && 'rotate-90'
+              )}
+            />
+          </button>
+        )}
+      </div>
+      {hasChildren && (
+        <div
+          className={cn(
+            'overflow-hidden transition-all duration-200 ease-in-out',
+            open ? 'max-h-[10000px] opacity-100' : 'max-h-0 opacity-0'
+          )}
+        >
+          {/* Mobile: simple indent */}
+          <div className='ml-4 flex flex-col gap-0.5 lg:hidden'>{children}</div>
+          {/* Desktop: styled with border */}
+          <ul className='mt-0.5 ml-2 hidden space-y-[0.0625rem] border-gray-200/60 border-l pl-2.5 lg:block dark:border-gray-700/60'>
+            {children}
+          </ul>
+        </div>
+      )}
+    </div>
+  )
+}
+
+export function SidebarSeparator({ item }: { item: Separator }) {
+  return (
+    <p
+      className={cn(
+        // Mobile styles
+        'mt-4 mb-2 px-2 font-medium text-fd-muted-foreground text-xs',
+        // Desktop styles
+        'lg:mt-4 lg:mb-1.5 lg:px-2.5 lg:font-semibold lg:text-[10px] lg:text-gray-500/80 lg:uppercase lg:tracking-wide lg:dark:text-gray-500'
+      )}
+    >
+      {item.name}
+    </p>
+  )
+}
+
+function checkHasActiveChild(node: Folder, pathname: string): boolean {
+  if (node.index && isActive(node.index.url, pathname)) {
+    return true
+  }
+
+  for (const child of node.children) {
+    if (child.type === 'page' && isActive(child.url, pathname)) {
+      return true
+    }
+    if (child.type === 'folder' && checkHasActiveChild(child, pathname)) {
+      return true
+    }
+  }
+
+  return false
+}

apps/docs/components/docs-layout/toc-footer.tsx

@@ -0,0 +1,41 @@
+'use client'
+
+import { useState } from 'react'
+import { ArrowRight, ChevronRight } from 'lucide-react'
+import Link from 'next/link'
+
+export function TOCFooter() {
+  const [isHovered, setIsHovered] = useState(false)
+
+  return (
+    <div className='sticky bottom-0 mt-6'>
+      <div className='flex flex-col gap-2 rounded-lg border border-border bg-secondary p-6 text-sm'>
+        <div className='text-balance font-semibold text-base leading-tight'>
+          Start building today
+        </div>
+        <div className='text-muted-foreground'>Trusted by over 60,000 builders.</div>
+        <div className='text-muted-foreground'>
+          Build Agentic workflows visually on a drag-and-drop canvas or with natural language.
+        </div>
+        <Link
+          href='https://sim.ai/signup'
+          target='_blank'
+          rel='noopener noreferrer'
+          onMouseEnter={() => setIsHovered(true)}
+          onMouseLeave={() => setIsHovered(false)}
+          className='group mt-2 inline-flex h-8 w-fit items-center justify-center gap-1 whitespace-nowrap rounded-[10px] border border-[#6F3DFA] bg-gradient-to-b from-[#8357FF] to-[#6F3DFA] px-3 pr-[10px] pl-[12px] font-medium text-sm text-white shadow-[inset_0_2px_4px_0_#9B77FF] outline-none transition-all hover:shadow-lg focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50'
+          aria-label='Get started with Sim - Sign up for free'
+        >
+          <span>Get started</span>
+          <span className='inline-flex transition-transform duration-200 group-hover:translate-x-0.5'>
+            {isHovered ? (
+              <ArrowRight className='h-4 w-4' aria-hidden='true' />
+            ) : (
+              <ChevronRight className='h-4 w-4' aria-hidden='true' />
+            )}
+          </span>
+        </Link>
+      </div>
+    </div>
+  )
+}

apps/docs/components/navbar/navbar.tsx

@@ -0,0 +1,66 @@
+'use client'
+
+import Image from 'next/image'
+import Link from 'next/link'
+import { LanguageDropdown } from '@/components/ui/language-dropdown'
+import { SearchTrigger } from '@/components/ui/search-trigger'
+import { ThemeToggle } from '@/components/ui/theme-toggle'
+
+export function Navbar() {
+  return (
+    <nav
+      className='sticky top-0 z-50 border-border/50 border-b'
+      style={{
+        backdropFilter: 'blur(25px) saturate(180%)',
+        WebkitBackdropFilter: 'blur(25px) saturate(180%)',
+      }}
+    >
+      {/* Desktop: Single row layout */}
+      <div className='hidden h-16 w-full items-center lg:flex'>
+        <div
+          className='relative flex w-full items-center justify-between'
+          style={{
+            paddingLeft: 'calc(var(--sidebar-offset) + 32px)',
+            paddingRight: 'calc(var(--toc-offset) + 60px)',
+          }}
+        >
+          {/* Left cluster: logo */}
+          <div className='flex items-center'>
+            <Link href='/' className='flex min-w-[100px] items-center'>
+              <Image
+                src='/static/logo.png'
+                alt='Sim'
+                width={72}
+                height={28}
+                className='h-7 w-auto'
+              />
+            </Link>
+          </div>
+
+          {/* Center cluster: search - absolutely positioned to center */}
+          <div className='-translate-x-1/2 absolute left-1/2 flex items-center justify-center'>
+            <SearchTrigger />
+          </div>
+
+          {/* Right cluster aligns with TOC edge */}
+          <div className='flex items-center gap-4'>
+            <Link
+              href='https://sim.ai'
+              target='_blank'
+              rel='noopener noreferrer'
+              className='rounded-xl px-3 py-2 font-normal text-[0.9375rem] text-foreground/60 leading-[1.4] transition-colors hover:bg-foreground/8 hover:text-foreground'
+              style={{
+                fontFamily:
+                  '-apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif',
+              }}
+            >
+              Platform
+            </Link>
+            <LanguageDropdown />
+            <ThemeToggle />
+          </div>
+        </div>
+      </div>
+    </nav>
+  )
+}

apps/docs/components/page-actions.tsx

@@ -0,0 +1,60 @@
+'use client'
+
+import { useState } from 'react'
+import { useCopyButton } from 'fumadocs-ui/utils/use-copy-button'
+import { Check, Copy } from 'lucide-react'
+
+const cache = new Map<string, string>()
+
+export function LLMCopyButton({
+  markdownUrl,
+}: {
+  /**
+   * A URL to fetch the raw Markdown/MDX content of page
+   */
+  markdownUrl: string
+}) {
+  const [isLoading, setLoading] = useState(false)
+  const [checked, onClick] = useCopyButton(async () => {
+    const cached = cache.get(markdownUrl)
+    if (cached) return navigator.clipboard.writeText(cached)
+
+    setLoading(true)
+
+    try {
+      await navigator.clipboard.write([
+        new ClipboardItem({
+          'text/plain': fetch(markdownUrl).then(async (res) => {
+            const content = await res.text()
+            cache.set(markdownUrl, content)
+
+            return content
+          }),
+        }),
+      ])
+    } finally {
+      setLoading(false)
+    }
+  })
+
+  return (
+    <button
+      disabled={isLoading}
+      onClick={onClick}
+      className='flex cursor-pointer items-center gap-1.5 rounded-lg border border-border/40 bg-background px-2.5 py-2 text-muted-foreground/60 text-sm leading-none transition-all hover:border-border hover:bg-accent/50 hover:text-muted-foreground'
+      aria-label={checked ? 'Copied to clipboard' : 'Copy page content'}
+    >
+      {checked ? (
+        <>
+          <Check className='h-3.5 w-3.5' />
+          <span>Copied</span>
+        </>
+      ) : (
+        <>
+          <Copy className='h-3.5 w-3.5' />
+          <span>Copy page</span>
+        </>
+      )}
+    </button>
+  )
+}

apps/docs/components/structured-data.tsx

@@ -0,0 +1,174 @@
+import Script from 'next/script'
+
+interface StructuredDataProps {
+  title: string
+  description: string
+  url: string
+  lang: string
+  dateModified?: string
+  breadcrumb?: Array<{ name: string; url: string }>
+}
+
+export function StructuredData({
+  title,
+  description,
+  url,
+  lang,
+  dateModified,
+  breadcrumb,
+}: StructuredDataProps) {
+  const baseUrl = 'https://docs.sim.ai'
+
+  const articleStructuredData = {
+    '@context': 'https://schema.org',
+    '@type': 'TechArticle',
+    headline: title,
+    description: description,
+    url: url,
+    datePublished: dateModified || new Date().toISOString(),
+    dateModified: dateModified || new Date().toISOString(),
+    author: {
+      '@type': 'Organization',
+      name: 'Sim Team',
+      url: baseUrl,
+    },
+    publisher: {
+      '@type': 'Organization',
+      name: 'Sim',
+      url: baseUrl,
+      logo: {
+        '@type': 'ImageObject',
+        url: `${baseUrl}/static/logo.png`,
+      },
+    },
+    mainEntityOfPage: {
+      '@type': 'WebPage',
+      '@id': url,
+    },
+    inLanguage: lang,
+    isPartOf: {
+      '@type': 'WebSite',
+      name: 'Sim Documentation',
+      url: baseUrl,
+    },
+    potentialAction: {
+      '@type': 'ReadAction',
+      target: url,
+    },
+  }
+
+  const breadcrumbStructuredData = breadcrumb && {
+    '@context': 'https://schema.org',
+    '@type': 'BreadcrumbList',
+    itemListElement: breadcrumb.map((item, index) => ({
+      '@type': 'ListItem',
+      position: index + 1,
+      name: item.name,
+      item: item.url,
+    })),
+  }
+
+  const websiteStructuredData = url === baseUrl && {
+    '@context': 'https://schema.org',
+    '@type': 'WebSite',
+    name: 'Sim Documentation',
+    url: baseUrl,
+    description:
+      'Comprehensive documentation for Sim visual workflow builder for AI applications. Create powerful AI agents, automation workflows, and data processing pipelines.',
+    publisher: {
+      '@type': 'Organization',
+      name: 'Sim',
+      url: baseUrl,
+    },
+    potentialAction: {
+      '@type': 'SearchAction',
+      target: {
+        '@type': 'EntryPoint',
+        urlTemplate: `${baseUrl}/search?q={search_term_string}`,
+      },
+      'query-input': 'required name=search_term_string',
+    },
+    inLanguage: ['en', 'es', 'fr', 'de', 'ja', 'zh'],
+  }
+
+  const faqStructuredData = title.toLowerCase().includes('faq') && {
+    '@context': 'https://schema.org',
+    '@type': 'FAQPage',
+    mainEntity: [],
+  }
+
+  const softwareStructuredData = {
+    '@context': 'https://schema.org',
+    '@type': 'SoftwareApplication',
+    name: 'Sim',
+    applicationCategory: 'DeveloperApplication',
+    operatingSystem: 'Any',
+    description:
+      'Visual workflow builder for AI applications. Create powerful AI agents, automation workflows, and data processing pipelines by connecting blocks on a canvas—no coding required.',
+    url: baseUrl,
+    author: {
+      '@type': 'Organization',
+      name: 'Sim Team',
+    },
+    offers: {
+      '@type': 'Offer',
+      category: 'Developer Tools',
+    },
+    featureList: [
+      'Visual workflow builder with drag-and-drop interface',
+      'AI agent creation and automation',
+      '80+ built-in integrations',
+      'Real-time team collaboration',
+      'Multiple deployment options',
+      'Custom integrations via MCP protocol',
+    ],
+  }
+
+  return (
+    <>
+      <Script
+        id='article-structured-data'
+        type='application/ld+json'
+        dangerouslySetInnerHTML={{
+          __html: JSON.stringify(articleStructuredData),
+        }}
+      />
+      {breadcrumbStructuredData && (
+        <Script
+          id='breadcrumb-structured-data'
+          type='application/ld+json'
+          dangerouslySetInnerHTML={{
+            __html: JSON.stringify(breadcrumbStructuredData),
+          }}
+        />
+      )}
+      {websiteStructuredData && (
+        <Script
+          id='website-structured-data'
+          type='application/ld+json'
+          dangerouslySetInnerHTML={{
+            __html: JSON.stringify(websiteStructuredData),
+          }}
+        />
+      )}
+      {faqStructuredData && (
+        <Script
+          id='faq-structured-data'
+          type='application/ld+json'
+          dangerouslySetInnerHTML={{
+            __html: JSON.stringify(faqStructuredData),
+          }}
+        />
+      )}
+      {url === baseUrl && (
+        <Script
+          id='software-structured-data'
+          type='application/ld+json'
+          dangerouslySetInnerHTML={{
+            __html: JSON.stringify(softwareStructuredData),
+          }}
+        />
+      )}
+    </>
+  )
+}

apps/docs/components/ui/block-info-card.tsx

@@ -0,0 +1,40 @@
+'use client'
+
+import type * as React from 'react'
+import { blockTypeToIconMap } from '@/components/ui/icon-mapping'
+
+interface BlockInfoCardProps {
+  type: string
+  color: string
+  icon?: React.ComponentType<{ className?: string }>
+  iconSvg?: string // Deprecated: Use automatic icon resolution instead
+}
+
+export function BlockInfoCard({
+  type,
+  color,
+  icon: IconComponent,
+  iconSvg,
+}: BlockInfoCardProps): React.ReactNode {
+  // Auto-resolve icon component from block type if not explicitly provided
+  const ResolvedIcon = IconComponent || blockTypeToIconMap[type] || null
+
+  return (
+    <div className='mb-6 overflow-hidden rounded-lg border border-border'>
+      <div className='flex items-center justify-center p-6'>
+        <div
+          className='flex h-20 w-20 items-center justify-center rounded-lg'
+          style={{ background: color }}
+        >
+          {ResolvedIcon ? (
+            <ResolvedIcon className='h-10 w-10 text-white' />
+          ) : iconSvg ? (
+            <div className='h-10 w-10 text-white' dangerouslySetInnerHTML={{ __html: iconSvg }} />
+          ) : (
+            <div className='font-mono text-xl opacity-70'>{type.substring(0, 2)}</div>
+          )}
+        </div>
+      </div>
+    </div>
+  )
+}

apps/docs/components/ui/button.tsx

@@ -0,0 +1,27 @@
+import { cva, type VariantProps } from 'class-variance-authority'
+
+const variants = {
+  primary: 'bg-fd-primary text-fd-primary-foreground hover:bg-fd-primary/80',
+  outline: 'border hover:bg-fd-accent hover:text-fd-accent-foreground',
+  ghost: 'hover:bg-fd-accent hover:text-fd-accent-foreground',
+  secondary:
+    'border bg-fd-secondary text-fd-secondary-foreground hover:bg-fd-accent hover:text-fd-accent-foreground',
+} as const
+
+export const buttonVariants = cva(
+  'inline-flex items-center justify-center rounded-md p-2 text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring',
+  {
+    variants: {
+      variant: variants,
+      color: variants,
+      size: {
+        sm: 'gap-1 px-2 py-1.5 text-xs',
+        icon: 'p-1.5 [&_svg]:size-5',
+        'icon-sm': 'p-1.5 [&_svg]:size-4.5',
+        'icon-xs': 'p-1 [&_svg]:size-4',
+      },
+    },
+  }
+)
+
+export type ButtonProps = VariantProps<typeof buttonVariants>

apps/docs/components/ui/code-block.tsx

@@ -0,0 +1,50 @@
+'use client'
+
+import { useState } from 'react'
+import { CodeBlock as FumadocsCodeBlock } from 'fumadocs-ui/components/codeblock'
+import { Check, Copy } from 'lucide-react'
+import { cn } from '@/lib/utils'
+
+export function CodeBlock(props: React.ComponentProps<typeof FumadocsCodeBlock>) {
+  const [copied, setCopied] = useState(false)
+
+  const handleCopy = async (text: string) => {
+    await navigator.clipboard.writeText(text)
+    setCopied(true)
+    setTimeout(() => setCopied(false), 2000)
+  }
+
+  return (
+    <FumadocsCodeBlock
+      {...props}
+      Actions={({ children, className }) => (
+        <div className={cn('empty:hidden', className)}>
+          {/* Custom copy button */}
+          <button
+            type='button'
+            aria-label={copied ? 'Copied Text' : 'Copy Text'}
+            onClick={(e) => {
+              const pre = (e.currentTarget as HTMLElement)
+                .closest('.nd-codeblock')
+                ?.querySelector('pre')
+              if (pre) handleCopy(pre.textContent || '')
+            }}
+            className={cn(
+              'cursor-pointer rounded-md p-2 transition-all',
+              'border border-border bg-background/80 hover:bg-muted',
+              'backdrop-blur-sm'
+            )}
+          >
+            <span className='flex items-center justify-center'>
+              {copied ? (
+                <Check size={16} className='text-green-600 dark:text-green-400' />
+              ) : (
+                <Copy size={16} className='text-muted-foreground' />
+              )}
+            </span>
+          </button>
+        </div>
+      )}
+    />
+  )
+}

apps/docs/components/ui/heading.tsx

@@ -0,0 +1,58 @@
+'use client'
+
+import { type ComponentPropsWithoutRef, useState } from 'react'
+import { Check, Link } from 'lucide-react'
+import { cn } from '@/lib/utils'
+
+type HeadingTag = 'h1' | 'h2' | 'h3' | 'h4' | 'h5' | 'h6'
+
+interface HeadingProps extends ComponentPropsWithoutRef<'h1'> {
+  as?: HeadingTag
+}
+
+export function Heading({ as, className, ...props }: HeadingProps) {
+  const [copied, setCopied] = useState(false)
+  const As = as ?? 'h1'
+
+  if (!props.id) {
+    return <As className={className} {...props} />
+  }
+
+  const handleClick = async (e: React.MouseEvent) => {
+    e.preventDefault()
+
+    const url = `${window.location.origin}${window.location.pathname}#${props.id}`
+
+    try {
+      await navigator.clipboard.writeText(url)
+      setCopied(true)
+
+      // Update URL hash without scrolling
+      window.history.pushState(null, '', `#${props.id}`)
+
+      setTimeout(() => setCopied(false), 2000)
+    } catch {
+      // Fallback: just navigate to the anchor
+      window.location.hash = props.id as string
+    }
+  }
+
+  return (
+    <As className={cn('group flex scroll-m-28 flex-row items-center gap-2', className)} {...props}>
+      <a data-card='' href={`#${props.id}`} className='peer' onClick={handleClick}>
+        {props.children}
+      </a>
+      {copied ? (
+        <Check
+          aria-hidden
+          className='size-3.5 shrink-0 text-green-500 opacity-100 transition-opacity'
+        />
+      ) : (
+        <Link
+          aria-hidden
+          className='size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity group-hover:opacity-100 peer-hover:opacity-100'
+        />
+      )}
+    </As>
+  )
+}

