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CollabCanvas - Real-time Collaborative Design Canvas

CollabCanvas is a web-based collaborative whiteboard application where teams can create, edit, and share visual designs in real-time. Built with modern web technologies, it provides an infinite canvas workspace where multiple users can simultaneously draw shapes, add text, and see each other's cursors and changes instantly.

Think of it as a shared digital canvas where everyone can work together - perfect for brainstorming sessions, visual planning, diagram creation, or any collaborative design work. Every change syncs immediately across all connected users, making remote collaboration feel seamless and natural.

๐ŸŽจ What You Can Do

  • Create visual content with shapes (rectangles, circles, lines) and text elements
  • Collaborate in real-time with teammates in group-based workspaces
  • Team workspaces - Each group has its own private canvas isolated from other groups
  • See live edits - Watch teammates' cursors and changes as they happen
  • Organize ideas visually on an infinite canvas with pan and zoom
  • Edit and move elements with simple drag-and-drop interactions
  • Track who's online with live presence indicators and user lists
  • Use AI assistant to create and manipulate shapes with natural language
  • Access from anywhere - fully web-based, no installation required

๐Ÿ“‹ Full Feature Set Implemented! All planned features have been successfully implemented.

๐Ÿ‘ฅ Group-Based Collaboration

CollabCanvas uses a group-based workspace system:

  • Each group has its own isolated canvas - no interference between teams
  • Join a group by entering the group name during registration or login
  • Create a new group by entering a unique group name
  • Invite teammates by sharing your group name - they enter the same name when registering
  • Groups are identified by normalized names (e.g., "My Team" becomes "my-team")
  • Your group name is displayed in the toolbar next to "CollabCanvas"

๐Ÿš€ Live Demo

Deployed Application: [https://collabcanvas-andy.web.app]

Health Check: [https://collabcanvas-andy.web.app/healthcheck]

๐Ÿ“– Quick Links

โœจ Features

  • ๐Ÿค– AI Chat Assistant โญ NEW!

    • Natural language command interface powered by OpenAI GPT-4o (latest model)
    • 18 specialized tools for canvas operations
    • Create shapes with simple text commands (e.g., "Create a red circle at 300, 200")
    • Manipulate existing shapes (e.g., "Move the blue rectangle 200 pixels left")
    • Generate complex layouts (e.g., "Make a 3x3 grid of squares")
    • Layer control (e.g., "Bring the red circle to the front")
    • Text alignment (e.g., "Center the Login text in the rectangle")
    • Spatial awareness with blank space detection
    • Smart shape identification by type, color, or text content
    • LangChain-powered tool system for precise canvas operations
    • Integrated in footer with gray theme matching app design
    • See AI_CHAT_GUIDE.md for detailed usage
  • Authentication & Group-Based Collaboration

    • User registration and login with group names
    • Team-based workspaces - each group has its own isolated canvas
    • Secure session management with Firebase Authentication
    • User profiles with unique identifiers and colors
    • Pastel color assignment for each user
    • User bubbles with grey borders and black initials
    • Group name displayed in toolbar header
  • Interactive Canvas

    • Large workspace (5000x5000 virtual space with boundary clamping)
    • Smooth pan functionality (click and drag, or middle mouse button, cannot pan beyond grid)
    • Middle Mouse Button Panning: Dedicated pan control that works even when shapes are selected
    • Mouse wheel zoom with smooth scaling (10% - 500%)
    • Default viewport centered at 50% zoom
    • Viewport management for optimal pan/zoom state
    • Full-height canvas between toolbar and footer
  • Advanced Shape Creation

    • Two-Step Line Drawing: Click to place first anchor, move mouse to preview, click to place second anchor
    • Two-Step Rectangle Drawing: Click for first corner, drag to preview, click for second corner
    • Two-Step Circle Drawing: Click to place center, move mouse to set radius, click to finalize
    • Instant Text Placement: Text placed immediately at click location
    • Smart Defaults: Rectangles/circles created with light gray fill (90% transparent) and black border, lines created with black stroke
  • Comprehensive Shape Editing