apps/docs/components/ui/icon-mapping.ts

@@ -0,0 +1,248 @@
+// Auto-generated file - do not edit manually
+// Generated by scripts/generate-docs.ts
+// Maps block types to their icon component references
+
+import type { ComponentType, SVGProps } from 'react'
+import {
+  AhrefsIcon,
+  AirtableIcon,
+  ApifyIcon,
+  ApolloIcon,
+  ArxivIcon,
+  AsanaIcon,
+  BrainIcon,
+  BrowserUseIcon,
+  CalendlyIcon,
+  CirclebackIcon,
+  ClayIcon,
+  ConfluenceIcon,
+  CursorIcon,
+  DatadogIcon,
+  DiscordIcon,
+  DocumentIcon,
+  DropboxIcon,
+  DuckDuckGoIcon,
+  DynamoDBIcon,
+  ElasticsearchIcon,
+  ElevenLabsIcon,
+  ExaAIIcon,
+  EyeIcon,
+  FirecrawlIcon,
+  FirefliesIcon,
+  GithubIcon,
+  GitLabIcon,
+  GmailIcon,
+  GoogleCalendarIcon,
+  GoogleDocsIcon,
+  GoogleDriveIcon,
+  GoogleFormsIcon,
+  GoogleGroupsIcon,
+  GoogleIcon,
+  GoogleSheetsIcon,
+  GoogleSlidesIcon,
+  GoogleVaultIcon,
+  GrafanaIcon,
+  GrainIcon,
+  GreptileIcon,
+  HubspotIcon,
+  HuggingFaceIcon,
+  HunterIOIcon,
+  ImageIcon,
+  IncidentioIcon,
+  IntercomIcon,
+  JinaAIIcon,
+  JiraIcon,
+  JiraServiceManagementIcon,
+  KalshiIcon,
+  LinearIcon,
+  LinkedInIcon,
+  LinkupIcon,
+  MailchimpIcon,
+  MailgunIcon,
+  MailServerIcon,
+  Mem0Icon,
+  MicrosoftExcelIcon,
+  MicrosoftOneDriveIcon,
+  MicrosoftPlannerIcon,
+  MicrosoftSharepointIcon,
+  MicrosoftTeamsIcon,
+  MistralIcon,
+  MongoDBIcon,
+  MySQLIcon,
+  Neo4jIcon,
+  NotionIcon,
+  OpenAIIcon,
+  OutlookIcon,
+  PackageSearchIcon,
+  ParallelIcon,
+  PerplexityIcon,
+  PineconeIcon,
+  PipedriveIcon,
+  PolymarketIcon,
+  PostgresIcon,
+  PosthogIcon,
+  QdrantIcon,
+  RDSIcon,
+  RedditIcon,
+  ResendIcon,
+  S3Icon,
+  SalesforceIcon,
+  SearchIcon,
+  SendgridIcon,
+  SentryIcon,
+  SerperIcon,
+  ServiceNowIcon,
+  SftpIcon,
+  ShopifyIcon,
+  SlackIcon,
+  SmtpIcon,
+  SpotifyIcon,
+  SQSIcon,
+  SshIcon,
+  STTIcon,
+  StagehandIcon,
+  StripeIcon,
+  SupabaseIcon,
+  TavilyIcon,
+  TelegramIcon,
+  TranslateIcon,
+  TrelloIcon,
+  TTSIcon,
+  TwilioIcon,
+  TypeformIcon,
+  VideoIcon,
+  WealthboxIcon,
+  WebflowIcon,
+  WhatsAppIcon,
+  WikipediaIcon,
+  WordpressIcon,
+  xIcon,
+  YouTubeIcon,
+  ZendeskIcon,
+  ZepIcon,
+  ZoomIcon,
+} from '@/components/icons'
+
+type IconComponent = ComponentType<SVGProps<SVGSVGElement>>
+
+export const blockTypeToIconMap: Record<string, IconComponent> = {
+  ahrefs: AhrefsIcon,
+  airtable: AirtableIcon,
+  apify: ApifyIcon,
+  apollo: ApolloIcon,
+  arxiv: ArxivIcon,
+  asana: AsanaIcon,
+  browser_use: BrowserUseIcon,
+  calendly: CalendlyIcon,
+  circleback: CirclebackIcon,
+  clay: ClayIcon,
+  confluence: ConfluenceIcon,
+  cursor: CursorIcon,
+  datadog: DatadogIcon,
+  discord: DiscordIcon,
+  dropbox: DropboxIcon,
+  duckduckgo: DuckDuckGoIcon,
+  dynamodb: DynamoDBIcon,
+  elasticsearch: ElasticsearchIcon,
+  elevenlabs: ElevenLabsIcon,
+  exa: ExaAIIcon,
+  file: DocumentIcon,
+  firecrawl: FirecrawlIcon,
+  fireflies: FirefliesIcon,
+  github: GithubIcon,
+  gitlab: GitLabIcon,
+  gmail: GmailIcon,
+  google_calendar: GoogleCalendarIcon,
+  google_docs: GoogleDocsIcon,
+  google_drive: GoogleDriveIcon,
+  google_forms: GoogleFormsIcon,
+  google_groups: GoogleGroupsIcon,
+  google_search: GoogleIcon,
+  google_sheets: GoogleSheetsIcon,
+  google_slides: GoogleSlidesIcon,
+  google_vault: GoogleVaultIcon,
+  grafana: GrafanaIcon,
+  grain: GrainIcon,
+  greptile: GreptileIcon,
+  hubspot: HubspotIcon,
+  huggingface: HuggingFaceIcon,
+  hunter: HunterIOIcon,
+  image_generator: ImageIcon,
+  imap: MailServerIcon,
+  incidentio: IncidentioIcon,
+  intercom: IntercomIcon,
+  jina: JinaAIIcon,
+  jira: JiraIcon,
+  jira_service_management: JiraServiceManagementIcon,
+  kalshi: KalshiIcon,
+  knowledge: PackageSearchIcon,
+  linear: LinearIcon,
+  linkedin: LinkedInIcon,
+  linkup: LinkupIcon,
+  mailchimp: MailchimpIcon,
+  mailgun: MailgunIcon,
+  mem0: Mem0Icon,
+  memory: BrainIcon,
+  microsoft_excel: MicrosoftExcelIcon,
+  microsoft_planner: MicrosoftPlannerIcon,
+  microsoft_teams: MicrosoftTeamsIcon,
+  mistral_parse: MistralIcon,
+  mongodb: MongoDBIcon,
+  mysql: MySQLIcon,
+  neo4j: Neo4jIcon,
+  notion: NotionIcon,
+  onedrive: MicrosoftOneDriveIcon,
+  openai: OpenAIIcon,
+  outlook: OutlookIcon,
+  parallel_ai: ParallelIcon,
+  perplexity: PerplexityIcon,
+  pinecone: PineconeIcon,
+  pipedrive: PipedriveIcon,
+  polymarket: PolymarketIcon,
+  postgresql: PostgresIcon,
+  posthog: PosthogIcon,
+  qdrant: QdrantIcon,
+  rds: RDSIcon,
+  reddit: RedditIcon,
+  resend: ResendIcon,
+  s3: S3Icon,
+  salesforce: SalesforceIcon,
+  search: SearchIcon,
+  sendgrid: SendgridIcon,
+  sentry: SentryIcon,
+  serper: SerperIcon,
+  servicenow: ServiceNowIcon,
+  sftp: SftpIcon,
+  sharepoint: MicrosoftSharepointIcon,
+  shopify: ShopifyIcon,
+  slack: SlackIcon,
+  smtp: SmtpIcon,
+  spotify: SpotifyIcon,
+  sqs: SQSIcon,
+  ssh: SshIcon,
+  stagehand: StagehandIcon,
+  stripe: StripeIcon,
+  stt: STTIcon,
+  supabase: SupabaseIcon,
+  tavily: TavilyIcon,
+  telegram: TelegramIcon,
+  thinking: BrainIcon,
+  translate: TranslateIcon,
+  trello: TrelloIcon,
+  tts: TTSIcon,
+  twilio_sms: TwilioIcon,
+  twilio_voice: TwilioIcon,
+  typeform: TypeformIcon,
+  video_generator: VideoIcon,
+  vision: EyeIcon,
+  wealthbox: WealthboxIcon,
+  webflow: WebflowIcon,
+  whatsapp: WhatsAppIcon,
+  wikipedia: WikipediaIcon,
+  wordpress: WordpressIcon,
+  x: xIcon,
+  youtube: YouTubeIcon,
+  zendesk: ZendeskIcon,
+  zep: ZepIcon,
+  zoom: ZoomIcon,
+}

apps/docs/components/ui/image.tsx

@@ -0,0 +1,53 @@
+'use client'
+
+import { useState } from 'react'
+import NextImage, { type ImageProps as NextImageProps } from 'next/image'
+import { Lightbox } from '@/components/ui/lightbox'
+import { cn } from '@/lib/utils'
+
+interface ImageProps extends Omit<NextImageProps, 'className'> {
+  className?: string
+  enableLightbox?: boolean
+}
+
+export function Image({
+  className = 'w-full',
+  enableLightbox = true,
+  alt = '',
+  src,
+  ...props
+}: ImageProps) {
+  const [isLightboxOpen, setIsLightboxOpen] = useState(false)
+
+  const handleImageClick = () => {
+    if (enableLightbox) {
+      setIsLightboxOpen(true)
+    }
+  }
+
+  return (
+    <>
+      <NextImage
+        className={cn(
+          'overflow-hidden rounded-xl border border-border object-cover shadow-sm',
+          enableLightbox && 'cursor-pointer transition-opacity hover:opacity-90',
+          className
+        )}
+        alt={alt}
+        src={src}
+        onClick={handleImageClick}
+        {...props}
+      />
+
+      {enableLightbox && (
+        <Lightbox
+          isOpen={isLightboxOpen}
+          onClose={() => setIsLightboxOpen(false)}
+          src={typeof src === 'string' ? src : String(src)}
+          alt={alt}
+          type='image'
+        />
+      )}
+    </>
+  )
+}

apps/docs/components/ui/language-dropdown.tsx

@@ -0,0 +1,129 @@
+'use client'
+
+import { useEffect, useState } from 'react'
+import { Check, ChevronRight } from 'lucide-react'
+import { useParams, usePathname, useRouter } from 'next/navigation'
+
+const languages = {
+  en: { name: 'English', flag: '🇺🇸' },
+  es: { name: 'Español', flag: '🇪🇸' },
+  fr: { name: 'Français', flag: '🇫🇷' },
+  de: { name: 'Deutsch', flag: '🇩🇪' },
+  ja: { name: '日本語', flag: '🇯🇵' },
+  zh: { name: '简体中文', flag: '🇨🇳' },
+}
+
+export function LanguageDropdown() {
+  const [isOpen, setIsOpen] = useState(false)
+  const pathname = usePathname()
+  const params = useParams()
+  const router = useRouter()
+
+  const [currentLang, setCurrentLang] = useState(() => {
+    const langFromParams = params?.lang as string
+    return langFromParams && Object.keys(languages).includes(langFromParams) ? langFromParams : 'en'
+  })
+
+  useEffect(() => {
+    const langFromParams = params?.lang as string
+
+    if (langFromParams && Object.keys(languages).includes(langFromParams)) {
+      if (langFromParams !== currentLang) {
+        setCurrentLang(langFromParams)
+      }
+    } else {
+      if (currentLang !== 'en') {
+        setCurrentLang('en')
+      }
+    }
+  }, [params, currentLang])
+
+  const handleLanguageChange = (locale: string) => {
+    if (locale === currentLang) {
+      setIsOpen(false)
+      return
+    }
+
+    setIsOpen(false)
+
+    const segments = pathname.split('/').filter(Boolean)
+
+    if (segments[0] && Object.keys(languages).includes(segments[0])) {
+      segments.shift()
+    }
+
+    let newPath = ''
+    if (locale === 'en') {
+      newPath = segments.length > 0 ? `/${segments.join('/')}` : '/introduction'
+    } else {
+      newPath = `/${locale}${segments.length > 0 ? `/${segments.join('/')}` : '/introduction'}`
+    }
+
+    router.push(newPath)
+  }
+
+  useEffect(() => {
+    if (!isOpen) return
+    const onKey = (e: KeyboardEvent) => {
+      if (e.key === 'Escape') setIsOpen(false)
+    }
+    window.addEventListener('keydown', onKey)
+    return () => window.removeEventListener('keydown', onKey)
+  }, [isOpen])
+
+  return (
+    <div className='relative'>
+      <button
+        onClick={(e) => {
+          e.preventDefault()
+          e.stopPropagation()
+          setIsOpen(!isOpen)
+        }}
+        aria-haspopup='listbox'
+        aria-expanded={isOpen}
+        aria-controls='language-menu'
+        className='flex cursor-pointer items-center gap-1.5 rounded-xl px-3 py-2 font-normal text-[0.9375rem] text-foreground/60 leading-[1.4] transition-colors hover:bg-foreground/8 hover:text-foreground focus:outline-none focus-visible:ring-2 focus-visible:ring-ring'
+        style={{
+          fontFamily:
+            '-apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif',
+        }}
+      >
+        <span>{languages[currentLang as keyof typeof languages]?.name}</span>
+        <ChevronRight className='h-3.5 w-3.5' />
+      </button>
+
+      {isOpen && (
+        <>
+          <div className='fixed inset-0 z-[1000]' aria-hidden onClick={() => setIsOpen(false)} />
+          <div
+            id='language-menu'
+            role='listbox'
+            className='absolute top-full right-0 z-[1001] mt-1 max-h-[75vh] w-56 overflow-auto rounded-xl border border-border/50 bg-white shadow-2xl md:w-44 md:bg-background/95 md:backdrop-blur-md dark:bg-neutral-950 md:dark:bg-background/95'
+          >
+            {Object.entries(languages).map(([code, lang]) => (
+              <button
+                key={code}
+                onClick={(e) => {
+                  e.preventDefault()
+                  e.stopPropagation()
+                  handleLanguageChange(code)
+                }}
+                role='option'
+                aria-selected={currentLang === code}
+                className={`flex w-full cursor-pointer items-center gap-3 px-3 py-3 text-base transition-colors first:rounded-t-xl last:rounded-b-xl hover:bg-muted/80 focus:outline-none focus-visible:ring-2 focus-visible:ring-ring md:gap-2 md:px-2.5 md:py-2 md:text-sm ${
+                  currentLang === code ? 'bg-muted/60 font-medium text-primary' : 'text-foreground'
+                }`}
+              >
+                <span className='text-base md:text-sm'>{lang.flag}</span>
+                <span className='leading-none'>{lang.name}</span>
+                {currentLang === code && (
+                  <Check className='ml-auto h-4 w-4 text-primary md:h-3.5 md:w-3.5' />
+                )}
+              </button>
+            ))}
+          </div>
+        </>
+      )}
+    </div>
+  )
+}

apps/docs/components/ui/lightbox.tsx

@@ -0,0 +1,74 @@
+'use client'
+
+import { useEffect, useRef } from 'react'
+import { getAssetUrl } from '@/lib/utils'
+
+interface LightboxProps {
+  isOpen: boolean
+  onClose: () => void
+  src: string
+  alt: string
+  type: 'image' | 'video'
+}
+
+export function Lightbox({ isOpen, onClose, src, alt, type }: LightboxProps) {
+  const overlayRef = useRef<HTMLDivElement>(null)
+
+  useEffect(() => {
+    const handleKeyDown = (event: KeyboardEvent) => {
+      if (event.key === 'Escape') {
+        onClose()
+      }
+    }
+
+    const handleClickOutside = (event: MouseEvent) => {
+      if (overlayRef.current && event.target === overlayRef.current) {
+        onClose()
+      }
+    }
+
+    if (isOpen) {
+      document.addEventListener('keydown', handleKeyDown)
+      document.addEventListener('click', handleClickOutside)
+      document.body.style.overflow = 'hidden'
+    }
+
+    return () => {
+      document.removeEventListener('keydown', handleKeyDown)
+      document.removeEventListener('click', handleClickOutside)
+      document.body.style.overflow = 'unset'
+    }
+  }, [isOpen, onClose])
+
+  if (!isOpen) return null
+
+  return (
+    <div
+      ref={overlayRef}
+      className='fixed inset-0 z-50 flex items-center justify-center bg-black/80 p-12 backdrop-blur-sm'
+      role='dialog'
+      aria-modal='true'
+      aria-label='Media viewer'
+    >
+      <div className='relative max-h-full max-w-full overflow-hidden rounded-xl shadow-2xl'>
+        {type === 'image' ? (
+          <img
+            src={src}
+            alt={alt}
+            className='max-h-[calc(100vh-6rem)] max-w-[calc(100vw-6rem)] rounded-xl object-contain'
+            loading='lazy'
+          />
+        ) : (
+          <video
+            src={getAssetUrl(src)}
+            autoPlay
+            loop
+            muted
+            playsInline
+            className='max-h-[calc(100vh-6rem)] max-w-[calc(100vw-6rem)] rounded-xl outline-none focus:outline-none'
+          />
+        )}
+      </div>
+    </div>
+  )
+}

apps/docs/components/ui/search-trigger.tsx

@@ -0,0 +1,38 @@
+'use client'
+
+import { Search } from 'lucide-react'
+
+export function SearchTrigger() {
+  const handleClick = () => {
+    const event = new KeyboardEvent('keydown', {
+      key: 'k',
+      metaKey: true,
+      bubbles: true,
+    })
+    document.dispatchEvent(event)
+  }
+
+  return (
+    <button
+      type='button'
+      className='flex h-10 w-[460px] cursor-pointer items-center gap-2 rounded-xl border border-border/50 px-3 py-2 text-sm backdrop-blur-xl transition-colors hover:border-border'
+      style={{
+        backgroundColor: 'hsla(0, 0%, 5%, 0.85)',
+        backdropFilter: 'blur(33px) saturate(180%)',
+        WebkitBackdropFilter: 'blur(33px) saturate(180%)',
+        color: 'rgba(255, 255, 255, 0.6)',
+      }}
+      onClick={handleClick}
+    >
+      <Search className='h-4 w-4' />
+      <span>Search...</span>
+      <kbd
+        className='ml-auto flex items-center gap-0.5 font-medium'
+        style={{ color: 'rgba(255, 255, 255, 0.6)' }}
+      >
+        <span style={{ fontSize: '15px', lineHeight: '1' }}>⌘</span>
+        <span style={{ fontSize: '13px', lineHeight: '1' }}>K</span>
+      </kbd>
+    </button>
+  )
+}

apps/docs/components/ui/theme-toggle.tsx

@@ -0,0 +1,32 @@
+'use client'
+
+import { useEffect, useState } from 'react'
+import { Moon, Sun } from 'lucide-react'
+import { useTheme } from 'next-themes'
+
+export function ThemeToggle() {
+  const { theme, setTheme } = useTheme()
+  const [mounted, setMounted] = useState(false)
+
+  useEffect(() => {
+    setMounted(true)
+  }, [])
+
+  if (!mounted) {
+    return (
+      <button className='flex cursor-pointer items-center justify-center rounded-md p-1 text-muted-foreground'>
+        <Moon className='h-4 w-4' />
+      </button>
+    )
+  }
+
+  return (
+    <button
+      onClick={() => setTheme(theme === 'dark' ? 'light' : 'dark')}
+      className='flex cursor-pointer items-center justify-center rounded-md p-1 text-muted-foreground transition-colors hover:text-foreground'
+      aria-label='Toggle theme'
+    >
+      {theme === 'dark' ? <Moon className='h-4 w-4' /> : <Sun className='h-4 w-4' />}
+    </button>
+  )
+}

apps/docs/components/ui/video.tsx

@@ -0,0 +1,57 @@
+'use client'
+
+import { useState } from 'react'
+import { getAssetUrl } from '@/lib/utils'
+import { Lightbox } from './lightbox'
+
+interface VideoProps {
+  src: string
+  className?: string
+  autoPlay?: boolean
+  loop?: boolean
+  muted?: boolean
+  playsInline?: boolean
+  enableLightbox?: boolean
+}
+
+export function Video({
+  src,
+  className = 'w-full rounded-xl border border-border shadow-sm overflow-hidden outline-none focus:outline-none',
+  autoPlay = true,
+  loop = true,
+  muted = true,
+  playsInline = true,
+  enableLightbox = true,
+}: VideoProps) {
+  const [isLightboxOpen, setIsLightboxOpen] = useState(false)
+
+  const handleVideoClick = () => {
+    if (enableLightbox) {
+      setIsLightboxOpen(true)
+    }
+  }
+
+  return (
+    <>
+      <video
+        autoPlay={autoPlay}
+        loop={loop}
+        muted={muted}
+        playsInline={playsInline}
+        className={`${className} ${enableLightbox ? 'cursor-pointer transition-opacity hover:opacity-90' : ''}`}
+        src={getAssetUrl(src)}
+        onClick={handleVideoClick}
+      />
+
+      {enableLightbox && (
+        <Lightbox
+          isOpen={isLightboxOpen}
+          onClose={() => setIsLightboxOpen(false)}
+          src={src}
+          alt={`Video: ${src}`}
+          type='video'
+        />
+      )}
+    </>
+  )
+}

apps/docs/content/docs/de/blocks/agent.mdx

@@ -0,0 +1,154 @@
+---
+title: Agent
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Tab, Tabs } from 'fumadocs-ui/components/tabs'
+import { Image } from '@/components/ui/image'
+
+Der Agent-Block verbindet deinen Workflow mit Large Language Models (LLMs). Er verarbeitet natürlichsprachliche Eingaben, ruft externe Tools auf und generiert strukturierte oder unstrukturierte Ausgaben.
+
+<div className="flex justify-center">
+  <Image
+    src="/static/blocks/agent.png"
+    alt="Agent-Block-Konfiguration"
+    width={500}
+    height={400}
+    className="my-6"
+  />
+</div> 
+
+## Konfigurationsoptionen
+
+### System-Prompt
+
+Der System-Prompt legt die Betriebsparameter und Verhaltenseinschränkungen des Agenten fest. Diese Konfiguration definiert die Rolle des Agenten, die Antwortmethodik und die Verarbeitungsgrenzen für alle eingehenden Anfragen.
+
+```markdown
+You are a helpful assistant that specializes in financial analysis.
+Always provide clear explanations and cite sources when possible.
+When responding to questions about investments, include risk disclaimers.
+```
+
+### Benutzer-Prompt
+
+Der Benutzer-Prompt stellt die primären Eingabedaten für die Inferenzverarbeitung dar. Dieser Parameter akzeptiert natürlichsprachlichen Text oder strukturierte Daten, die der Agent analysieren und auf die er reagieren wird. Zu den Eingabequellen gehören:
+
+- **Statische Konfiguration**: Direkte Texteingabe, die in der Block-Konfiguration angegeben ist
+- **Dynamische Eingabe**: Daten, die von vorgelagerten Blöcken über Verbindungsschnittstellen übergeben werden
+- **Laufzeitgenerierung**: Programmatisch generierte Inhalte während der Workflow-Ausführung
+
+### Modellauswahl
+
+Der Agent-Block unterstützt mehrere LLM-Anbieter über eine einheitliche Inferenzschnittstelle. Verfügbare Modelle umfassen:
+
+- **OpenAI**: GPT-5.1, GPT-5, GPT-4o, o1, o3, o4-mini, gpt-4.1
+- **Anthropic**: Claude 4.5 Sonnet, Claude Opus 4.1
+- **Google**: Gemini 2.5 Pro, Gemini 2.0 Flash
+- **Andere Anbieter**: Groq, Cerebras, xAI, Azure OpenAI, OpenRouter
+- **Lokale Modelle**: Ollama oder VLLM-kompatible Modelle
+
+### Temperatur
+
+Steuert die Zufälligkeit und Kreativität der Antworten:
+
+- **Niedrig (0-0,3)**: Deterministisch und fokussiert. Am besten für faktische Aufgaben und Genauigkeit.
+- **Mittel (0,3-0,7)**: Ausgewogene Kreativität und Fokus. Gut für allgemeine Verwendung.
+- **Hoch (0,7-2,0)**: Kreativ und abwechslungsreich. Ideal für Brainstorming und Content-Generierung.
+
+### API-Schlüssel
+
+Ihr API-Schlüssel für den ausgewählten LLM-Anbieter. Dieser wird sicher gespeichert und für die Authentifizierung verwendet.
+
+### Tools
+
+Erweitern Sie die Fähigkeiten des Agenten mit externen Integrationen. Wählen Sie aus über 60 vorgefertigten Tools oder definieren Sie benutzerdefinierte Funktionen.
+
+**Verfügbare Kategorien:**
+- **Kommunikation**: Gmail, Slack, Telegram, WhatsApp, Microsoft Teams
+- **Datenquellen**: Notion, Google Sheets, Airtable, Supabase, Pinecone
+- **Webdienste**: Firecrawl, Google Search, Exa AI, Browser-Automatisierung
+- **Entwicklung**: GitHub, Jira, Linear
+- **KI-Dienste**: OpenAI, Perplexity, Hugging Face, ElevenLabs
+
+**Ausführungsmodi:**
+- **Auto**: Modell entscheidet kontextbasiert, wann Tools verwendet werden
+- **Erforderlich**: Tool muss bei jeder Anfrage aufgerufen werden
+- **Keine**: Tool verfügbar, aber dem Modell nicht vorgeschlagen
+
+### Antwortformat
+
+Der Parameter für das Antwortformat erzwingt die Generierung strukturierter Ausgaben durch JSON-Schema-Validierung. Dies gewährleistet konsistente, maschinenlesbare Antworten, die vordefinierten Datenstrukturen entsprechen:
+
+```json
+{
+  "type": "object",
+  "properties": {
+    "sentiment": {
+      "type": "string",
+      "enum": ["positive", "neutral", "negative"]
+    },
+    "summary": {
+      "type": "string",
+      "description": "Brief summary of the content"
+    }
+  },
+  "required": ["sentiment", "summary"]
+}
+```
+
+Diese Konfiguration beschränkt die Ausgabe des Modells auf die Einhaltung des angegebenen Schemas, verhindert Freitextantworten und stellt die Generierung strukturierter Daten sicher.
+
+### Zugriff auf Ergebnisse
+
+Nach Abschluss eines Agenten können Sie auf seine Ausgaben zugreifen:
+
+- **response**: Der Antworttext oder die strukturierten Daten des Agenten
+- **usage**: Token-Nutzungsstatistiken (Prompt, Completion, Gesamt)
+- **toolExecutions**: Details zu allen Tools, die der Agent während der Ausführung verwendet hat
+- **estimatedCost**: Geschätzte Kosten des API-Aufrufs (falls verfügbar)
+
+## Erweiterte Funktionen
+
+### Memory + Agent: Gesprächsverlauf
+
+Verwenden Sie einen memory Block mit einer konsistenten memoryId (zum Beispiel, conversationHistory), um Nachrichten zwischen Durchläufen zu speichern und diesen Verlauf in den Prompt des Agenten einzubeziehen.
+
+- Fügen Sie die Nachricht des Benutzers vor dem Agenten hinzu
+- Lesen Sie den Gesprächsverlauf für den Kontext
+- Hängen Sie die Antwort des Agenten nach dessen Ausführung an
+
+Siehe den [`Memory`](/tools/memory) Blockverweis für Details.
+
+## Ausgaben
+
+- **`<agent.content>`**: Antworttext des Agenten
+- **`<agent.tokens>`**: Token-Nutzungsstatistiken
+- **`<agent.tool_calls>`**: Details zur Tool-Ausführung
+- **`<agent.cost>`**: Geschätzte Kosten des API-Aufrufs
+
+## Beispielanwendungsfälle
+
+**Automatisierung des Kundenservice** - Bearbeitung von Anfragen mit Datenbank- und Tool-Zugriff
+
+```
+API (Ticket) → Agent (Postgres, KB, Linear) → Gmail (Reply) → Memory (Save)
+```
+
+**Multi-Modell-Inhaltsanalyse** - Analyse von Inhalten mit verschiedenen KI-Modellen
+
+```
+Function (Process) → Agent (GPT-4o Technical) → Agent (Claude Sentiment) → Function (Report)
+```
+
+**Tool-gestützter Rechercheassistent** - Recherche mit Websuche und Dokumentenzugriff
+
+```
+Input → Agent (Google Search, Notion) → Function (Compile Report)
+```
+
+## Bewährte Praktiken
+
+- **Sei spezifisch in System-Prompts**: Definiere die Rolle, den Ton und die Einschränkungen des Agenten klar. Je spezifischer deine Anweisungen sind, desto besser kann der Agent seinen vorgesehenen Zweck erfüllen.
+- **Wähle die richtige Temperatureinstellung**: Verwende niedrigere Temperatureinstellungen (0-0,3), wenn Genauigkeit wichtig ist, oder erhöhe die Temperatur (0,7-2,0) für kreativere oder vielfältigere Antworten
+- **Nutze Tools effektiv**: Integriere Tools, die den Zweck des Agenten ergänzen und seine Fähigkeiten erweitern. Sei selektiv bei der Auswahl der Tools, um den Agenten nicht zu überfordern. Für Aufgaben mit wenig Überschneidung verwende einen anderen Agent-Block für die besten Ergebnisse.

apps/docs/content/docs/de/blocks/api.mdx

@@ -0,0 +1,145 @@
+---
+title: API
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Tab, Tabs } from 'fumadocs-ui/components/tabs'
+import { Image } from '@/components/ui/image'
+
+Der API-Block verbindet Ihren Workflow mit externen Diensten durch HTTP-Anfragen. Unterstützt GET, POST, PUT, DELETE und PATCH Methoden für die Interaktion mit REST-APIs.
+
+<div className="flex justify-center">
+  <Image
+    src="/static/blocks/api.png"
+    alt="API-Block"
+    width={500}
+    height={400}
+    className="my-6"
+  />
+</div>
+
+## Konfigurationsoptionen
+
+### URL
+
+Die Endpunkt-URL für die API-Anfrage. Diese kann sein:
+
+- Eine statische URL, die direkt im Block eingegeben wird
+- Eine dynamische URL, die mit der Ausgabe eines anderen Blocks verbunden ist
+- Eine URL mit Pfadparametern
+
+### Methode
+
+Wählen Sie die HTTP-Methode für Ihre Anfrage:
+
+- **GET**: Daten vom Server abrufen
+- **POST**: Daten an den Server senden, um eine Ressource zu erstellen
+- **PUT**: Eine bestehende Ressource auf dem Server aktualisieren
+- **DELETE**: Eine Ressource vom Server entfernen
+- **PATCH**: Eine bestehende Ressource teilweise aktualisieren
+
+### Abfrageparameter
+
+Definieren Sie Schlüssel-Wert-Paare, die als Abfrageparameter an die URL angehängt werden. Zum Beispiel:
+
+```
+Key: apiKey
+Value: your_api_key_here
+
+Key: limit
+Value: 10
+```
+
+Diese würden der URL als `?apiKey=your_api_key_here&limit=10` hinzugefügt.
+
+### Header
+
+Konfigurieren Sie HTTP-Header für Ihre Anfrage. Häufige Header sind:
+
+```
+Key: Content-Type
+Value: application/json
+
+Key: Authorization
+Value: Bearer your_token_here
+```
+
+### Anfragekörper
+
+Für Methoden, die einen Anfragekörper unterstützen (POST, PUT, PATCH), können Sie die zu sendenden Daten definieren. Der Körper kann sein:
+
+- JSON-Daten, die direkt im Block eingegeben werden
+- Daten, die mit der Ausgabe eines anderen Blocks verbunden sind
+- Dynamisch während der Workflow-Ausführung generiert
+
+### Zugriff auf Ergebnisse
+
+Nach Abschluss einer API-Anfrage können Sie auf folgende Ausgaben zugreifen:
+
+- **`<api.data>`**: Die Antwortdaten vom API
+- **`<api.status>`**: HTTP-Statuscode (200, 404, 500, usw.)
+- **`<api.headers>`**: Antwort-Header vom Server
+- **`<api.error>`**: Fehlerdetails, falls die Anfrage fehlgeschlagen ist
+
+## Erweiterte Funktionen
+
+### Dynamische URL-Konstruktion
+
+Erstellen Sie URLs dynamisch mit Variablen aus vorherigen Blöcken:
+
+```javascript
+// In a Function block before the API
+const userId = <start.userId>;
+const apiUrl = `https://api.example.com/users/${userId}/profile`;
+```
+
+### Anfrage-Wiederholungen
+
+Der API-Block verarbeitet automatisch:
+- Netzwerk-Timeouts mit exponentiellem Backoff
+- Antworten bei Ratenbegrenzung (429-Statuscodes)
+- Serverfehler (5xx-Statuscodes) mit Wiederholungslogik
+- Verbindungsfehler mit Wiederverbindungsversuchen
+
+### Antwortvalidierung
+
+Validieren Sie API-Antworten vor der Verarbeitung:
+
+```javascript
+// In a Function block after the API
+if (<api.status> === 200) {
+  const data = <api.data>;
+  // Process successful response
+} else {
+  // Handle error response
+  console.error(`API Error: ${<api.status>}`);
+}
+```
+
+## Ausgaben
+
+- **`<api.data>`**: Antwortdaten vom API
+- **`<api.status>`**: HTTP-Statuscode
+- **`<api.headers>`**: Antwort-Header
+- **`<api.error>`**: Fehlerdetails bei fehlgeschlagener Anfrage
+
+## Anwendungsbeispiele
+
+**Benutzerprofildaten abrufen** - Benutzerinformationen von externem Dienst abrufen
+
+```
+Function (Build ID) → API (GET /users/{id}) → Function (Format) → Response
+```
+
+**Zahlungsabwicklung** - Zahlung über die Stripe-API verarbeiten
+
+```
+Function (Validate) → API (Stripe) → Condition (Success) → Supabase (Update)
+```
+
+## Bewährte Praktiken
+
+- **Umgebungsvariablen für sensible Daten verwenden**: Keine API-Schlüssel oder Anmeldedaten im Code festlegen
+- **Fehler elegant behandeln**: Fehlerbehandlungslogik für fehlgeschlagene Anfragen einbinden
+- **Antworten validieren**: Statuscode und Antwortformate vor der Datenverarbeitung prüfen
+- **Ratenbegrenzungen respektieren**: Achten Sie auf API-Ratenbegrenzungen und implementieren Sie angemessene Drosselung

apps/docs/content/docs/de/blocks/condition.mdx

@@ -0,0 +1,149 @@
+---
+title: Bedingung
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Tab, Tabs } from 'fumadocs-ui/components/tabs'
+import { Image } from '@/components/ui/image'
+
+Der Bedingungsblock verzweigt die Workflow-Ausführung basierend auf booleschen Ausdrücken. Bewerten Sie Bedingungen anhand vorheriger Block-Ausgaben und leiten Sie zu verschiedenen Pfaden weiter, ohne dass ein LLM erforderlich ist.
+
+<div className="flex justify-center">
+  <Image
+    src="/static/blocks/condition.png"
+    alt="Bedingungsblock"
+    width={500}
+    height={400}
+    className="my-6"
+  />
+</div>
+
+## Konfigurationsoptionen
+
+### Bedingungen
+
+Definieren Sie eine oder mehrere Bedingungen, die ausgewertet werden. Jede Bedingung umfasst:
+
+- **Ausdruck**: Ein JavaScript/TypeScript-Ausdruck, der zu wahr oder falsch ausgewertet wird
+- **Pfad**: Der Zielblock, zu dem weitergeleitet werden soll, wenn die Bedingung wahr ist
+- **Beschreibung**: Optionale Erklärung, was die Bedingung prüft
+
+Sie können mehrere Bedingungen erstellen, die der Reihe nach ausgewertet werden, wobei die erste übereinstimmende Bedingung den Ausführungspfad bestimmt.
+
+### Format für Bedingungsausdrücke
+
+Bedingungen verwenden JavaScript-Syntax und können auf Eingabewerte aus vorherigen Blöcken verweisen.
+
+<Tabs items={['Schwellenwert', 'Textanalyse', 'Mehrere Bedingungen']}>
+  <Tab>
+
+    ```javascript
+    // Check if a score is above a threshold
+    <agent.score> > 75
+    ```
+
+  </Tab>
+  <Tab>
+
+    ```javascript
+    // Check if a text contains specific keywords
+    <agent.text>.includes('urgent') || <agent.text>.includes('emergency')
+    ```
+
+  </Tab>
+  <Tab>
+
+    ```javascript
+    // Check multiple conditions
+    <agent.age> >= 18 && <agent.country> === 'US'
+    ```
+
+  </Tab>
+</Tabs>
+
+### Zugriff auf Ergebnisse
+
+Nach der Auswertung einer Bedingung können Sie auf folgende Ausgaben zugreifen:
+
+- **condition.result**: Boolesches Ergebnis der Bedingungsauswertung
+- **condition.matched_condition**: ID der übereinstimmenden Bedingung
+- **condition.content**: Beschreibung des Auswertungsergebnisses
+- **condition.path**: Details zum gewählten Routing-Ziel
+
+## Erweiterte Funktionen
+
+### Komplexe Ausdrücke
+
+Verwenden Sie JavaScript-Operatoren und -Funktionen in Bedingungen:
+
+```javascript
+// String operations
+<user.email>.endsWith('@company.com')
+
+// Array operations
+<api.tags>.includes('urgent')
+
+// Mathematical operations
+<agent.confidence> * 100 > 85
+
+// Date comparisons
+new Date(<api.created_at>) > new Date('2024-01-01')
+```
+
+### Auswertung mehrerer Bedingungen
+
+Bedingungen werden der Reihe nach ausgewertet, bis eine übereinstimmt:
+
+```javascript
+// Condition 1: Check for high priority
+<ticket.priority> === 'high'
+
+// Condition 2: Check for urgent keywords
+<ticket.subject>.toLowerCase().includes('urgent')
+
+// Condition 3: Default fallback
+true
+```
+
+### Fehlerbehandlung
+
+Bedingungen behandeln automatisch:
+- Undefinierte oder Null-Werte mit sicherer Auswertung
+- Typabweichungen mit geeigneten Fallbacks
+- Ungültige Ausdrücke mit Fehlerprotokollierung
+- Fehlende Variablen mit Standardwerten
+
+## Ausgaben
+
+- **`<condition.result>`**: Boolesches Ergebnis der Auswertung
+- **`<condition.matched_condition>`**: ID der übereinstimmenden Bedingung
+- **`<condition.content>`**: Beschreibung des Auswertungsergebnisses
+- **`<condition.path>`**: Details zum gewählten Routing-Ziel
+
+## Beispielanwendungsfälle
+
+**Kundenservice-Routing** - Tickets basierend auf Priorität weiterleiten
+
+```
+API (Ticket) → Condition (priority === 'high') → Agent (Escalation) or Agent (Standard)
+```
+
+**Inhaltsmoderation** - Inhalte basierend auf Analysen filtern
+
+```
+Agent (Analyze) → Condition (toxicity > 0.7) → Moderation or Publish
+```
+
+**Benutzer-Onboarding-Ablauf** - Onboarding basierend auf Benutzertyp personalisieren
+
+```
+Function (Process) → Condition (account_type === 'enterprise') → Advanced or Simple
+```
+
+## Bewährte Praktiken
+
+- **Bedingungen korrekt anordnen**: Platzieren Sie spezifischere Bedingungen vor allgemeinen, um sicherzustellen, dass spezifische Logik Vorrang vor Fallbacks hat
+- **Verwenden Sie den Else-Zweig bei Bedarf**: Wenn keine Bedingungen übereinstimmen und der Else-Zweig nicht verbunden ist, endet der Workflow-Zweig ordnungsgemäß. Verbinden Sie den Else-Zweig, wenn Sie einen Fallback-Pfad für nicht übereinstimmende Fälle benötigen
+- **Halten Sie Ausdrücke einfach**: Verwenden Sie klare, unkomplizierte boolesche Ausdrücke für bessere Lesbarkeit und einfachere Fehlersuche
+- **Dokumentieren Sie Ihre Bedingungen**: Fügen Sie Beschreibungen hinzu, um den Zweck jeder Bedingung für bessere Teamzusammenarbeit und Wartung zu erklären
+- **Testen Sie Grenzfälle**: Überprüfen Sie, ob Bedingungen Grenzwerte korrekt behandeln, indem Sie mit Werten an den Grenzen Ihrer Bedingungsbereiche testen