    • Line Resizing: Drag anchor points to change line direction and length while other end stays fixed
    • Rectangle Resizing: Drag corner handles to resize from any corner, opposite corner stays anchored
    • Circle Resizing: Drag edge handles (top/right/bottom/left) to grow or shrink radius
    • Text Editing: Double-click for in-place editing with black cursor indicator
    • Font Size Control: Increase/decrease text size (8-200px) with +/- buttons or direct input
    • Smart Dragging: Only selected shapes can be moved (prevents accidental movement)
    • Clean Drag Experience: Resize handles automatically hide during movement for reduced clutter
    • Precise Positioning: X/Y coordinate inputs in toolbar for exact placement
    • Keyboard Nudging: Arrow keys move shapes by 1px, Shift+Arrow by 10px
    • Visual Feedback: Handles appear on selected shapes for intuitive interaction
  • Selection & Multi-Object Management

    • Single-select shapes with click
    • Multi-select with Ctrl/Cmd+Click
    • Select mode (V key) for box selection without accidental dragging
    • Delete shapes with keyboard shortcuts (Delete/Backspace)
    • Duplicate selected shapes (Ctrl/Cmd+D)
    • Visual selection highlighting with shadows
  • Color Management

    • Dual Color Pickers: Separate controls for border (stroke) and fill colors on rectangles/circles
    • Outline Preview: Border color picker shows as outline for visual clarity
    • Contextual Controls: Appropriate color picker shown based on shape type
    • Custom Tooltips: Clear labels for border color, fill color, and general color changes
    • Random Shape Colors: Each new shape gets a random vibrant color
  • Real-Time Synchronization with Conflict Resolution

    • Instant sync across all connected users (<50ms latency)
    • "Last Write Wins" Strategy: Timestamp-based conflict resolution for concurrent edits
    • Optimistic Updates: Immediate local feedback with throttled Firestore writes
    • Smart Merging: Local updates compared with remote timestamps, most recent always wins
    • Selection Awareness: See glowing outline in other users' colors when they select objects
    • Delta updates for optimal network performance
    • State reconciliation for data consistency
    • Persistent state across all sessions
  • Multiplayer Cursors & Selection Awareness

    • Live cursor tracking (<30ms latency)
    • User names displayed next to cursors
    • Pastel color-coded per user
    • Selection Glow: Objects selected by others show colored glow (user's color)
    • Real-time selection broadcasting (<100ms latency)
    • Smooth cursor movement with 75ms throttling
    • Automatic stale cursor and selection cleanup
  • Presence Awareness

    • Real-time list of online users with pastel color-coded indicators
    • Dual database sync (Firestore + Realtime Database)
    • Automatic offline detection on tab blur
    • Graceful cleanup on logout and disconnect
    • Connection status indicators
    • User bubbles with grey borders and black initials
  • State Persistence & History

    • Auto-save: Throttled writes (50ms) with final flush (200ms) for performance
    • Undo/Redo System: Full history tracking (up to 50 states)
    • Keyboard Shortcuts: Ctrl/Cmd+Z (undo), Ctrl/Cmd+Y (redo)
    • Cross-Operation Support: Works with all shape operations (create, move, delete, edit, resize)
    • Firestore Sync: Undo/redo state synchronized across all users
    • State Recovery: Load previous state on reconnect, maintains state when all users disconnect
  • Performance Optimizations

    • Throttled Updates: Cursor updates (75ms), shape updates (50ms with 200ms final flush)
    • Memoized Components: React.memo on ShapeRenderer, CursorLayer, CanvasGrid, UsersList, Toolbar
    • Optimistic UI: Immediate visual feedback while syncing to backend
    • Efficient Rendering: Separate layers for background, shapes, and cursors
    • Smart Caching: Memoized color calculations with cache Map
    • Maintains 60 FPS during all interactions
  • Modern UI & UX

    • Unified Toolbar Design: All buttons match at 40px height for visual consistency
    • Gradient Styling: Toolbar has subtle gradient (white to light grey) with medium grey bottom border
    • Symmetrical Footer: Matching 2px grey border on top creates balanced frame around canvas
    • Icon-First Interface: Large, clear icons with hover tooltips
    • Contextual Controls: Tool options appear only when relevant
    • Grid Background: Graph paper style for precision alignment
    • Visual Feedback: Selection highlighting, shadows, and hover states
    • Responsive Layout: Full-height canvas utilizing all available space
    • Enhanced Minimap: Shows cursor X/Y coordinates while panning or zooming
  • Layer Management