apps/docs/content/docs/de/blocks/evaluator.mdx

@@ -0,0 +1,96 @@
+---
+title: Evaluator
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Tab, Tabs } from 'fumadocs-ui/components/tabs'
+import { Image } from '@/components/ui/image'
+
+Der Evaluator-Block nutzt KI, um die Inhaltsqualität anhand benutzerdefinierter Metriken zu bewerten. Perfekt für Qualitätskontrolle, A/B-Tests und um sicherzustellen, dass KI-Ausgaben bestimmte Standards erfüllen.
+
+<div className="flex justify-center">
+  <Image
+    src="/static/blocks/evaluator.png"
+    alt="Evaluator-Block-Konfiguration"
+    width={500}
+    height={400}
+    className="my-6"
+  />
+</div>
+
+## Konfigurationsoptionen
+
+### Bewertungsmetriken
+
+Definieren Sie benutzerdefinierte Metriken, anhand derer Inhalte bewertet werden. Jede Metrik umfasst:
+
+- **Name**: Eine kurze Bezeichnung für die Metrik
+- **Beschreibung**: Eine detaillierte Erklärung, was die Metrik misst
+- **Bereich**: Der numerische Bereich für die Bewertung (z.B. 1-5, 0-10)
+
+Beispielmetriken:
+
+```
+Accuracy (1-5): How factually accurate is the content?
+Clarity (1-5): How clear and understandable is the content?
+Relevance (1-5): How relevant is the content to the original query?
+```
+
+### Inhalt
+
+Der zu bewertende Inhalt. Dies kann sein:
+
+- Direkt in der Blockkonfiguration bereitgestellt
+- Verbunden mit der Ausgabe eines anderen Blocks (typischerweise ein Agent-Block)
+- Dynamisch während der Workflow-Ausführung generiert
+
+### Modellauswahl
+
+Wählen Sie ein KI-Modell für die Durchführung der Bewertung:
+
+- **OpenAI**: GPT-4o, o1, o3, o4-mini, gpt-4.1
+- **Anthropic**: Claude 3.7 Sonnet
+- **Google**: Gemini 2.5 Pro, Gemini 2.0 Flash
+- **Andere Anbieter**: Groq, Cerebras, xAI, DeepSeek
+- **Lokale Modelle**: Ollama oder VLLM-kompatible Modelle
+
+Verwenden Sie Modelle mit starken Argumentationsfähigkeiten wie GPT-4o oder Claude 3.7 Sonnet für beste Ergebnisse.
+
+### API-Schlüssel
+
+Ihr API-Schlüssel für den ausgewählten LLM-Anbieter. Dieser wird sicher gespeichert und für die Authentifizierung verwendet.
+
+## Beispielanwendungsfälle
+
+**Bewertung der Inhaltsqualität** - Inhalte vor der Veröffentlichung bewerten
+
+```
+Agent (Generate) → Evaluator (Score) → Condition (Check threshold) → Publish or Revise
+```
+
+**A/B-Tests von Inhalten** - Vergleich mehrerer KI-generierter Antworten
+
+```
+Parallel (Variations) → Evaluator (Score Each) → Function (Select Best) → Response
+```
+
+**Qualitätskontrolle im Kundenservice** - Sicherstellen, dass Antworten Qualitätsstandards erfüllen
+
+```
+Agent (Support Response) → Evaluator (Score) → Function (Log) → Condition (Review if Low)
+```
+
+## Ausgaben
+
+- **`<evaluator.content>`**: Zusammenfassung der Bewertung mit Punktzahlen
+- **`<evaluator.model>`**: Für die Bewertung verwendetes Modell
+- **`<evaluator.tokens>`**: Statistik zur Token-Nutzung
+- **`<evaluator.cost>`**: Geschätzte Bewertungskosten
+
+## Best Practices
+
+- **Verwenden Sie spezifische Metrikbeschreibungen**: Definieren Sie klar, was jede Metrik misst, um genauere Bewertungen zu erhalten
+- **Wählen Sie geeignete Bereiche**: Wählen Sie Bewertungsbereiche, die ausreichend Granularität bieten, ohne zu komplex zu sein
+- **Verbinden Sie mit Agent-Blöcken**: Verwenden Sie Evaluator-Blöcke, um die Ausgaben von Agent-Blöcken zu bewerten und Feedback-Schleifen zu erstellen
+- **Verwenden Sie konsistente Metriken**: Für vergleichende Analysen sollten Sie konsistente Metriken über ähnliche Bewertungen hinweg beibehalten
+- **Kombinieren Sie mehrere Metriken**: Verwenden Sie verschiedene Metriken, um eine umfassende Bewertung zu erhalten

apps/docs/content/docs/de/blocks/function.mdx

@@ -0,0 +1,76 @@
+---
+title: Funktion
+---
+
+import { Image } from '@/components/ui/image'
+
+Der Funktionsblock führt benutzerdefinierten JavaScript- oder TypeScript-Code in Ihren Workflows aus. Transformieren Sie Daten, führen Sie Berechnungen durch oder implementieren Sie benutzerdefinierte Logik.
+
+<div className="flex justify-center">
+  <Image
+    src="/static/blocks/function.png"
+    alt="Funktionsblock mit Code-Editor"
+    width={500}
+    height={400}
+    className="my-6"
+  />
+</div>
+
+## Ausgaben
+
+- **`<function.result>`**: Der von Ihrer Funktion zurückgegebene Wert
+- **`<function.stdout>`**: Console.log()-Ausgabe Ihres Codes
+
+## Beispielanwendungsfälle
+
+**Datenverarbeitungspipeline** - Transformation von API-Antworten in strukturierte Daten
+
+```
+API (Fetch) → Function (Process & Validate) → Function (Calculate Metrics) → Response
+```
+
+**Implementierung von Geschäftslogik** - Berechnung von Treuepunkten und Stufen
+
+```
+Agent (Get History) → Function (Calculate Score) → Function (Determine Tier) → Condition (Route)
+```
+
+**Datenvalidierung und -bereinigung** - Validierung und Bereinigung von Benutzereingaben
+
+```
+Input → Function (Validate & Sanitize) → API (Save to Database)
+```
+
+### Beispiel: Treuepunkte-Rechner
+
+```javascript title="loyalty-calculator.js"
+// Process customer data and calculate loyalty score
+const { purchaseHistory, accountAge, supportTickets } = <agent>;
+
+// Calculate metrics
+const totalSpent = purchaseHistory.reduce((sum, purchase) => sum + purchase.amount, 0);
+const purchaseFrequency = purchaseHistory.length / (accountAge / 365);
+const ticketRatio = supportTickets.resolved / supportTickets.total;
+
+// Calculate loyalty score (0-100)
+const spendScore = Math.min(totalSpent / 1000 * 30, 30);
+const frequencyScore = Math.min(purchaseFrequency * 20, 40);
+const supportScore = ticketRatio * 30;
+
+const loyaltyScore = Math.round(spendScore + frequencyScore + supportScore);
+
+return {
+  customer: <agent.name>,
+  loyaltyScore,
+  loyaltyTier: loyaltyScore >= 80 ? "Platinum" : loyaltyScore >= 60 ? "Gold" : "Silver",
+  metrics: { spendScore, frequencyScore, supportScore }
+};
+```
+
+## Best Practices
+
+- **Funktionen fokussiert halten**: Schreiben Sie Funktionen, die eine Sache gut erledigen, um die Wartbarkeit und Fehlersuche zu verbessern
+- **Fehler elegant behandeln**: Verwenden Sie try/catch-Blöcke, um potenzielle Fehler zu behandeln und aussagekräftige Fehlermeldungen bereitzustellen
+- **Grenzfälle testen**: Stellen Sie sicher, dass Ihr Code ungewöhnliche Eingaben, Null-Werte und Grenzbedingungen korrekt behandelt
+- **Für Leistung optimieren**: Achten Sie bei großen Datensätzen auf die Berechnungskomplexität und den Speicherverbrauch
+- **Console.log() zum Debuggen verwenden**: Nutzen Sie die Stdout-Ausgabe zum Debuggen und Überwachen der Funktionsausführung

apps/docs/content/docs/de/blocks/guardrails.mdx

@@ -0,0 +1,207 @@
+---
+title: Guardrails
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Image } from '@/components/ui/image'
+import { Video } from '@/components/ui/video'
+
+Der Guardrails-Block validiert und schützt Ihre KI-Workflows, indem er Inhalte anhand mehrerer Validierungstypen überprüft. Stellen Sie die Datenqualität sicher, verhindern Sie Halluzinationen, erkennen Sie personenbezogene Daten und erzwingen Sie Formatanforderungen, bevor Inhalte durch Ihren Workflow fließen.
+
+<div className="flex justify-center">
+  <Image
+    src="/static/blocks/guardrails.png"
+    alt="Guardrails-Block"
+    width={500}
+    height={400}
+    className="my-6"
+  />
+</div>
+
+## Validierungstypen
+
+### JSON-Validierung
+
+Überprüft, ob der Inhalt korrekt formatiertes JSON ist. Perfekt, um sicherzustellen, dass strukturierte LLM-Ausgaben sicher geparst werden können.
+
+**Anwendungsfälle:**
+- Validierung von JSON-Antworten aus Agent-Blöcken vor dem Parsen
+- Sicherstellen, dass API-Payloads korrekt formatiert sind
+- Überprüfung der Integrität strukturierter Daten
+
+**Ausgabe:**
+- `passed`: `true` bei gültigem JSON, sonst `false`
+- `error`: Fehlermeldung bei fehlgeschlagener Validierung (z.B. "Ungültiges JSON: Unerwartetes Token...")
+
+### Regex-Validierung
+
+Prüft, ob der Inhalt einem bestimmten regulären Ausdrucksmuster entspricht.
+
+**Anwendungsfälle:**
+- Validierung von E-Mail-Adressen
+- Überprüfung von Telefonnummernformaten
+- Verifizierung von URLs oder benutzerdefinierten Kennungen
+- Durchsetzung spezifischer Textmuster
+
+**Konfiguration:**
+- **Regex-Muster**: Der reguläre Ausdruck, gegen den geprüft wird (z.B. `^[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,}$` für E-Mails)
+
+**Ausgabe:**
+- `passed`: `true` wenn der Inhalt dem Muster entspricht, sonst `false`
+- `error`: Fehlermeldung bei fehlgeschlagener Validierung
+
+### Halluzinationserkennung
+
+Verwendet Retrieval-Augmented Generation (RAG) mit LLM-Bewertung, um zu erkennen, wann KI-generierte Inhalte im Widerspruch zu Ihrer Wissensdatenbank stehen oder nicht darin begründet sind.
+
+**Funktionsweise:**
+1. Abfrage Ihrer Wissensdatenbank nach relevantem Kontext
+2. Übermittlung sowohl der KI-Ausgabe als auch des abgerufenen Kontexts an ein LLM
+3. LLM weist einen Konfidenzwert zu (Skala 0-10)
+   - **0** = Vollständige Halluzination (völlig unbegründet)
+   - **10** = Vollständig begründet (komplett durch die Wissensdatenbank gestützt)
+4. Validierung besteht, wenn der Wert ≥ Schwellenwert ist (Standard: 3)
+
+**Konfiguration:**
+- **Wissensdatenbank**: Wählen Sie aus Ihren vorhandenen Wissensdatenbanken
+- **Modell**: Wählen Sie LLM für die Bewertung (erfordert starkes Denkvermögen - GPT-4o, Claude 3.7 Sonnet empfohlen)
+- **API-Schlüssel**: Authentifizierung für den ausgewählten LLM-Anbieter (automatisch ausgeblendet für gehostete/Ollama oder VLLM-kompatible Modelle)
+- **Vertrauensschwelle**: Mindestpunktzahl zum Bestehen (0-10, Standard: 3)
+- **Top K** (Erweitert): Anzahl der abzurufenden Wissensdatenbank-Chunks (Standard: 10)
+
+**Ausgabe:**
+- `passed`: `true` wenn Konfidenzwert ≥ Schwellenwert
+- `score`: Konfidenzwert (0-10)
+- `reasoning`: Erklärung des LLM für den Wert
+- `error`: Fehlermeldung bei fehlgeschlagener Validierung
+
+**Anwendungsfälle:**
+- Validierung von Agent-Antworten anhand der Dokumentation
+- Sicherstellung der faktischen Richtigkeit von Kundendienstantworten
+- Überprüfung, ob generierte Inhalte mit dem Quellmaterial übereinstimmen
+- Qualitätskontrolle für RAG-Anwendungen
+
+### PII-Erkennung
+
+Erkennt personenbezogene Daten mithilfe von Microsoft Presidio. Unterstützt über 40 Entitätstypen in mehreren Ländern und Sprachen.
+
+<div className="flex justify-center">
+  <Image
+    src="/static/blocks/guardrails-2.png"
+    alt="PII-Erkennungskonfiguration"
+    width={700}
+    height={450}
+    className="my-6"
+  />
+</div>
+
+**Funktionsweise:**
+1. Übergabe des zu validierenden Inhalts (z.B. `<agent1.content>`)
+2. Auswahl der zu erkennenden PII-Typen über den Modal-Selektor
+3. Auswahl des Erkennungsmodus (Erkennen oder Maskieren)
+4. Inhalt wird auf übereinstimmende PII-Entitäten gescannt
+5. Gibt Erkennungsergebnisse und optional maskierten Text zurück
+
+<div className="mx-auto w-3/5 overflow-hidden rounded-lg">
+  <Video src="guardrails.mp4" width={500} height={350} />
+</div>
+
+**Konfiguration:**
+- **Zu erkennende PII-Typen**: Auswahl aus gruppierten Kategorien über Modal-Selektor
+  - **Allgemein**: Personenname, E-Mail, Telefon, Kreditkarte, IP-Adresse usw.
+  - **USA**: Sozialversicherungsnummer, Führerschein, Reisepass usw.
+  - **UK**: NHS-Nummer, Sozialversicherungsnummer
+  - **Spanien**: NIF, NIE, CIF
+  - **Italien**: Steuernummer, Führerschein, Umsatzsteuer-ID
+  - **Polen**: PESEL, NIP, REGON
+  - **Singapur**: NRIC/FIN, UEN
+  - **Australien**: ABN, ACN, TFN, Medicare
+  - **Indien**: Aadhaar, PAN, Reisepass, Wählernummer
+- **Modus**: 
+  - **Erkennen**: Nur PII identifizieren (Standard)
+  - **Maskieren**: Erkannte PII durch maskierte Werte ersetzen
+- **Sprache**: Erkennungssprache (Standard: Englisch)
+
+**Ausgabe:**
+- `passed`: `false` wenn ausgewählte PII-Typen erkannt werden
+- `detectedEntities`: Array erkannter PII mit Typ, Position und Konfidenz
+- `maskedText`: Inhalt mit maskierter PII (nur wenn Modus = "Mask")
+- `error`: Fehlermeldung bei fehlgeschlagener Validierung
+
+**Anwendungsfälle:**
+- Blockieren von Inhalten mit sensiblen persönlichen Informationen
+- Maskieren von personenbezogenen Daten vor der Protokollierung oder Speicherung
+- Einhaltung der DSGVO, HIPAA und anderer Datenschutzbestimmungen
+- Bereinigung von Benutzereingaben vor der Verarbeitung
+
+## Konfiguration
+
+### Zu validierende Inhalte
+
+Der zu validierende Eingabeinhalt. Dieser stammt typischerweise aus:
+- Ausgaben von Agent-Blöcken: `<agent.content>`
+- Ergebnisse von Funktionsblöcken: `<function.output>`
+- API-Antworten: `<api.output>`
+- Jede andere Blockausgabe
+
+### Validierungstyp
+
+Wählen Sie aus vier Validierungstypen:
+- **Gültiges JSON**: Prüfen, ob der Inhalt korrekt formatiertes JSON ist
+- **Regex-Übereinstimmung**: Überprüfen, ob der Inhalt einem Regex-Muster entspricht
+- **Halluzinationsprüfung**: Validierung gegen Wissensdatenbank mit LLM-Bewertung
+- **PII-Erkennung**: Erkennung und optional Maskierung personenbezogener Daten
+
+## Ausgaben
+
+Alle Validierungstypen geben zurück:
+
+- **`<guardrails.passed>`**: Boolescher Wert, der angibt, ob die Validierung bestanden wurde
+- **`<guardrails.validationType>`**: Der durchgeführte Validierungstyp
+- **`<guardrails.input>`**: Die ursprüngliche Eingabe, die validiert wurde
+- **`<guardrails.error>`**: Fehlermeldung, wenn die Validierung fehlgeschlagen ist (optional)
+
+Zusätzliche Ausgaben nach Typ:
+
+**Halluzinationsprüfung:**
+- **`<guardrails.score>`**: Konfidenzwert (0-10)
+- **`<guardrails.reasoning>`**: Erklärung des LLM
+
+**PII-Erkennung:**
+- **`<guardrails.detectedEntities>`**: Array erkannter PII-Entitäten
+- **`<guardrails.maskedText>`**: Inhalt mit maskierten PII (wenn Modus = "Mask")
+
+## Beispielanwendungsfälle
+
+**JSON vor dem Parsen validieren** - Stellen Sie sicher, dass die Agent-Ausgabe gültiges JSON ist
+
+```
+Agent (Generate) → Guardrails (Validate) → Condition (Check passed) → Function (Parse)
+```
+
+**Halluzinationen verhindern** - Validieren Sie Kundendienstantworten anhand der Wissensdatenbank
+
+```
+Agent (Response) → Guardrails (Check KB) → Condition (Score ≥ 3) → Send or Flag
+```
+
+**PII in Benutzereingaben blockieren** - Bereinigen Sie von Benutzern übermittelte Inhalte
+
+```
+Input → Guardrails (Detect PII) → Condition (No PII) → Process or Reject
+```
+
+## Bewährte Praktiken
+
+- **Verkettung mit Bedingungsblöcken**: Verwenden Sie `<guardrails.passed>`, um die Workflow-Logik basierend auf Validierungsergebnissen zu verzweigen
+- **JSON-Validierung vor dem Parsen verwenden**: Validieren Sie immer die JSON-Struktur, bevor Sie versuchen, LLM-Ausgaben zu parsen
+- **Geeignete PII-Typen auswählen**: Wählen Sie nur die für Ihren Anwendungsfall relevanten PII-Entitätstypen für bessere Leistung
+- **Angemessene Konfidenzgrenzwerte festlegen**: Passen Sie für die Halluzinationserkennung den Grenzwert an Ihre Genauigkeitsanforderungen an (höher = strenger)
+- **Starke Modelle für die Halluzinationserkennung verwenden**: GPT-4o oder Claude 3.7 Sonnet bieten genauere Konfidenzwerte
+- **PII für die Protokollierung maskieren**: Verwenden Sie den Modus "Mask", wenn Sie Inhalte protokollieren oder speichern müssen, die PII enthalten könnten
+- **Regex-Muster testen**: Validieren Sie Ihre Regex-Muster gründlich, bevor Sie sie in der Produktion einsetzen
+- **Validierungsfehler überwachen**: Verfolgen Sie `<guardrails.error>`Nachrichten, um häufige Validierungsprobleme zu identifizieren
+
+<Callout type="info">
+  Die Validierung von Guardrails erfolgt synchron in Ihrem Workflow. Für die Erkennung von Halluzinationen sollten Sie schnellere Modelle (wie GPT-4o-mini) wählen, wenn die Latenz kritisch ist.
+</Callout>

apps/docs/content/docs/de/blocks/human-in-the-loop.mdx

@@ -0,0 +1,188 @@
+---
+title: Human in the Loop
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Tab, Tabs } from 'fumadocs-ui/components/tabs'
+import { Image } from '@/components/ui/image'
+import { Video } from '@/components/ui/video'
+
+Der Human in the Loop Block pausiert die Workflow-Ausführung und wartet auf menschliches Eingreifen, bevor er fortfährt. Verwenden Sie ihn, um Genehmigungspunkte hinzuzufügen, Feedback zu sammeln oder zusätzliche Eingaben an kritischen Entscheidungspunkten einzuholen.
+
+<div className="flex justify-center">
+  <Image
+    src="/static/blocks/hitl-1.png"
+    alt="Human in the Loop Block Konfiguration"
+    width={500}
+    height={400}
+    className="my-6"
+  />
+</div>
+
+Wenn die Ausführung diesen Block erreicht, pausiert der Workflow auf unbestimmte Zeit, bis ein Mensch über das Genehmigungsportal, die API oder den Webhook eine Eingabe macht.
+
+<div className="flex justify-center">
+  <Image
+    src="/static/blocks/hitl-2.png"
+    alt="Human in the Loop Genehmigungsportal"
+    width={700}
+    height={500}
+    className="my-6"
+  />
+</div>
+
+## Konfigurationsoptionen
+
+### Pausierte Ausgabe
+
+Definiert, welche Daten dem Genehmigenden angezeigt werden. Dies ist der Kontext, der im Genehmigungsportal angezeigt wird, um eine fundierte Entscheidung zu ermöglichen.
+
+Verwenden Sie den visuellen Builder oder den JSON-Editor, um die Daten zu strukturieren. Referenzieren Sie Workflow-Variablen mit der `<blockName.output>` Syntax.
+
+```json
+{
+  "customerName": "<agent1.content.name>",
+  "proposedAction": "<router1.selectedPath>",
+  "confidenceScore": "<evaluator1.score>",
+  "generatedEmail": "<agent2.content>"
+}
+```
+
+### Benachrichtigung
+
+Konfiguriert, wie Genehmigende benachrichtigt werden, wenn eine Genehmigung erforderlich ist. Unterstützte Kanäle sind:
+
+- **Slack** - Nachrichten an Kanäle oder DMs
+- **Gmail** - E-Mail mit Genehmigungslink
+- **Microsoft Teams** - Team-Kanal-Benachrichtigungen
+- **SMS** - Textwarnungen über Twilio
+- **Webhooks** - Benutzerdefinierte Benachrichtigungssysteme
+
+Fügen Sie die Genehmigungs-URL (`<blockId.url>`) in Ihre Benachrichtigungsnachrichten ein, damit Genehmigende auf das Portal zugreifen können.
+
+### Fortsetzungseingabe
+
+Definiert die Felder, die Genehmigende bei der Antwort ausfüllen. Diese Daten werden nach der Fortsetzung des Workflows für nachfolgende Blöcke verfügbar.
+
+```json
+{
+  "approved": {
+    "type": "boolean",
+    "description": "Approve or reject this request"
+  },
+  "comments": {
+    "type": "string",
+    "description": "Optional feedback or explanation"
+  }
+}
+```
+
+Greifen Sie in nachgelagerten Blöcken auf Wiederaufnahmedaten mit `<blockId.resumeInput.fieldName>` zu. 
+
+## Genehmigungsmethoden
+
+<Tabs items={['Genehmigungsportal', 'API', 'Webhook']}>
+  <Tab>
+    ### Genehmigungsportal
+    
+    Jeder Block generiert eine eindeutige Portal-URL (`<blockId.url>`) mit einer visuellen Oberfläche, die alle pausierten Ausgabedaten und Formularfelder für die Fortsetzungseingabe anzeigt. Mobilgerätekompatibel und sicher.
+    
+    Teilen Sie diese URL in Benachrichtigungen, damit Genehmiger die Anfragen prüfen und beantworten können.
+  </Tab>
+  <Tab>
+    ### REST API
+    
+    Workflows programmatisch fortsetzen:
+    
+
+    ```bash
+    POST /api/workflows/{workflowId}/executions/{executionId}/resume/{blockId}
+    
+    {
+      "approved": true,
+      "comments": "Looks good to proceed"
+    }
+    ```
+
+    
+    Erstellen Sie benutzerdefinierte Genehmigungs-UIs oder integrieren Sie bestehende Systeme.
+  </Tab>
+  <Tab>
+    ### Webhook
+    
+    Fügen Sie ein Webhook-Tool im Benachrichtigungsbereich hinzu, um Genehmigungsanfragen an externe Systeme zu senden. Integration mit Ticketing-Systemen wie Jira oder ServiceNow.
+  </Tab>
+</Tabs>
+
+## Häufige Anwendungsfälle
+
+**Inhaltsgenehmigung** - Überprüfung von KI-generierten Inhalten vor der Veröffentlichung
+
+```
+Agent → Human in the Loop → API (Publish)
+```
+
+**Mehrstufige Genehmigungen** - Verkettung mehrerer Genehmigungsschritte für wichtige Entscheidungen
+
+```
+Agent → Human in the Loop (Manager) → Human in the Loop (Director) → Execute
+```
+
+**Datenvalidierung** - Überprüfung extrahierter Daten vor der Verarbeitung
+
+```
+Agent (Extract) → Human in the Loop (Validate) → Function (Process)
+```
+
+**Qualitätskontrolle** - Überprüfung von KI-Ausgaben vor dem Versand an Kunden
+
+```
+Agent (Generate) → Human in the Loop (QA) → Gmail (Send)
+```
+
+## Block-Ausgaben
+
+**`url`** - Eindeutige URL für das Genehmigungsportal  
+**`resumeInput.*`** - Alle in der Fortsetzungseingabe definierten Felder werden verfügbar, nachdem der Workflow fortgesetzt wird
+
+Zugriff über `<blockId.resumeInput.fieldName>`.
+
+## Beispiel
+
+**Pausierte Ausgabe:**
+
+```json
+{
+  "title": "<agent1.content.title>",
+  "body": "<agent1.content.body>",
+  "qualityScore": "<evaluator1.score>"
+}
+```
+
+**Fortsetzungseingabe:**
+
+```json
+{
+  "approved": { "type": "boolean" },
+  "feedback": { "type": "string" }
+}
+```
+
+**Nachgelagerte Verwendung:**
+
+```javascript
+// Condition block
+<approval1.resumeInput.approved> === true
+```
+
+Das Beispiel unten zeigt ein Genehmigungsportal, wie es von einem Genehmiger gesehen wird, nachdem der Workflow angehalten wurde. Genehmiger können die Daten überprüfen und Eingaben als Teil der Workflow-Wiederaufnahme bereitstellen. Auf das Genehmigungsportal kann direkt über die eindeutige URL, `<blockId.url>`, zugegriffen werden.
+
+<div className="mx-auto w-full overflow-hidden rounded-lg my-6">
+  <Video src="hitl-resume.mp4" width={700} height={450} />
+</div>
+
+## Verwandte Blöcke
+
+- **[Bedingung](/blocks/condition)** - Verzweigung basierend auf Genehmigungsentscheidungen
+- **[Variablen](/blocks/variables)** - Speichern von Genehmigungsverlauf und Metadaten
+- **[Antwort](/blocks/response)** - Rückgabe von Workflow-Ergebnissen an API-Aufrufer

apps/docs/content/docs/de/blocks/index.mdx

@@ -0,0 +1,143 @@
+---
+title: Übersicht
+description: Die Bausteine deiner KI-Workflows
+---
+
+import { Card, Cards } from 'fumadocs-ui/components/card'
+import { Step, Steps } from 'fumadocs-ui/components/steps'
+import { Tab, Tabs } from 'fumadocs-ui/components/tabs'
+import { Video } from '@/components/ui/video'
+
+Blöcke sind die Bausteine, die du miteinander verbindest, um KI-Workflows zu erstellen. Betrachte sie als spezialisierte Module, die jeweils eine bestimmte Aufgabe übernehmen – vom Chatten mit KI-Modellen über API-Aufrufe bis hin zur Datenverarbeitung.
+
+<div className="w-full max-w-2xl mx-auto overflow-hidden rounded-lg">
+  <Video src="connections.mp4" width={700} height={450} />
+</div>
+
+## Grundlegende Blocktypen
+
+Sim bietet wesentliche Blocktypen, die die Kernfunktionen von KI-Workflows abdecken:
+
+### Verarbeitungsblöcke
+- **[Agent](/blocks/agent)** - Chatte mit KI-Modellen (OpenAI, Anthropic, Google, lokale Modelle)
+- **[Function](/blocks/function)** - Führe benutzerdefinierten JavaScript/TypeScript-Code aus
+- **[API](/blocks/api)** - Verbinde dich mit externen Diensten über HTTP-Anfragen
+
+### Logikblöcke
+- **[Condition](/blocks/condition)** - Verzweige Workflow-Pfade basierend auf booleschen Ausdrücken
+- **[Router](/blocks/router)** - Nutze KI, um Anfragen intelligent auf verschiedene Pfade zu leiten
+- **[Evaluator](/blocks/evaluator)** - Bewerte und beurteile die Inhaltsqualität mit KI
+
+### Ablaufsteuerungsblöcke
+- **[Variablen](/blocks/variables)** - Workflow-bezogene Variablen setzen und verwalten
+- **[Warten](/blocks/wait)** - Workflow-Ausführung für eine bestimmte Zeitverzögerung pausieren
+- **[Mensch in der Schleife](/blocks/human-in-the-loop)** - Pausieren für menschliche Genehmigung und Feedback vor dem Fortfahren
+
+### Ausgabeblöcke
+- **[Antwort](/blocks/response)** - Formatieren und Zurückgeben der endgültigen Ergebnisse aus Ihrem Workflow
+
+## Wie Blöcke funktionieren
+
+Jeder Block hat drei Hauptkomponenten:
+
+**Eingaben**: Daten, die in den Block von anderen Blöcken oder Benutzereingaben kommen
+**Konfiguration**: Einstellungen, die steuern, wie der Block sich verhält
+**Ausgaben**: Daten, die der Block für andere Blöcke zur Verwendung erzeugt
+
+<Steps>
+  <Step>
+    <strong>Eingabe empfangen</strong>: Block erhält Daten von verbundenen Blöcken oder Benutzereingaben
+  </Step>
+  <Step>
+    <strong>Verarbeiten</strong>: Block verarbeitet die Eingabe gemäß seiner Konfiguration
+  </Step>
+  <Step>
+    <strong>Ergebnisse ausgeben</strong>: Block erzeugt Ausgabedaten für die nächsten Blöcke im Workflow
+  </Step>
+</Steps>
+
+## Blöcke verbinden
+
+Sie erstellen Workflows, indem Sie Blöcke miteinander verbinden. Die Ausgabe eines Blocks wird zur Eingabe eines anderen:
+
+- **Ziehen zum Verbinden**: Ziehen Sie von einem Ausgabeport zu einem Eingabeport
+- **Mehrfachverbindungen**: Eine Ausgabe kann mit mehreren Eingaben verbunden werden
+- **Verzweigende Pfade**: Einige Blöcke können basierend auf Bedingungen zu verschiedenen Pfaden weiterleiten
+
+<div className="w-full max-w-2xl mx-auto overflow-hidden rounded-lg">
+  <Video src="connections.mp4" width={700} height={450} />
+</div>
+
+## Häufige Muster
+
+### Sequentielle Verarbeitung
+Verbinden Sie Blöcke in einer Kette, wobei jeder Block die Ausgabe des vorherigen verarbeitet:
+
+```
+User Input → Agent → Function → Response
+```
+
+### Bedingte Verzweigung
+Verwenden Sie Bedingung- oder Router-Blöcke, um verschiedene Pfade zu erstellen:
+
+```
+User Input → Router → Agent A (for questions)
+                   → Agent B (for commands)
+```
+
+### Qualitätskontrolle
+Verwenden Sie Evaluator-Blöcke, um Ausgaben zu bewerten und zu filtern:
+
+```
+Agent → Evaluator → Condition → Response (if good)
+                              → Agent (retry if bad)
+```
+
+## Block-Konfiguration
+
+Jeder Blocktyp hat spezifische Konfigurationsoptionen:
+
+**Alle Blöcke**:
+- Eingabe-/Ausgabeverbindungen
+- Fehlerbehandlungsverhalten
+- Einstellungen für Ausführungs-Timeout
+
+**KI-Blöcke** (Agent, Router, Evaluator):
+- Modellauswahl (OpenAI, Anthropic, Google, lokal)
+- API-Schlüssel und Authentifizierung
+- Temperatur und andere Modellparameter
+- Systemaufforderungen und Anweisungen
+
+**Logik-Blöcke** (Bedingung, Funktion):
+- Benutzerdefinierte Ausdrücke oder Code
+- Variablenreferenzen
+- Einstellungen für Ausführungsumgebung
+
+**Integrations-Blöcke** (API, Response):
+- Endpunktkonfiguration
+- Header und Authentifizierung
+- Anfrage-/Antwortformatierung
+
+<Cards>
+  <Card title="Agent-Block" href="/blocks/agent">
+    Verbindung zu KI-Modellen herstellen und intelligente Antworten erstellen
+  </Card>
+  <Card title="Funktionsblock" href="/blocks/function">
+    Benutzerdefinierten Code ausführen, um Daten zu verarbeiten und zu transformieren
+  </Card>
+  <Card title="API-Block" href="/blocks/api">
+    Integration mit externen Diensten und APIs
+  </Card>
+  <Card title="Bedingungsblock" href="/blocks/condition">
+    Verzweigende Logik basierend auf Datenbewertung erstellen
+  </Card>
+  <Card title="Mensch-in-der-Schleife-Block" href="/blocks/human-in-the-loop">
+    Pausieren für menschliche Genehmigung und Feedback vor dem Fortfahren
+  </Card>
+  <Card title="Variablenblock" href="/blocks/variables">
+    Workflow-bezogene Variablen setzen und verwalten
+  </Card>
+  <Card title="Warteblock" href="/blocks/wait">
+    Workflow-Ausführung für bestimmte Zeitverzögerungen pausieren
+  </Card>
+</Cards>