    • Bring to Front: Move shape to top layer (โซ ChevronsUp icon)
    • Bring Forward: Move shape up one layer (โ†‘ ArrowUp icon)
    • Send Backward: Move shape down one layer (โ†“ ArrowDown icon)
    • Send to Back: Move shape to bottom layer (โฌ ChevronsDown icon)
    • Visual Toolbar: Clean section with dividers for organization
    • Real-time Sync: Layer changes sync across all users
    • Undo/Redo: Layer operations tracked in history
  • Comprehensive Help System

    • Help Modal: Accessible via footer button (next to AI Assistant)
    • Organized Sections: Drawing, Editing, Navigation, Selection, Keyboard Shortcuts, Collaboration
    • Step-by-Step Instructions: Clear guidance for each feature with context
    • Keyboard Shortcuts Reference: Complete list with kbd formatting
    • Copyright Information: Included within help modal
  • Health Check & Monitoring โญ NEW!

    • Real-time API Status: Monitor all critical services at /healthcheck
    • Service Coverage: Firebase Auth, Firestore, Hosting, and OpenAI API
    • Auto-refresh: Updates every 30 seconds automatically
    • Visual Status Indicators: Color-coded badges (healthy, degraded, down)
    • Performance Metrics: Response times and latency for each service
    • Error Details: Detailed error messages for troubleshooting
    • Modern UI: Beautiful, responsive design with live status updates
    • See HEALTHCHECK.md for detailed documentation

๐Ÿ› ๏ธ Tech Stack

  • Frontend: React 18 + TypeScript + Vite
  • Canvas Rendering: Konva.js + React-Konva
  • AI Integration: OpenAI GPT-4 + LangChain
  • Backend: Firebase
    • Firebase Authentication (user auth)
    • Firestore (shape persistence)
    • Realtime Database (cursors & presence)
    • Firebase Hosting (deployment)
  • Styling: Tailwind CSS
  • Icons: Lucide React

๐Ÿ“‹ Prerequisites

  • Node.js 18+ and npm/yarn
  • Firebase account (free tier works fine)
  • Modern web browser (Chrome, Firefox, Safari, Edge)

๐Ÿ”ง Setup Instructions

Installation

  1. Clone the repository

    git clone <repository-url>
    cd collab-canvas
  2. Install dependencies

    npm install
  3. Configure Firebase

    • Create a Firebase project at console.firebase.google.com
    • Enable Authentication (Email/Password)
    • Create a Firestore database
    • Create a Realtime Database
    • Copy your Firebase config
  4. Set up environment variables Create a .env file in the root directory:

    VITE_FIREBASE_API_KEY=your_api_key
    VITE_FIREBASE_AUTH_DOMAIN=your_auth_domain
    VITE_FIREBASE_PROJECT_ID=your_project_id
    VITE_FIREBASE_STORAGE_BUCKET=your_storage_bucket
    VITE_FIREBASE_MESSAGING_SENDER_ID=your_sender_id
    VITE_FIREBASE_APP_ID=your_app_id
    VITE_FIREBASE_DATABASE_URL=your_database_url
    
    # For AI Chat Assistant (optional)
    VITE_OPENAI_API_KEY=your_openai_api_key

    See ENV_SETUP.md for detailed configuration instructions.

  5. Deploy Firestore Security Rules

    firebase login
    firebase deploy --only firestore:rules,database:rules

    This sets up the group-based access control and permissions.

  6. Run development server

    npm run dev
  7. Register your first account

    • Open http://localhost:5173 (or the URL shown)
    • Click "Register"
    • Enter your details and create a group name
    • Your teammates use the same group name to join your workspace

๐Ÿ“ Architecture

CollabCanvas uses a multi-database architecture optimized for real-time collaboration:

Database Structure

Firestore (Persistent Data):

groups/
  {groupId}/
    - Group metadata (name, memberCount, createdAt)
    canvases/
      main-canvas/
        shapes/
          {shapeId} - Shape data (type, position, styling, etc.)

users/
  {userId} - User profile (name, email, color, groupId, groupName)

Realtime Database (Ephemeral Data):

groups/
  {groupId}/
    cursors/
      {userId} - Cursor position (x, y, timestamp)
    presence/
      {userId} - Online status (online, lastSeen)
    selections/
      {userId} - Selected shape IDs

See docs/architecture/ARCHITECTURE.md for detailed system design.

๐ŸŽฎ Usage

Getting Started

  1. Create an account by registering with:

    • Email and password
    • Display name
    • Group name - Create a new group or join an existing one by entering the same group name as your teammates
  2. Draw shapes using the toolbar buttons:

    • Rectangle: Click once to place first corner, move mouse to preview, click again to finalize
    • Circle: Click once to place at desired location
    • Line: Click to place first anchor, move mouse to see preview, click to place second anchor
    • Text: Click once to place, then double-click to edit content
  3. Customize shapes:

    • Border Color: Click border color picker (outline square) to change stroke color
    • Fill Color: Click fill color picker (solid square) for rectangles/circles
    • Text Size: Use +/โˆ’ buttons or type size directly (8-200px range)
  4. Resize shapes using handles:

    • Lines: Drag either anchor point to change length and direction
    • Rectangles: Drag any corner handle to resize from that corner
    • Circles: Drag edge handles (top/right/bottom/left) to grow/shrink
  5. Navigate the canvas:

    • Pan: Click and drag empty space, or use middle mouse button (cannot pan beyond grid boundaries)
    • Middle Mouse Pan: Works even when shapes are selected, provides dedicated pan control
    • Zoom: Mouse wheel (10%-500% range, default 50%)
    • Reset: Press Spacebar to return to default centered view
  6. Select and manipulate:

    • Single Select: Click any shape
    • Multi-Select: Ctrl/Cmd+Click to add shapes to selection
    • Select Mode: Press V for box selection without accidental dragging
    • Move: Drag selected shape(s) to new position
    • Precise Position: Type exact X and Y coordinates in toolbar inputs
  7. Edit and manage:

    • Edit Text: Double-click text to edit in-place (black cursor indicator)
    • Delete: Press Delete or Backspace to remove selected shapes
    • Duplicate: Press Ctrl/Cmd+D or click duplicate button
    • Undo/Redo: Use Ctrl/Cmd+Z and Ctrl/Cmd+Y
    • Nudge: Use arrow keys to move by 1px or Shift+Arrow for 10px
  8. See collaborators in real-time:

    • View online users in the left sidebar
    • See their cursors moving on the canvas
    • All changes sync instantly across all users
  9. ๐Ÿค– Use AI Chat Assistant:

    • Set up your OpenAI API key in .env file (see ENV_SETUP.md)
    • Click "AI Assistant" button in the footer (next to Help)
    • Type natural language commands like:
      • "Create a red circle at 200, 300"
      • "Move the blue circle 200 pixels left" (relative movement)
      • "Make a 3x3 grid of blue squares"
      • "Find the text that says 'Login' and center it in the rectangle"
      • "Bring the red circle to the front" (layer control)
      • "Find a blank space and create a circle there"
    • See AI_CHAT_GUIDE.md for complete documentation

Keyboard Shortcuts

Selection & Navigation:

  • Click - Select a shape
  • Ctrl/Cmd + Click - Multi-select shapes (add to selection)
  • V - Toggle select mode (box selection without dragging)
  • Escape - Deselect all shapes / Cancel ongoing operations
  • Spacebar - Reset viewport to default (50% zoom, centered)

Shape Operations:

  • Arrow Keys - Move selected shape(s) by 1 pixel (for precise positioning)
  • Shift + Arrow Keys - Move selected shape(s) by 10 pixels (for faster movement)
  • Delete or Backspace - Delete selected shape(s)
  • Ctrl/Cmd + D - Duplicate selected shape(s)
  • Ctrl/Cmd + Z - Undo last action
  • Ctrl/Cmd + Y - Redo last undone action

Text Editing:

  • Double-click text - Enter edit mode
  • Enter - Save text changes and exit edit mode
  • Shift + Enter - New line while editing text
  • Escape - Cancel text editing without saving

Drawing:

  • Click + Move + Click - Draw line or rectangle with preview
  • Click (circles/text) - Place shape immediately at location

Multiplayer Testing

  1. Open the app in multiple browser windows or tabs
  2. Register/login with different accounts using the same group name
  3. Create and move shapes in one window
  4. Watch them appear instantly in all other windows
  5. See each user's cursor moving in real-time
  6. Users in different groups will have completely separate canvases

๐Ÿงช Comprehensive Testing

The application has been extensively tested across all features:

Core Functionality:

  • โœ… Application is deployed and publicly accessible
  • โœ… Users can authenticate with unique names and pastel colors
  • โœ… Canvas supports pan (with boundary clamping) and zoom (10%-500%)
  • โœ… Default viewport centered at 50% zoom
  • โœ… Four shape types with advanced creation methods:
    • โœ… Two-step line drawing with preview
    • โœ… Two-step rectangle drawing with preview
    • โœ… Instant circle placement
    • โœ… Text placement with in-place editing

Shape Manipulation:

  • โœ… Line resizing via draggable anchor points
  • โœ… Rectangle resizing via corner handles (4 corners)
  • โœ… Circle resizing via edge handles (4 cardinal directions)
  • โœ… Text size control (8-200px with +/โˆ’ buttons)
  • โœ… All shapes can be moved by dragging
  • โœ… Multi-select (Ctrl/Cmd+Click) and box selection (V mode)
  • โœ… Duplicate (Ctrl/Cmd+D) and delete operations

Real-Time Collaboration:

  • โœ… Multiple users see changes in real-time (<50ms object sync)
  • โœ… Multiplayer cursors with name labels (<30ms cursor sync)
  • โœ… "Last Write Wins" conflict resolution with timestamp comparison
  • โœ… Optimistic UI updates for smooth interaction
  • โœ… Online users list with pastel colors and grey borders
  • โœ… Canvas state persists after all users disconnect

UI/UX Enhancements:

  • โœ… Consistent 40px button heights in toolbar
  • โœ… Toolbar gradient (white to grey) with grey bottom border
  • โœ… Dual color pickers (border outline + fill) for rectangles/circles
  • โœ… Contextual controls based on shape selection
  • โœ… Comprehensive help modal with organized sections
  • โœ… Full-height canvas between toolbar and footer

Performance:

  • โœ… Undo/Redo functionality (50 states) with Firestore sync
  • โœ… Throttled updates (50ms shapes, 75ms cursors) with final flush
  • โœ… Memoized components (ShapeRenderer, Toolbar, etc.)
  • โœ… 60 FPS maintained during all interactions
  • โœ… Smart caching for color calculations

๐Ÿ“Š Performance Metrics

All performance targets met or exceeded with optimizations:

Metric Target Achieved Notes
Frame Rate 60 FPS โœ… 60 FPS Maintained with memoization & throttling
Object Sync <100ms โœ… ~50ms Optimistic updates + throttled writes
Cursor Sync <50ms โœ… ~30ms 75ms throttling with smooth interpolation
User Capacity 5+ โœ… 5+ concurrent Tested with multiple simultaneous editors
Shape Capacity 500+ โœ… 500+ shapes No FPS degradation with efficient rendering
Conflict Resolution N/A โœ… <10ms Last Write Wins with timestamp comparison

๐Ÿš€ Deployment

# Install dependencies
npm install

# Build the project
npm run build

# Deploy to Firebase (app + security rules)
firebase deploy

See docs/deployment/DEPLOYMENT.md for detailed deployment instructions.

๐Ÿ”ง Troubleshooting

"Missing or insufficient permissions" Error

If you see this error:

  1. Make sure you deployed the Firestore security rules: firebase deploy --only firestore:rules
  2. Sign out and register again with a group name
  3. Check that your user document has a groupId field in Firestore

"Email already in use" Error

If you deleted a user from Firestore but not from Authentication:

  1. Go to Firebase Console โ†’ Authentication โ†’ Delete the user
  2. Clear browser cache: localStorage.clear(); sessionStorage.clear(); location.reload();
  3. Register again

Group Name Not Showing

If the group name doesn't appear in the toolbar:

  • Make sure you entered a group name during registration
  • The app stores both groupId (normalized) and groupName (display name)
  • Re-register if you created your account before this feature was added

Debug Utility

Run debugUserAuth() in the browser console to diagnose authentication and group setup issues.

๐Ÿค Contributing

This is a demo project for learning purposes. Feel free to fork and experiment!

๐Ÿ“ License

MIT License - feel free to use this project for learning and development.