apps/docs/content/docs/de/blocks/loop.mdx

@@ -0,0 +1,257 @@
+---
+title: Loop
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Tab, Tabs } from 'fumadocs-ui/components/tabs'
+import { Image } from '@/components/ui/image'
+
+Der Schleifenblock ist ein Container, der Blöcke wiederholt ausführt. Iteriere über Sammlungen, wiederhole Operationen eine festgelegte Anzahl von Malen oder fahre fort, solange eine Bedingung erfüllt ist.
+
+<Callout type="info">
+  Schleifenblöcke sind Container-Knoten, die andere Blöcke in sich enthalten. Die enthaltenen Blöcke werden mehrfach ausgeführt, basierend auf deiner Konfiguration.
+</Callout>
+
+## Konfigurationsoptionen
+
+### Schleifentyp
+
+Wähle zwischen vier Arten von Schleifen:
+
+<Tabs items={['For-Schleife', 'ForEach-Schleife', 'While-Schleife', 'Do-While-Schleife']}>
+  <Tab>
+    **For-Schleife (Iterationen)** - Eine numerische Schleife, die eine festgelegte Anzahl von Malen ausgeführt wird:
+    
+    <div className="flex justify-center">
+      <Image
+        src="/static/blocks/loop-1.png"
+        alt="For-Schleife mit Iterationen"
+        width={500}
+        height={400}
+        className="my-6"
+      />
+    </div>
+    
+    Verwende diese, wenn du eine Operation eine bestimmte Anzahl von Malen wiederholen musst.
+    
+
+    ```
+    Example: Run 5 times
+    - Iteration 1
+    - Iteration 2
+    - Iteration 3
+    - Iteration 4
+    - Iteration 5
+    ```
+
+  </Tab>
+  <Tab>
+    **ForEach-Schleife (Sammlung)** - Eine sammlungsbasierte Schleife, die über jedes Element in einem Array oder Objekt iteriert:
+    
+    <div className="flex justify-center">
+      <Image
+        src="/static/blocks/loop-2.png"
+        alt="ForEach-Schleife mit Sammlung"
+        width={500}
+        height={400}
+        className="my-6"
+      />
+    </div>
+    
+    Verwende diese, wenn du eine Sammlung von Elementen verarbeiten musst.
+    
+
+    ```
+    Example: Process ["apple", "banana", "orange"]
+    - Iteration 1: Process "apple"
+    - Iteration 2: Process "banana"
+    - Iteration 3: Process "orange"
+    ```
+
+  </Tab>
+  <Tab>
+    **While-Schleife (Bedingungsbasiert)** - Wird ausgeführt, solange eine Bedingung als wahr ausgewertet wird:
+    
+    <div className="flex justify-center">
+      <Image
+        src="/static/blocks/loop-3.png"
+        alt="While-Schleife mit Bedingung"
+        width={500}
+        height={400}
+        className="my-6"
+      />
+    </div>
+    
+    Verwende diese, wenn du eine Schleife benötigst, die läuft, bis eine bestimmte Bedingung erfüllt ist. Die Bedingung wird **vor** jeder Iteration überprüft.
+
+    ```
+    Example: While {"<variable.i>"} < 10
+    - Check condition → Execute if true
+    - Inside loop: Increment {"<variable.i>"}
+    - Inside loop: Variables assigns i = {"<variable.i>"} + 1
+    - Check condition → Execute if true
+    - Check condition → Exit if false
+    ```
+
+  </Tab>
+  <Tab>
+    **Do-While-Schleife (Bedingungsbasiert)** - Wird mindestens einmal ausgeführt und dann fortgesetzt, solange eine Bedingung wahr ist:
+    
+    <div className="flex justify-center">
+      <Image
+        src="/static/blocks/loop-4.png"
+        alt="Do-While-Schleife mit Bedingung"
+        width={500}
+        height={400}
+        className="my-6"
+      />
+    </div>
+    
+    Verwende diese, wenn du eine Operation mindestens einmal ausführen musst und dann die Schleife fortsetzen willst, bis eine Bedingung erfüllt ist. Die Bedingung wird **nach** jeder Iteration überprüft.
+
+    ```
+    Example: Do-while {"<variable.i>"} < 10
+    - Execute blocks
+    - Inside loop: Increment {"<variable.i>"}
+    - Inside loop: Variables assigns i = {"<variable.i>"} + 1
+    - Check condition → Continue if true
+    - Check condition → Exit if false
+    ```
+
+  </Tab>
+</Tabs>
+
+## Wie man Schleifen verwendet
+
+### Eine Schleife erstellen
+
+1. Ziehe einen Schleifenblock aus der Werkzeugleiste auf deine Leinwand
+2. Konfiguriere den Schleifentyp und die Parameter
+3. Ziehe andere Blöcke in den Schleifencontainer
+4. Verbinde die Blöcke nach Bedarf
+
+### Auf Ergebnisse zugreifen
+
+Nach Abschluss einer Schleife kannst du auf aggregierte Ergebnisse zugreifen:
+
+- **loop.results**: Array mit Ergebnissen aller Schleifendurchläufe
+
+## Beispielanwendungsfälle
+
+**Verarbeitung von API-Ergebnissen** - ForEach-Schleife verarbeitet Kundendatensätze aus einer API
+
+```javascript
+// Beispiel: ForEach-Schleife für API-Ergebnisse
+const customers = await api.getCustomers();
+
+loop.forEach(customers, (customer) => {
+  // Verarbeite jeden Kunden
+  if (customer.status === 'active') {
+    sendEmail(customer.email, 'Sonderangebot');
+  }
+});
+```
+
+**Iterative Inhaltsgenerierung** - For-Schleife generiert mehrere Inhaltsvariationen
+
+```javascript
+// Beispiel: For-Schleife für Inhaltsgenerierung
+const variations = [];
+
+loop.for(5, (i) => {
+  // Generiere 5 verschiedene Variationen
+  const content = ai.generateContent({
+    prompt: `Variation ${i+1} für Produktbeschreibung`,
+    temperature: 0.7 + (i * 0.1)
+  });
+  variations.push(content);
+});
+```
+
+**Zähler mit While-Schleife** - While-Schleife verarbeitet Elemente mit Zähler
+
+```javascript
+// Beispiel: While-Schleife mit Zähler
+let counter = 0;
+let processedItems = 0;
+
+loop.while(() => counter < items.length, () => {
+  if (items[counter].isValid) {
+    processItem(items[counter]);
+    processedItems++;
+  }
+  counter++;
+});
+
+console.log(`${processedItems} gültige Elemente verarbeitet`);
+```
+
+## Erweiterte Funktionen
+
+### Einschränkungen
+
+<Callout type="warning">
+  Container-Blöcke (Schleifen und Parallele) können nicht ineinander verschachtelt werden. Das bedeutet:
+  - Du kannst keinen Schleifenblock in einen anderen Schleifenblock platzieren
+  - Du kannst keinen Parallel-Block in einen Schleifenblock platzieren
+  - Du kannst keinen Container-Block in einen anderen Container-Block platzieren
+  
+  Wenn du mehrdimensionale Iterationen benötigst, erwäge eine Umstrukturierung deines Workflows, um sequentielle Schleifen zu verwenden oder Daten in Stufen zu verarbeiten.
+</Callout>
+
+<Callout type="info">
+  Schleifen werden sequentiell ausgeführt, nicht parallel. Wenn du eine gleichzeitige Ausführung benötigst, verwende stattdessen den Parallel-Block.
+</Callout>
+
+## Eingaben und Ausgaben
+
+<Tabs items={['Configuration', 'Variables', 'Results']}>
+  <Tab>
+    <ul className="list-disc space-y-2 pl-6">
+      <li>
+        <strong>Schleifentyp</strong>: Wähle zwischen 'for', 'forEach', 'while' oder 'doWhile'
+      </li>
+      <li>
+        <strong>Iterationen</strong>: Anzahl der Ausführungen (für for-Schleifen)
+      </li>
+      <li>
+        <strong>Sammlung</strong>: Array oder Objekt zum Durchlaufen (für forEach-Schleifen)
+      </li>
+      <li>
+        <strong>Bedingung</strong>: Boolescher Ausdruck zur Auswertung (für while/do-while-Schleifen)
+      </li>
+    </ul>
+  </Tab>
+  <Tab>
+    <ul className="list-disc space-y-2 pl-6">
+      <li>
+        <strong>loop.currentItem</strong>: Aktuell verarbeitetes Element
+      </li>
+      <li>
+        <strong>loop.index</strong>: Aktuelle Iterationsnummer (0-basiert)
+      </li>
+      <li>
+        <strong>loop.items</strong>: Vollständige Sammlung (für forEach-Schleifen)
+      </li>
+    </ul>
+  </Tab>
+  <Tab>
+    <ul className="list-disc space-y-2 pl-6">
+      <li>
+        <strong>loop.results</strong>: Array aller Iterationsergebnisse
+      </li>
+      <li>
+        <strong>Struktur</strong>: Ergebnisse behalten die Iterationsreihenfolge bei
+      </li>
+      <li>
+        <strong>Zugriff</strong>: Verfügbar in Blöcken nach der Schleife
+      </li>
+    </ul>
+  </Tab>
+</Tabs>
+
+## Bewährte Praktiken
+
+- **Setzen Sie vernünftige Grenzen**: Halten Sie die Anzahl der Iterationen in einem vernünftigen Rahmen, um lange Ausführungszeiten zu vermeiden
+- **Verwenden Sie ForEach für Sammlungen**: Verwenden Sie beim Verarbeiten von Arrays oder Objekten ForEach anstelle von For-Schleifen
+- **Behandeln Sie Fehler elegant**: Erwägen Sie, Fehlerbehandlung innerhalb von Schleifen hinzuzufügen, um robuste Workflows zu gewährleisten

apps/docs/content/docs/de/blocks/parallel.mdx

@@ -0,0 +1,216 @@
+---
+title: Parallel
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Tab, Tabs } from 'fumadocs-ui/components/tabs'
+import { Image } from '@/components/ui/image'
+
+Der Parallel-Block ist ein Container, der mehrere Instanzen gleichzeitig ausführt, um Workflows schneller zu verarbeiten. Verarbeiten Sie Elemente simultan statt sequentiell.
+
+<Callout type="info">
+  Parallel-Blöcke sind Container-Knoten, die ihre Inhalte mehrfach gleichzeitig ausführen, im Gegensatz zu Schleifen, die sequentiell ausgeführt werden.
+</Callout>
+
+## Konfigurationsoptionen
+
+### Parallel-Typ
+
+Wählen Sie zwischen zwei Arten der parallelen Ausführung:
+
+<Tabs items={['Count-based', 'Collection-based']}>
+  <Tab>
+    **Anzahlbasierte Parallelisierung** - Führen Sie eine feste Anzahl paralleler Instanzen aus:
+    
+    <div className="flex justify-center">
+      <Image
+        src="/static/blocks/parallel-1.png"
+        alt="Anzahlbasierte parallele Ausführung"
+        width={500}
+        height={400}
+        className="my-6"
+      />
+    </div>
+    
+    Verwenden Sie diese Option, wenn Sie dieselbe Operation mehrmals gleichzeitig ausführen müssen.
+    
+
+```javascript
+// Beispiel: 3 parallele Instanzen ausführen
+const results = await blocks.parallel({
+  type: 'count',
+  count: 3,
+  async process(index) {
+    // Jede Instanz erhält einen eindeutigen Index (0, 1, 2)
+    return `Ergebnis von Instanz ${index}`;
+  }
+});
+```
+
+  </Tab>
+  <Tab>
+    **Sammlungsbasierte Parallelisierung** - Verteilen Sie eine Sammlung auf parallele Instanzen:
+    
+    <div className="flex justify-center">
+      <Image
+        src="/static/blocks/parallel-2.png"
+        alt="Sammlungsbasierte parallele Ausführung"
+        width={500}
+        height={400}
+        className="my-6"
+      />
+    </div>
+    
+    Jede Instanz verarbeitet gleichzeitig ein Element aus der Sammlung.
+    
+
+```javascript
+// Beispiel: Eine Liste von URLs parallel verarbeiten
+const urls = [
+  'https://example.com/api/1',
+  'https://example.com/api/2',
+  'https://example.com/api/3'
+];
+
+const results = await blocks.parallel({
+  type: 'collection',
+  items: urls,
+  async process(url, index) {
+    // Jede Instanz verarbeitet eine URL
+    const response = await fetch(url);
+    return response.json();
+  }
+});
+```
+
+  </Tab>
+</Tabs>
+
+## Verwendung von Parallel-Blöcken
+
+### Erstellen eines Parallel-Blocks
+
+1. Ziehen Sie einen Parallel-Block aus der Symbolleiste auf Ihre Leinwand
+2. Konfigurieren Sie den Parallel-Typ und die Parameter
+3. Ziehen Sie einen einzelnen Block in den Parallel-Container
+4. Verbinden Sie den Block nach Bedarf
+
+### Zugriff auf Ergebnisse
+
+Nach Abschluss eines Parallel-Blocks können Sie auf aggregierte Ergebnisse zugreifen:
+
+- **`results`**: Array von Ergebnissen aus allen parallelen Instanzen
+
+## Beispielanwendungsfälle
+
+**Batch-API-Verarbeitung** - Verarbeiten Sie mehrere API-Aufrufe gleichzeitig
+
+<div className="mb-4 rounded-md border p-4">
+  <h4 className="font-medium">Szenario: Mehrere API-Endpunkte abfragen</h4>
+  <ol className="list-decimal pl-5 text-sm">
+    <li>Sammlungsbasierte Parallelisierung über eine Liste von API-Endpunkten</li>
+    <li>Jede Instanz führt einen API-Aufruf durch und verarbeitet die Antwort</li>
+    <li>Ergebnisse werden in einem Array gesammelt und können weiterverarbeitet werden</li>
+  </ol>
+</div>
+
+**Multi-Modell-KI-Verarbeitung** - Erhalten Sie Antworten von mehreren KI-Modellen gleichzeitig
+
+<div className="mb-4 rounded-md border p-4">
+  <h4 className="font-medium">Szenario: Antworten von mehreren KI-Modellen erhalten</h4>
+  <ol className="list-decimal pl-5 text-sm">
+    <li>Sammlungsbasierte Parallelverarbeitung über eine Liste von Modell-IDs (z.B. ["gpt-4o", "claude-3.7-sonnet", "gemini-2.5-pro"])</li>
+    <li>Innerhalb des parallelen Blocks: Das Modell des Agenten wird auf das aktuelle Element aus der Sammlung gesetzt</li>
+    <li>Nach dem parallelen Block: Vergleichen und Auswählen der besten Antwort</li>
+  </ol>
+</div>
+
+## Erweiterte Funktionen
+
+### Ergebnisaggregation
+
+Ergebnisse aus allen parallelen Instanzen werden automatisch gesammelt:
+
+### Anwendungsbeispiele
+
+### Instanzisolierung
+
+Jede parallele Instanz läuft unabhängig:
+- Separate Variablenbereiche
+- Kein gemeinsamer Zustand zwischen Instanzen
+- Fehler in einer Instanz beeinflussen andere nicht
+
+### Einschränkungen
+
+<Callout type="warning">
+  Container-Blöcke (Schleifen und Parallele) können nicht ineinander verschachtelt werden. Das bedeutet:
+  - Sie können keinen Schleifenblock in einen Parallelblock platzieren
+  - Sie können keinen weiteren Parallelblock in einen Parallelblock platzieren
+  - Sie können keinen Container-Block in einen anderen Container-Block platzieren
+</Callout>
+
+<Callout type="info">
+  Während die parallele Ausführung schneller ist, beachten Sie bitte:
+  - API-Ratenbegrenzungen bei gleichzeitigen Anfragen
+  - Speicherverbrauch bei großen Datensätzen
+  - Maximum von 20 gleichzeitigen Instanzen, um Ressourcenerschöpfung zu vermeiden
+</Callout>
+
+## Parallel vs. Schleife
+
+Wann Sie welche Methode verwenden sollten:
+
+| Funktion | Parallel | Schleife |
+|---------|----------|------|
+| Ausführung | Gleichzeitig | Sequentiell |
+| Geschwindigkeit | Schneller für unabhängige Operationen | Langsamer, aber geordnet |
+| Reihenfolge | Keine garantierte Reihenfolge | Behält Reihenfolge bei |
+| Anwendungsfall | Unabhängige Operationen | Abhängige Operationen |
+| Ressourcennutzung | Höher | Niedriger |
+
+## Eingaben und Ausgaben
+
+<Tabs items={['Configuration', 'Variables', 'Results']}>
+  <Tab>
+    <ul className="list-disc space-y-2 pl-6">
+      <li>
+        <strong>Parallel-Typ</strong>: Wählen Sie zwischen 'count' oder 'collection'
+      </li>
+      <li>
+        <strong>Anzahl</strong>: Anzahl der auszuführenden Instanzen (anzahlbasiert)
+      </li>
+      <li>
+        <strong>Sammlung</strong>: Array oder Objekt zur Verteilung (sammlungsbasiert)
+      </li>
+    </ul>
+  </Tab>
+  <Tab>
+    <ul className="list-disc space-y-2 pl-6">
+      <li>
+        <strong>parallel.currentItem</strong>: Element für diese Instanz
+      </li>
+      <li>
+        <strong>parallel.index</strong>: Instanznummer (0-basiert)
+      </li>
+      <li>
+        <strong>parallel.items</strong>: Vollständige Sammlung (sammlungsbasiert)
+      </li>
+    </ul>
+  </Tab>
+  <Tab>
+    <ul className="list-disc space-y-2 pl-6">
+      <li>
+        <strong>parallel.results</strong>: Array aller Instanzergebnisse
+      </li>
+      <li>
+        <strong>Zugriff</strong>: Verfügbar in Blöcken nach der Parallelausführung
+      </li>
+    </ul>
+  </Tab>
+</Tabs>
+
+## Best Practices
+
+- **Nur unabhängige Operationen**: Stellen Sie sicher, dass Operationen nicht voneinander abhängen
+- **Ratenbegrenzungen berücksichtigen**: Fügen Sie Verzögerungen oder Drosselungen für API-intensive Workflows hinzu
+- **Fehlerbehandlung**: Jede Instanz sollte ihre eigenen Fehler angemessen behandeln

apps/docs/content/docs/de/blocks/response.mdx

@@ -0,0 +1,120 @@
+---
+title: Antwort
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Tab, Tabs } from 'fumadocs-ui/components/tabs'
+import { Image } from '@/components/ui/image'
+
+Der Response-Block formatiert und sendet strukturierte HTTP-Antworten zurück an API-Aufrufer. Verwenden Sie ihn, um Workflow-Ergebnisse mit korrekten Statuscodes und Headern zurückzugeben.
+
+<div className="flex justify-center">
+  <Image
+    src="/static/blocks/response.png"
+    alt="Konfiguration des Antwort-Blocks"
+    width={500}
+    height={400}
+    className="my-6"
+  />
+</div>
+
+<Callout type="info">
+  Response-Blöcke sind terminale Blöcke - sie beenden die Workflow-Ausführung und können nicht mit anderen Blöcken verbunden werden.
+</Callout>
+
+## Konfigurationsoptionen
+
+### Antwortdaten
+
+Die Antwortdaten sind der Hauptinhalt, der an den API-Aufrufer zurückgesendet wird. Diese sollten als JSON formatiert sein und können Folgendes enthalten:
+
+- Statische Werte
+- Dynamische Verweise auf Workflow-Variablen mit der `<variable.name>` Syntax
+- Verschachtelte Objekte und Arrays
+- Jede gültige JSON-Struktur
+
+### Statuscode
+
+Legen Sie den HTTP-Statuscode für die Antwort fest (standardmäßig 200):
+
+**Erfolg (2xx):**
+- **200**: OK - Standard-Erfolgsantwort
+- **201**: Erstellt - Ressource erfolgreich erstellt
+- **204**: Kein Inhalt - Erfolg ohne Antworttext
+
+**Client-Fehler (4xx):**
+- **400**: Ungültige Anfrage - Ungültige Anfrageparameter
+- **401**: Nicht autorisiert - Authentifizierung erforderlich
+- **404**: Nicht gefunden - Ressource existiert nicht
+- **422**: Nicht verarbeitbare Entität - Validierungsfehler
+
+**Server-Fehler (5xx):**
+- **500**: Interner Serverfehler - Serverseitiger Fehler
+- **502**: Bad Gateway - Fehler eines externen Dienstes
+- **503**: Dienst nicht verfügbar - Dienst vorübergehend nicht erreichbar
+
+### Antwort-Header
+
+Konfigurieren Sie zusätzliche HTTP-Header, die in die Antwort aufgenommen werden sollen.
+
+Header werden als Schlüssel-Wert-Paare konfiguriert:
+
+| Schlüssel | Wert |
+|-----|-------|
+| Content-Type | application/json |
+| Cache-Control | no-cache |
+| X-API-Version | 1.0 |
+
+## Beispielanwendungsfälle
+
+**API-Endpunkt-Antwort** - Strukturierte Daten von einer Such-API zurückgeben
+
+```
+Agent (Search) → Function (Format & Paginate) → Response (200, JSON)
+```
+
+**Webhook-Bestätigung** - Bestätigung des Webhook-Empfangs und der Verarbeitung
+
+```
+Webhook Trigger → Function (Process) → Response (200, Confirmation)
+```
+
+**Fehlerantwort-Behandlung** - Angemessene Fehlerantworten zurückgeben
+
+```
+Condition (Error Detected) → Router → Response (400/500, Error Details)
+```
+
+## Ausgaben
+
+Antwortblöcke sind endgültig - sie beenden die Workflow-Ausführung und senden die HTTP-Antwort an den API-Aufrufer. Es stehen keine Ausgaben für nachgelagerte Blöcke zur Verfügung.
+
+## Variablenreferenzen
+
+Verwenden Sie die `<variable.name>` Syntax, um Workflow-Variablen dynamisch in Ihre Antwort einzufügen:
+
+```json
+{
+  "user": {
+    "id": "<variable.userId>",
+    "name": "<variable.userName>",
+    "email": "<variable.userEmail>"
+  },
+  "query": "<variable.searchQuery>",
+  "results": "<variable.searchResults>",
+  "totalFound": "<variable.resultCount>",
+  "processingTime": "<variable.executionTime>ms"
+}
+```
+
+<Callout type="warning">
+  Variablennamen sind Groß- und Kleinschreibung sensitiv und müssen exakt mit den in Ihrem Workflow verfügbaren Variablen übereinstimmen.
+</Callout>
+
+## Best Practices
+
+- **Verwenden Sie aussagekräftige Statuscodes**: Wählen Sie passende HTTP-Statuscodes, die das Ergebnis des Workflows genau widerspiegeln
+- **Strukturieren Sie Ihre Antworten einheitlich**: Behalten Sie eine konsistente JSON-Struktur über alle Ihre API-Endpunkte bei, um eine bessere Entwicklererfahrung zu gewährleisten
+- **Fügen Sie relevante Metadaten hinzu**: Fügen Sie Zeitstempel und Versionsinformationen hinzu, um bei der Fehlerbehebung und Überwachung zu helfen
+- **Behandeln Sie Fehler elegant**: Verwenden Sie bedingte Logik in Ihrem Workflow, um angemessene Fehlerantworten mit aussagekräftigen Meldungen zu setzen
+- **Validieren Sie Variablenreferenzen**: Stellen Sie sicher, dass alle referenzierten Variablen existieren und die erwarteten Datentypen enthalten, bevor der Antwortblock ausgeführt wird

apps/docs/content/docs/de/blocks/router.mdx

@@ -0,0 +1,102 @@
+---
+title: Router
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Tab, Tabs } from 'fumadocs-ui/components/tabs'
+import { Image } from '@/components/ui/image'
+
+Der Router-Block verwendet KI, um Workflows basierend auf Inhaltsanalysen intelligent zu leiten. Im Gegensatz zu Bedingungsblöcken, die einfache Regeln verwenden, verstehen Router Kontext und Absicht.
+
+<div className="flex justify-center">
+  <Image
+    src="/static/blocks/router.png"
+    alt="Router-Block mit mehreren Pfaden"
+    width={500}
+    height={400}
+    className="my-6"
+  />
+</div>
+
+## Router vs. Bedingung
+
+**Verwende Router, wenn:**
+- KI-gestützte Inhaltsanalyse benötigt wird
+- Mit unstrukturierten oder variierenden Inhalten gearbeitet wird
+- Absichtsbasierte Weiterleitung erforderlich ist (z.B. "Support-Tickets an Abteilungen weiterleiten")
+
+**Verwende Bedingung, wenn:**
+- Einfache regelbasierte Entscheidungen ausreichen
+- Mit strukturierten Daten oder numerischen Vergleichen gearbeitet wird
+- Schnelle, deterministische Weiterleitung benötigt wird
+
+## Konfigurationsoptionen
+
+### Inhalt/Prompt
+
+Der Inhalt oder Prompt, den der Router analysieren wird, um Weiterleitungsentscheidungen zu treffen. Dies kann sein:
+
+- Eine direkte Benutzeranfrage oder -eingabe
+- Ausgabe eines vorherigen Blocks
+- Eine systemgenerierte Nachricht
+
+### Zielblöcke
+
+Die möglichen Zielblöcke, aus denen der Router auswählen kann. Der Router erkennt automatisch verbundene Blöcke, aber du kannst auch:
+
+- Die Beschreibungen von Zielblöcken anpassen, um die Weiterleitungsgenauigkeit zu verbessern
+- Weiterleitungskriterien für jeden Zielblock festlegen
+- Bestimmte Blöcke von der Berücksichtigung als Weiterleitungsziele ausschließen
+
+### Modellauswahl
+
+Wähle ein KI-Modell für die Weiterleitungsentscheidung:
+
+- **OpenAI**: GPT-4o, o1, o3, o4-mini, gpt-4.1
+- **Anthropic**: Claude 3.7 Sonnet
+- **Google**: Gemini 2.5 Pro, Gemini 2.0 Flash
+- **Andere Anbieter**: Groq, Cerebras, xAI, DeepSeek
+- **Lokale Modelle**: Ollama oder VLLM-kompatible Modelle
+
+Verwende Modelle mit starken Argumentationsfähigkeiten wie GPT-4o oder Claude 3.7 Sonnet für beste Ergebnisse.
+
+### API-Schlüssel
+
+Ihr API-Schlüssel für den ausgewählten LLM-Anbieter. Dieser wird sicher gespeichert und für die Authentifizierung verwendet.
+
+## Ausgaben
+
+- **`<router.prompt>`**: Zusammenfassung des Routing-Prompts
+- **`<router.selected_path>`**: Ausgewählter Zielblock
+- **`<router.tokens>`**: Token-Nutzungsstatistiken
+- **`<router.cost>`**: Geschätzte Routing-Kosten
+- **`<router.model>`**: Für die Entscheidungsfindung verwendetes Modell
+
+## Beispielanwendungsfälle
+
+**Kundensupport-Triage** - Tickets an spezialisierte Abteilungen weiterleiten
+
+```
+Input (Ticket) → Router → Agent (Engineering) or Agent (Finance)
+```
+
+**Inhaltsklassifizierung** - Nutzergenerierte Inhalte klassifizieren und weiterleiten
+
+```
+Input (Feedback) → Router → Workflow (Product) or Workflow (Technical)
+```
+
+**Lead-Qualifizierung** - Leads basierend auf Qualifizierungskriterien weiterleiten
+
+```
+Input (Lead) → Router → Agent (Enterprise Sales) or Workflow (Self-serve)
+```
+
+## Best Practices
+
+- **Klare Zielbeschreibungen bereitstellen**: Helfen Sie dem Router zu verstehen, wann jedes Ziel ausgewählt werden soll, mit spezifischen, detaillierten Beschreibungen
+- **Spezifische Routing-Kriterien verwenden**: Definieren Sie klare Bedingungen und Beispiele für jeden Pfad, um die Genauigkeit zu verbessern
+- **Fallback-Pfade implementieren**: Verbinden Sie ein Standardziel für Fälle, in denen kein spezifischer Pfad geeignet ist
+- **Mit verschiedenen Eingaben testen**: Stellen Sie sicher, dass der Router verschiedene Eingabetypen, Grenzfälle und unerwartete Inhalte verarbeiten kann
+- **Routing-Leistung überwachen**: Überprüfen Sie Routing-Entscheidungen regelmäßig und verfeinern Sie Kriterien basierend auf tatsächlichen Nutzungsmustern
+- **Geeignete Modelle auswählen**: Verwenden Sie Modelle mit starken Argumentationsfähigkeiten für komplexe Routing-Entscheidungen

apps/docs/content/docs/de/blocks/variables.mdx

@@ -0,0 +1,86 @@
+---
+title: Variablen
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Step, Steps } from 'fumadocs-ui/components/steps'
+import { Image } from '@/components/ui/image'
+
+Der Variablen-Block aktualisiert Workflow-Variablen während der Ausführung. Variablen müssen zuerst im Variablen-Bereich deines Workflows initialisiert werden, dann kannst du diesen Block verwenden, um ihre Werte während der Ausführung deines Workflows zu aktualisieren.
+
+<div className="flex justify-center">
+  <Image
+    src="/static/blocks/variables.png"
+    alt="Variablen-Block"
+    width={500}
+    height={400}
+    className="my-6"
+  />
+</div>
+
+<Callout>
+  Greife überall in deinem Workflow auf Variablen zu, indem du die `<variable.variableName>` Syntax verwendest.
+</Callout>
+
+## Wie man Variablen verwendet
+
+### 1. Initialisierung in Workflow-Variablen
+
+Erstellen Sie zunächst Ihre Variablen im Variablenbereich des Workflows (zugänglich über die Workflow-Einstellungen):
+
+```
+customerEmail = ""
+retryCount = 0
+currentStatus = "pending"
+```
+
+### 2. Aktualisierung mit dem Variablen-Block
+
+Verwenden Sie den Variablen-Block, um diese Werte während der Ausführung zu aktualisieren:
+
+```
+customerEmail = <api.email>
+retryCount = <variable.retryCount> + 1
+currentStatus = "processing"
+```
+
+### 3. Überall zugreifen
+
+Referenzieren Sie Variablen in jedem Block:
+
+```
+Agent prompt: "Send email to <variable.customerEmail>"
+Condition: <variable.retryCount> < 5
+API body: {"status": "<variable.currentStatus>"}
+```
+
+## Beispielanwendungsfälle
+
+**Schleifenzähler und Status** - Fortschritt durch Iterationen verfolgen
+
+```
+Loop → Agent (Process) → Variables (itemsProcessed + 1) → Variables (Store lastResult)
+```
+
+**Wiederholungslogik** - API-Wiederholungsversuche verfolgen
+
+```
+API (Try) → Variables (retryCount + 1) → Condition (retryCount < 3)
+```
+
+**Dynamische Konfiguration** - Benutzerkontext für Workflow speichern
+
+```
+API (Fetch Profile) → Variables (userId, userTier) → Agent (Personalize)
+```
+
+## Ausgaben
+
+- **`<variables.assignments>`**: JSON-Objekt mit allen Variablenzuweisungen aus diesem Block
+
+## Bewährte Praktiken
+
+- **In Workflow-Einstellungen initialisieren**: Erstellen Sie Variablen immer im Variablenbereich des Workflows, bevor Sie sie verwenden
+- **Dynamisch aktualisieren**: Verwenden Sie Variablen-Blöcke, um Werte basierend auf Block-Ausgaben oder Berechnungen zu aktualisieren
+- **In Schleifen verwenden**: Perfekt für die Verfolgung des Status über Iterationen hinweg
+- **Beschreibend benennen**: Verwenden Sie klare Namen wie `currentIndex`, `totalProcessed` oder `lastError`

apps/docs/content/docs/de/blocks/wait.mdx

@@ -0,0 +1,67 @@
+---
+title: Warten
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Step, Steps } from 'fumadocs-ui/components/steps'
+import { Image } from '@/components/ui/image'
+
+Der Warten-Block pausiert deinen Workflow für eine bestimmte Zeit, bevor er mit dem nächsten Block fortfährt. Verwende ihn, um Verzögerungen zwischen Aktionen einzufügen, API-Ratenbegrenzungen einzuhalten oder Operationen zeitlich zu verteilen.
+
+<div className="flex justify-center">
+  <Image
+    src="/static/blocks/wait.png"
+    alt="Warte-Block"
+    width={500}
+    height={400}
+    className="my-6"
+  />
+</div>
+
+## Konfiguration
+
+### Wartezeit
+
+Geben Sie die Dauer für die Ausführungspause ein:
+- **Eingabe**: Positive Zahl
+- **Maximum**: 600 Sekunden (10 Minuten) oder 10 Minuten
+
+### Einheit
+
+Wählen Sie die Zeiteinheit:
+- **Sekunden**: Für kurze, präzise Verzögerungen
+- **Minuten**: Für längere Pausen
+
+<Callout type="info">
+  Warteblöcke können durch Stoppen des Workflows abgebrochen werden. Die maximale Wartezeit beträgt 10 Minuten.
+</Callout>
+
+## Ausgaben
+
+- **`<wait.waitDuration>`**: Die Wartezeit in Millisekunden
+- **`<wait.status>`**: Status der Wartezeit ('waiting', 'completed' oder 'cancelled')
+
+## Beispielanwendungsfälle
+
+**API-Ratenbegrenzung** - Bleiben Sie zwischen Anfragen innerhalb der API-Ratenlimits
+
+```
+API (Request 1) → Wait (2s) → API (Request 2)
+```
+
+**Zeitgesteuerte Benachrichtigungen** - Senden Sie Folgenachrichten nach einer Verzögerung
+
+```
+Function (Send Email) → Wait (5min) → Function (Follow-up)
+```
+
+**Verarbeitungsverzögerungen** - Warten Sie, bis das externe System die Verarbeitung abgeschlossen hat
+
+```
+API (Trigger Job) → Wait (30s) → API (Check Status)
+```
+
+## Bewährte Praktiken
+
+- **Halten Sie Wartezeiten angemessen**: Verwenden Sie Wait für Verzögerungen bis zu 10 Minuten. Für längere Verzögerungen sollten Sie geplante Workflows in Betracht ziehen
+- **Überwachen Sie die Ausführungszeit**: Denken Sie daran, dass Wartezeiten die Gesamtdauer des Workflows verlängern

apps/docs/content/docs/de/blocks/webhook.mdx

@@ -0,0 +1,89 @@
+---
+title: Webhook
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Image } from '@/components/ui/image'
+
+Der Webhook-Block sendet HTTP-POST-Anfragen an externe Webhook-Endpunkte mit automatischen Webhook-Headern und optionaler HMAC-Signierung.
+
+<div className="flex justify-center">
+  <Image
+    src="/static/blocks/webhook.png"
+    alt="Webhook-Block"
+    width={500}
+    height={400}
+    className="my-6"
+  />
+</div>
+
+## Konfiguration
+
+### Webhook-URL
+
+Der Ziel-Endpunkt für Ihre Webhook-Anfrage. Unterstützt sowohl statische URLs als auch dynamische Werte aus anderen Blöcken.
+
+### Payload
+
+JSON-Daten, die im Anfrage-Body gesendet werden. Verwenden Sie den KI-Zauberstab, um Payloads zu generieren oder auf Workflow-Variablen zu verweisen:
+
+```json
+{
+  "event": "workflow.completed",
+  "data": {
+    "result": "<agent.content>",
+    "timestamp": "<function.result>"
+  }
+}
+```
+
+### Signierungsgeheimnis
+
+Optionales Geheimnis für die HMAC-SHA256-Payload-Signierung. Wenn angegeben, wird ein `X-Webhook-Signature`Header hinzugefügt:
+
+```
+X-Webhook-Signature: t=1704067200000,v1=5d41402abc4b2a76b9719d911017c592...
+```
+
+Um Signaturen zu verifizieren, berechnen Sie `HMAC-SHA256(secret, "${timestamp}.${body}")` und vergleichen Sie mit dem `v1`Wert.
+
+### Zusätzliche Header
+
+Benutzerdefinierte Schlüssel-Wert-Header, die in die Anfrage aufgenommen werden. Diese überschreiben alle automatischen Header mit demselben Namen.
+
+## Automatische Header
+
+Jede Anfrage enthält automatisch diese Header:
+
+| Header | Beschreibung |
+|--------|-------------|
+| `Content-Type` | `application/json` |
+| `X-Webhook-Timestamp` | Unix-Zeitstempel in Millisekunden |
+| `X-Delivery-ID` | Eindeutige UUID für diese Zustellung |
+| `Idempotency-Key` | Identisch mit `X-Delivery-ID` zur Deduplizierung |
+
+## Ausgaben
+
+| Ausgabe | Typ | Beschreibung |
+|--------|------|-------------|
+| `data` | json | Antwort-Body vom Endpunkt |
+| `status` | number | HTTP-Statuscode |
+| `headers` | object | Antwort-Header |
+
+## Beispiel-Anwendungsfälle
+
+**Externe Dienste benachrichtigen** - Workflow-Ergebnisse an Slack, Discord oder benutzerdefinierte Endpunkte senden
+
+```
+Agent → Function (format) → Webhook (notify)
+```
+
+**Externe Workflows auslösen** - Prozesse in anderen Systemen starten, wenn Bedingungen erfüllt sind
+
+```
+Condition (check) → Webhook (trigger) → Response
+```
+
+<Callout>
+Der Webhook-Block verwendet immer POST. Für andere HTTP-Methoden oder mehr Kontrolle verwenden Sie den [API-Block](/blocks/api).
+</Callout>

apps/docs/content/docs/de/blocks/workflow.mdx

@@ -0,0 +1,63 @@
+---
+title: Workflow-Block
+description: Führe einen anderen Workflow innerhalb des aktuellen Ablaufs aus
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Image } from '@/components/ui/image'
+
+## Was er macht
+
+<div className='flex justify-center my-6'>
+  <Image
+    src='/static/blocks/workflow.png'
+    alt='Workflow-Block-Konfiguration'
+    width={500}
+    height={400}
+    className='rounded-xl border border-border shadow-sm'
+  />
+</div>
+
+Füge einen Workflow-Block hinzu, wenn du einen untergeordneten Workflow als Teil eines größeren Ablaufs aufrufen möchtest. Der Block führt die neueste bereitgestellte Version dieses Workflows aus, wartet auf dessen Abschluss und setzt dann mit dem übergeordneten Workflow fort.
+
+## Konfiguration
+
+1. **Wähle einen Workflow** aus dem Dropdown-Menü (Selbstreferenzen sind blockiert, um Schleifen zu verhindern).
+2. **Eingaben zuordnen**: Wenn der untergeordnete Workflow einen Eingabeformular-Trigger hat, siehst du jedes Feld und kannst übergeordnete Variablen verbinden. Die zugeordneten Werte sind das, was der untergeordnete Workflow erhält.
+
+<div className='flex justify-center my-6'>
+  <Image
+    src='/static/blocks/workflow-2.png'
+    alt='Workflow-Block mit Beispiel für Eingabezuordnung'
+    width={700}
+    height={400}
+    className='rounded-xl border border-border shadow-sm'
+  />
+</div>
+
+3. **Ausgaben**: Nachdem der untergeordnete Workflow abgeschlossen ist, stellt der Block folgendes bereit:
+   - `result` – die endgültige Antwort des untergeordneten Workflows
+   - `success` – ob er ohne Fehler ausgeführt wurde
+   - `error` – Nachricht, wenn die Ausführung fehlschlägt
+
+## Bereitstellungsstatus-Badge
+
+Der Workflow-Block zeigt ein Bereitstellungsstatus-Badge an, das dir hilft zu verfolgen, ob der untergeordnete Workflow ausführungsbereit ist:
+
+- **Bereitgestellt** – Der untergeordnete Workflow wurde bereitgestellt und ist einsatzbereit. Der Block führt die aktuell bereitgestellte Version aus.
+- **Nicht bereitgestellt** – Der untergeordnete Workflow wurde noch nie bereitgestellt. Du musst ihn bereitstellen, bevor der Workflow-Block ihn ausführen kann.
+- **Erneut bereitstellen** – Seit der letzten Bereitstellung wurden Änderungen im untergeordneten Workflow erkannt. Klicke auf das Badge, um den untergeordneten Workflow mit den neuesten Änderungen erneut bereitzustellen.
+
+<Callout type="warn">
+Der Workflow-Block führt immer die zuletzt bereitgestellte Version des untergeordneten Workflows aus, nicht die Editor-Version. Stelle sicher, dass du nach Änderungen eine erneute Bereitstellung durchführst, damit der Block die neueste Logik verwendet.
+</Callout>
+
+## Hinweise zur Ausführung
+
+- Untergeordnete Workflows laufen im gleichen Workspace-Kontext, sodass Umgebungsvariablen und Tools übernommen werden.
+- Der Block verwendet Bereitstellungsversionierung: Jede API-, Zeitplan-, Webhook-, manuelle oder Chat-Ausführung ruft den bereitgestellten Snapshot auf. Stelle den untergeordneten Workflow nach Änderungen erneut bereit.
+- Wenn der untergeordnete Workflow fehlschlägt, löst der Block einen Fehler aus, es sei denn, du behandelst ihn nachgelagert.
+
+<Callout>
+Halte untergeordnete Workflows fokussiert. Kleine, wiederverwendbare Abläufe machen es einfacher, sie zu kombinieren, ohne tiefe Verschachtelungen zu erzeugen.
+</Callout>