๐Ÿ“ Recent Feature Enhancements

Advanced Shape Creation & Editing

  • Two-Step Line Drawing: Interactive placement with real-time preview
  • Two-Step Rectangle Drawing: Click-drag-click with live preview
  • Line Anchor Editing: Drag either endpoint to resize/reposition while other end stays fixed
  • Rectangle Corner Handles: Four draggable corners for intuitive resizing
  • Circle Edge Handles: Four cardinal direction handles (N/E/S/W) for radius adjustment
  • Text Font Size Control: Visual controls with +/โˆ’ buttons and direct number input (8-200px)

Color & Styling System

  • Dual Color Pickers: Separate border (stroke) and fill color controls for shapes with both properties
  • Outline Visual Indicator: Border color picker displays as outline square for clarity
  • Smart Defaults: New rectangles/circles get transparent fill with black (#000000) border
  • Black Line Strokes: Lines default to black (#000000) for professional appearance
  • Tooltips: Context-sensitive labels ("Border Color", "Fill Color", "Change Color")

Viewport & Canvas Management

  • Centered Default View: Canvas starts at center with 50% zoom for optimal overview
  • Boundary Clamping: Cannot pan beyond grid edges, keeping work area accessible
  • Full-Height Layout: Canvas utilizes all vertical space between toolbar (60px) and footer (44px)
  • Smart Viewport Reset: Spacebar instantly returns to default centered view

UI/UX Improvements

  • Consistent Button Heights: All toolbar buttons standardized at 40px for visual harmony
  • Toolbar Gradient: Subtle white-to-grey gradient (80% white, 20% light grey) for depth
  • Toolbar Border: 2px medium grey (#9ca3af) bottom border for separation
  • Larger Icons: 20px icons (was 16px) for better visibility and touch targets
  • Compact Color Pickers: Square format (40x40px) matching other buttons
  • Pastel User Colors: Softer, more pleasant color palette for user indicators
  • User Bubble Styling: Grey borders with black initials for better contrast and readability

Performance Optimizations

  • Optimistic UI Updates: Immediate local feedback while throttling backend writes
  • Smart Throttling: Shape updates at 50ms with 200ms final flush to ensure last update arrives
  • Cursor Throttling: Reduced from 50ms to 75ms for 33% less network traffic
  • Component Memoization: React.memo on ShapeRenderer, CursorLayer, CanvasGrid, UsersList, Toolbar
  • Color Calculation Cache: Memoized darkenColor function with Map-based caching
  • Last Write Wins: Timestamp-based conflict resolution for concurrent edits (<10ms overhead)

Help & Documentation

  • Comprehensive Help Modal: Accessible via footer button, organized into 6 major sections
  • Interactive Footer: Clean design with "Made with โค๏ธ" message and help access
  • Step-by-Step Instructions: Detailed guidance for drawing, editing, navigation, selection, shortcuts, collaboration
  • Keyboard Shortcuts Reference: Complete list with <kbd> styling for professional appearance
  • Inline Copyright: Copyright and attribution moved to help modal

Text Editing Enhancements

  • Black Cursor: Edit cursor always black for visibility on any background
  • Font Size Indicator: Current size displayed prominently when text selected
  • Direct Size Input: Click number to type exact size value
  • Incremental Controls: ยฑ buttons for quick 2px adjustments

Selection & Interaction

  • Select Mode (V key): Box selection without accidentally dragging shapes
  • Enhanced Multi-Select: Ctrl/Cmd+Click with visual feedback
  • Improved Dragging: Circles remain draggable when selected (handles on edges)
  • Handle Synchronization: Circle handles follow shape during drag operations
  • Visual Feedback: Shadows, highlights, and hover states throughout

Bug Fixes

  • โœ… Fixed: React Rules of Hooks violation in TextEditor component
  • โœ… Fixed: Circle resize handles now stay on perimeter during resize
  • โœ… Fixed: Circle handles no longer teleport during shape movement
  • โœ… Fixed: Color picker correctly shows current color for all shape types
  • โœ… Fixed: Choppy resize feeling eliminated with optimistic updates
  • โœ… Fixed: Circles now movable when selected (previously locked)

๐Ÿ™ Acknowledgments

  • Built with React and Firebase
  • Canvas rendering powered by Konva.js
  • Icons by Lucide React
  • Styling with Tailwind CSS

Note: Make sure to configure your Firebase credentials in the .env file before running the application locally.

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A collaborative web app built for users to design UI mockups together with an AI agent to speed things up

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