apps/docs/content/docs/de/connections/basics.mdx

@@ -0,0 +1,47 @@
+---
+title: Grundlagen
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Step, Steps } from 'fumadocs-ui/components/steps'
+import { Video } from '@/components/ui/video'
+
+## Wie Verbindungen funktionieren
+
+Verbindungen sind die Pfade, die den Datenfluss zwischen Blöcken in Ihrem Workflow ermöglichen. In Sim definieren Verbindungen, wie Informationen von einem Block zum anderen übertragen werden und ermöglichen so den Datenfluss durch Ihren gesamten Workflow.
+
+<Callout type="info">
+  Jede Verbindung stellt eine gerichtete Beziehung dar, bei der Daten vom Ausgang eines Quellblocks
+  zum Eingang eines Zielblocks fließen.
+</Callout>
+
+### Verbindungen erstellen
+
+<Steps>
+  <Step>
+    <strong>Quellblock auswählen</strong>: Klicken Sie auf den Ausgangsport des Blocks, von dem aus Sie verbinden möchten
+  </Step>
+  <Step>
+    <strong>Verbindung ziehen</strong>: Ziehen Sie zum Eingangsport des Zielblocks
+  </Step>
+  <Step>
+    <strong>Verbindung bestätigen</strong>: Loslassen, um die Verbindung zu erstellen
+  </Step>
+</Steps>
+
+<div className="mx-auto w-full overflow-hidden rounded-lg my-6">
+  <Video src="connections-build.mp4" width={700} height={450} />
+</div>
+
+### Verbindungsablauf
+
+Der Datenfluss durch Verbindungen folgt diesen Prinzipien:
+
+1. **Gerichteter Fluss**: Daten fließen immer von Ausgängen zu Eingängen
+2. **Ausführungsreihenfolge**: Blöcke werden basierend auf ihren Verbindungen der Reihe nach ausgeführt
+3. **Datentransformation**: Daten können beim Übergang zwischen Blöcken transformiert werden
+4. **Bedingte Pfade**: Einige Blöcke (wie Router und Bedingung) können den Fluss auf verschiedene Pfade leiten
+
+<Callout type="warning">
+  Das Löschen einer Verbindung stoppt sofort den Datenfluss zwischen den Blöcken. Stellen Sie sicher, dass dies beabsichtigt ist, bevor Sie Verbindungen entfernen.
+</Callout>

apps/docs/content/docs/de/connections/data-structure.mdx

@@ -0,0 +1,192 @@
+---
+title: Datenstruktur
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Tab, Tabs } from 'fumadocs-ui/components/tabs'
+
+Wenn Sie Blöcke verbinden, ist das Verständnis der Datenstruktur verschiedener Block-Ausgaben wichtig, da die Ausgabedatenstruktur des Quellblocks bestimmt, welche Werte im Zielblock verfügbar sind. Jeder Blocktyp erzeugt eine spezifische Ausgabestruktur, auf die Sie in nachgelagerten Blöcken verweisen können.
+
+<Callout type="info">
+  Das Verständnis dieser Datenstrukturen ist wesentlich für die effektive Nutzung von Verbindungs-Tags und
+  den Zugriff auf die richtigen Daten in Ihren Workflows.
+</Callout>
+
+## Block-Ausgabestrukturen
+
+Verschiedene Blocktypen erzeugen unterschiedliche Ausgabestrukturen. Hier ist, was Sie von jedem Blocktyp erwarten können:
+
+<Tabs items={['Agent Output', 'API Output', 'Function Output', 'Evaluator Output', 'Condition Output', 'Router Output']}>
+  <Tab>
+
+    ```json
+    {
+      "content": "The generated text response",
+      "model": "gpt-4o",
+      "tokens": {
+        "prompt": 120,
+        "completion": 85,
+        "total": 205
+      },
+      "toolCalls": [...],
+      "cost": [...],
+      "usage": [...]
+    }
+    ```
+
+    ### Ausgabefelder des Agent-Blocks
+
+    - **content**: Die vom Agenten generierte Haupttextantwort
+    - **model**: Das verwendete KI-Modell (z.B. "gpt-4o", "claude-3-opus")
+    - **tokens**: Token-Nutzungsstatistiken
+      - **prompt**: Anzahl der Token in der Eingabeaufforderung
+      - **completion**: Anzahl der Token in der Vervollständigung
+      - **total**: Insgesamt verwendete Token
+    - **toolCalls**: Array von Werkzeugaufrufen des Agenten (falls vorhanden)
+    - **cost**: Array von Kostenobjekten für jeden Werkzeugaufruf (falls vorhanden)
+    - **usage**: Token-Nutzungsstatistiken für die gesamte Antwort
+
+  </Tab>
+  <Tab>
+
+    ```json
+    {
+      "data": "Response data",
+      "status": 200,
+      "headers": {
+        "content-type": "application/json",
+        "cache-control": "no-cache"
+      }
+    }
+    ```
+
+    ### Ausgabefelder des API-Blocks
+
+    - **data**: Die Antwortdaten von der API (kann jeden Typ haben)
+    - **status**: HTTP-Statuscode der Antwort
+    - **headers**: Von der API zurückgegebene HTTP-Header
+
+  </Tab>
+  <Tab>
+
+    ```json
+    {
+      "result": "Function return value",
+      "stdout": "Console output",
+    }
+    ```
+
+    ### Ausgabefelder des Funktionsblocks
+
+    - **result**: Der Rückgabewert der Funktion (kann jeden Typ haben)
+    - **stdout**: Während der Funktionsausführung erfasste Konsolenausgabe
+
+  </Tab>
+  <Tab>
+
+    ```json
+    {
+      "content": "Evaluation summary",
+      "model": "gpt-5",
+      "tokens": {
+        "prompt": 120,
+        "completion": 85,
+        "total": 205
+      },
+      "metric1": 8.5,
+      "metric2": 7.2,
+      "metric3": 9.0
+    }
+    ```
+
+    ### Ausgabefelder des Evaluator-Blocks
+
+    - **content**: Zusammenfassung der Auswertung
+    - **model**: Das für die Auswertung verwendete KI-Modell
+    - **tokens**: Statistiken zur Token-Nutzung
+    - **[metricName]**: Bewertung für jede im Evaluator definierte Metrik (dynamische Felder)
+
+  </Tab>
+  <Tab>
+
+    ```json
+    {
+      "conditionResult": true,
+      "selectedPath": {
+        "blockId": "2acd9007-27e8-4510-a487-73d3b825e7c1",
+        "blockType": "agent",
+        "blockTitle": "Follow-up Agent"
+      },
+      "selectedOption": "condition-1"
+    }
+    ```
+
+    ### Ausgabefelder des Condition-Blocks
+
+    - **conditionResult**: Boolesches Ergebnis der Bedingungsauswertung
+    - **selectedPath**: Informationen über den ausgewählten Pfad
+      - **blockId**: ID des nächsten Blocks im ausgewählten Pfad
+      - **blockType**: Typ des nächsten Blocks
+      - **blockTitle**: Titel des nächsten Blocks
+    - **selectedOption**: ID der ausgewählten Bedingung
+
+  </Tab>
+  <Tab>
+
+    ```json
+    {
+      "content": "Routing decision",
+      "model": "gpt-4o",
+      "tokens": {
+        "prompt": 120,
+        "completion": 85,
+        "total": 205
+      },
+      "selectedPath": {
+        "blockId": "2acd9007-27e8-4510-a487-73d3b825e7c1",
+        "blockType": "agent",
+        "blockTitle": "Customer Service Agent"
+      }
+    }
+    ```
+
+    ### Ausgabefelder des Router-Blocks
+
+    - **content**: Der Routing-Entscheidungstext
+    - **model**: Das für das Routing verwendete KI-Modell
+    - **tokens**: Statistiken zur Token-Nutzung
+    - **selectedPath**: Informationen über den ausgewählten Pfad
+      - **blockId**: ID des ausgewählten Zielblocks
+      - **blockType**: Typ des ausgewählten Blocks
+      - **blockTitle**: Titel des ausgewählten Blocks
+
+  </Tab>
+</Tabs>
+
+## Benutzerdefinierte Ausgabestrukturen
+
+Einige Blöcke können basierend auf ihrer Konfiguration benutzerdefinierte Ausgabestrukturen erzeugen:
+
+1. **Agent-Blöcke mit Antwortformat**: Bei Verwendung eines Antwortformats in einem Agent-Block entspricht die Ausgabestruktur dem definierten Schema anstelle der Standardstruktur.
+
+2. **Function-Blöcke**: Das Feld `result` kann jede Datenstruktur enthalten, die von Ihrem Funktionscode zurückgegeben wird.
+
+3. **API-Blöcke**: Das Feld `data` enthält die Rückgabe der API, die jede gültige JSON-Struktur sein kann.
+
+<Callout type="warning">
+  Überprüfen Sie während der Entwicklung immer die tatsächliche Ausgabestruktur Ihrer Blöcke, um sicherzustellen, dass Sie in Ihren Verbindungen auf die richtigen Felder verweisen.
+</Callout>
+
+## Verschachtelte Datenstrukturen
+
+Viele Block-Ausgaben enthalten verschachtelte Datenstrukturen. Du kannst auf diese mit Punktnotation in Verbindungs-Tags zugreifen:
+
+```
+<blockName.path.to.nested.data>
+```
+
+Zum Beispiel:
+
+- `<agent1.tokens.total>` - Greife auf die Gesamtzahl der Tokens aus einem Agent-Block zu
+- `<api1.data.results[0].id>` - Greife auf die ID des ersten Ergebnisses einer API-Antwort zu
+- `<function1.result.calculations.total>` - Greife auf ein verschachteltes Feld im Ergebnis eines Funktionsblocks zu

apps/docs/content/docs/de/connections/index.mdx

@@ -0,0 +1,42 @@
+---
+title: Übersicht
+description: Verbinde deine Blöcke miteinander.
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Card, Cards } from 'fumadocs-ui/components/card'
+import { ConnectIcon } from '@/components/icons'
+import { Video } from '@/components/ui/video'
+
+Verbindungen sind die Pfade, die den Datenfluss zwischen Blöcken in deinem Workflow ermöglichen. Sie definieren, wie Informationen von einem Block zum anderen weitergegeben werden und ermöglichen dir, komplexe, mehrstufige Prozesse zu erstellen.
+
+<Callout type="info">
+  Richtig konfigurierte Verbindungen sind entscheidend für die Erstellung effektiver Workflows. Sie bestimmen, wie
+  Daten durch dein System fließen und wie Blöcke miteinander interagieren.
+</Callout>
+
+<div className="mx-auto w-full overflow-hidden rounded-lg">
+  <Video src="connections.mp4" />
+</div>
+
+## Verbindungstypen
+
+Sim unterstützt verschiedene Arten von Verbindungen, die verschiedene Workflow-Muster ermöglichen:
+
+<Cards>
+  <Card title="Grundlagen der Verbindungen" href="/connections/basics">
+    Lerne, wie Verbindungen funktionieren und wie du sie in deinen Workflows erstellst
+  </Card>
+  <Card title="Verbindungs-Tags" href="/connections/tags">
+    Verstehe, wie du Verbindungs-Tags verwendest, um auf Daten zwischen Blöcken zu verweisen
+  </Card>
+  <Card title="Datenstruktur" href="/connections/data-structure">
+    Erkunde die Ausgabedatenstrukturen verschiedener Blocktypen
+  </Card>
+  <Card title="Datenzugriff" href="/connections/accessing-data">
+    Lerne Techniken für den Zugriff und die Manipulation verbundener Daten
+  </Card>
+  <Card title="Best Practices" href="/connections/best-practices">
+    Folge empfohlenen Mustern für effektives Verbindungsmanagement
+  </Card>
+</Cards>

apps/docs/content/docs/de/connections/tags.mdx

@@ -0,0 +1,109 @@
+---
+title: Tags
+---
+
+import { Callout } from 'fumadocs-ui/components/callout'
+import { Video } from '@/components/ui/video'
+
+Verbindungs-Tags sind visuelle Darstellungen der verfügbaren Daten aus verbundenen Blöcken und bieten eine einfache Möglichkeit, auf Daten zwischen Blöcken und Ausgaben aus vorherigen Blöcken in Ihrem Workflow zu verweisen.
+
+<div className="mx-auto w-full overflow-hidden rounded-lg">
+  <Video src="connections.mp4" />
+</div>
+
+### Was sind Verbindungs-Tags?
+
+Verbindungs-Tags sind interaktive Elemente, die erscheinen, wenn Blöcke verbunden werden. Sie repräsentieren die Daten, die von einem Block zum anderen fließen können und ermöglichen es Ihnen:
+
+- Verfügbare Daten aus Quellblöcken zu visualisieren
+- Auf bestimmte Datenfelder in Zielblöcken zu verweisen
+- Dynamische Datenflüsse zwischen Blöcken zu erstellen
+
+<Callout type="info">
+  Verbindungs-Tags machen es einfach zu sehen, welche Daten aus vorherigen Blöcken verfügbar sind und diese in Ihrem
+  aktuellen Block zu verwenden, ohne sich komplexe Datenstrukturen merken zu müssen.
+</Callout>
+
+## Verwendung von Verbindungs-Tags
+
+Es gibt zwei Hauptmethoden, um Verbindungs-Tags in Ihren Workflows zu verwenden:
+
+<div className="my-6 grid grid-cols-1 gap-4 md:grid-cols-2">
+  <div className="rounded-lg border border-gray-200 p-4 dark:border-gray-800">
+    <h3 className="mb-2 text-lg font-medium">Drag and Drop</h3>
+    <div className="text-sm text-gray-600 dark:text-gray-400">
+      Klicken Sie auf einen Verbindungs-Tag und ziehen Sie ihn in Eingabefelder von Zielblöcken. Ein Dropdown-Menü wird
+      angezeigt, das verfügbare Werte zeigt.
+    </div>
+    <ol className="mt-2 list-decimal pl-5 text-sm text-gray-600 dark:text-gray-400">
+      <li>Fahren Sie mit dem Mauszeiger über einen Verbindungs-Tag, um verfügbare Daten zu sehen</li>
+      <li>Klicken und ziehen Sie den Tag in ein Eingabefeld</li>
+      <li>Wählen Sie das spezifische Datenfeld aus dem Dropdown-Menü</li>
+      <li>Die Referenz wird automatisch eingefügt</li>
+    </ol>
+  </div>
+
+  <div className="rounded-lg border border-gray-200 p-4 dark:border-gray-800">
+    <h3 className="mb-2 text-lg font-medium">Spitze-Klammer-Syntax</h3>
+    <div className="text-sm text-gray-600 dark:text-gray-400">
+      Geben Sie <code>&lt;&gt;</code> in Eingabefeldern ein, um ein Dropdown-Menü mit verfügbaren Verbindungswerten
+      aus vorherigen Blöcken zu sehen.
+    </div>
+    <ol className="mt-2 list-decimal pl-5 text-sm text-gray-600 dark:text-gray-400">
+      <li>Klicken Sie in ein beliebiges Eingabefeld, in dem Sie verbundene Daten verwenden möchten</li>
+      <li>
+        Geben Sie <code>&lt;&gt;</code> ein, um das Verbindungs-Dropdown-Menü aufzurufen
+      </li>
+      <li>Durchsuchen und wählen Sie die Daten aus, auf die Sie verweisen möchten</li>
+      <li>Tippen Sie weiter oder wählen Sie aus dem Dropdown-Menü, um die Referenz zu vervollständigen</li>
+    </ol>
+  </div>
+</div>
+
+## Tag-Syntax
+
+Verbindungs-Tags verwenden eine einfache Syntax, um auf Daten zu verweisen:
+
+```
+<blockName.path.to.data>
+```
+
+Wobei:
+
+- `blockName` ist der Name des Quellblocks
+- `path.to.data` ist der Pfad zum spezifischen Datenfeld
+
+Zum Beispiel:
+
+- `<agent1.content>` - Verweist auf das Inhaltsfeld eines Blocks mit der ID "agent1"
+- `<api2.data.users[0].name>` - Verweist auf den Namen des ersten Benutzers im Benutzer-Array aus dem Datenfeld eines Blocks mit der ID "api2"
+
+## Dynamische Tag-Referenzen
+
+Verbindungs-Tags werden zur Laufzeit ausgewertet, was bedeutet:
+
+1. Sie verweisen immer auf die aktuellsten Daten
+2. Sie können in Ausdrücken verwendet und mit statischem Text kombiniert werden
+3. Sie können in andere Datenstrukturen eingebettet werden
+
+### Beispiele
+
+```javascript
+// Reference in text
+"The user's name is <userBlock.name>"
+
+// Reference in JSON
+{
+  "userName": "<userBlock.name>",
+  "orderTotal": <apiBlock.data.total>
+}
+
+// Reference in code
+const greeting = "Hello, <userBlock.name>!";
+const total = <apiBlock.data.total> * 1.1; // Add 10% tax
+```
+
+<Callout type="warning">
+  Wenn Sie Verbindungs-Tags in numerischen Kontexten verwenden, stellen Sie sicher, dass die referenzierten Daten tatsächlich eine Zahl sind,
+  um Typkonvertierungsprobleme zu vermeiden.
+</Callout>