SundayL is an advanced AI-powered email assistant and workflow automation platform. It is designed to help users manage, triage, and act on their digital communications with unprecedented efficiency. Built on the MAGK (Multi-Agent Knowledge Graph) framework, SundayL leverages state-of-the-art AI to automate repetitive tasks, extract actionable insights, and provide a unified interface for all your messaging and productivity needs.

Our vision is to create a central AI "chief-of-staff" that connects to all your digital tools—email, messaging, calendar, notes, and more—empowering you to focus on high-value work while the AI handles the busywork. SundayL aims to:

• Unify your digital communications in one intelligent dashboard
• Automate triage, summarization, and follow-up for emails and messages
• Extract and track tasks, commitments, and key information
• Provide actionable suggestions and reminders
• Offer a seamless, human-in-the-loop experience for trust and control

• Unified Inbox: Aggregate emails (Gmail, Outlook, etc.) and, soon, messages from other platforms into a single, searchable feed.
• AI-Powered Triage: Automatically prioritize, categorize, and flag important emails and threads.
• Smart Summaries: Generate concise summaries of long email threads and highlight action items, deadlines, and questions.
• Draft Replies & Follow-ups: One-click AI-generated responses in your tone, with easy review and editing before sending.
• Task Extraction: Detect and extract tasks, commitments, and reminders from emails, and sync with your preferred task manager.
• Daily Briefing: Receive a morning summary of your most important emails, meetings, and tasks.
• Knowledge Base: Track people, projects, and conversations for context and recall, building a "second brain" for your communications.
• Gamification: Earn points and achievements for processing emails and completing tasks, making productivity fun.
• Human-in-the-Loop Controls: Always review and approve AI actions before they're executed, ensuring trust and transparency.
• Extensible Integrations: Modular architecture for adding new connectors (Slack, WhatsApp, Notion, etc.) as the platform grows.

• Frontend/UI:
  • Next.js (TypeScript) for a modern, responsive web app
  • Tailwind CSS & shadcn/ui for rapid, beautiful UI development
  • React Query/SWR for efficient data fetching and caching
• Backend/Orchestration:
  • Node.js (Express/Fastify) or Python (FastAPI/Django) for API and orchestration
  • Event-driven design for real-time updates and automation triggers
  • REST/GraphQL API for frontend-backend communication
• AI/LLM Layer:
  • OpenAI GPT-4.1, Anthropic Claude, and support for local LLMs (Llama 2, Mistral)
  • Model router for cost/performance optimization
  • LangChain or similar for prompt orchestration and tool use
• Integrations:
  • Gmail API, Outlook/Graph API for email
  • Modular connectors for Slack, WhatsApp, Notion, Google Calendar, etc.
  • Model Context Protocol (MCP) for standardized tool integrations
• Database & Storage:
  • PostgreSQL (user data, configs, metadata)
  • Supabase for managed Postgres and authentication
  • S3/Cloud Storage for logs, files, and large data
  • Vector DB (ChromaDB, Pinecone) for semantic search and knowledge base
• Cache & Performance:
  • Redis or in-memory cache for fast context and deduplication
• Security:
  • OAuth 2.0 for secure authentication with external services
  • Encrypted data at rest and in transit
  • Secrets management and audit logging
• DevOps & Cloud:
  • Docker for containerization
  • AWS/GCP/Azure for scalable cloud deployment
  • CI/CD pipelines for automated testing and deployment

• Node.js 18+
• TypeScript
• Supabase account (for database and auth)
• Gmail API credentials (for email integration)
• Clerk or OAuth provider setup (for user authentication)
• (Optional) OpenAI/Anthropic API keys for advanced AI features

1. Clone the repository:

   git clone https://github.com/your-org/sundayl.git
   cd sundayl

2. Install dependencies:

   npm install

3. Set up environment variables:
   • Copy the example environment file and fill in your API keys:

     cp env.example .env.local

   • Edit .env.local with your credentials:

     GMAIL_CLIENT_ID=your_client_id
     GMAIL_CLIENT_SECRET=your_client_secret
     SUPABASE_URL=your_supabase_url
     SUPABASE_ANON_KEY=your_supabase_anon_key
     CLERK_PUBLISHABLE_KEY=your_clerk_key
     CLERK_SECRET_KEY=your_clerk_secret
     OPENAI_API_KEY=your_openai_key
     ANTHROPIC_API_KEY=your_anthropic_key

4. Initialize the database (if needed):
   • Set up your Supabase project and run any migrations as described in SETUP.md.
5. Start the development server:

   npm run dev

6. Access the app:
   • Open http://localhost:3000 in your browser.

• If you encounter issues with API keys or authentication, double-check your .env.local file.
• For Gmail API issues, ensure your OAuth consent screen and scopes are correctly configured in Google Cloud Console.
• For Supabase, verify your project URL and anon key.
• See SETUP.md and docs/execution/bugs.md for more troubleshooting tips.

sundayl/
├── src/
│   ├── app/                 # Next.js app directory (routing, pages)
│   ├── components/          # Reusable React components
│   ├── lib/                 # Utility functions and API clients
│   ├── types/               # TypeScript type definitions
│   ├── hooks/               # Custom React hooks
│   └── mock/                # Mock data for development/testing
├── docs/                    # Documentation (standards, specs, business, execution)
│   ├── ui-spec.md           # UI/UX specifications
│   ├── standards.md         # Documentation standards & guidelines
│   ├── business.md          # Business model, GTM, and market opportunity
│   └── execution/           # Bugs, plans, sprints, and operational docs
├── plan.md                  # Development roadmap
├── next-steps.md            # Immediate next steps
├── SETUP.md                 # Detailed setup and onboarding guide
├── package.json             # Project dependencies and scripts
├── tsconfig.json            # TypeScript configuration
├── tailwind.config.js       # Tailwind CSS configuration
└── README.md                # This file

We welcome contributions from the community! To get started:

• Read our contributing guidelines for coding standards, PR process, and code of conduct.
• Open issues for bugs, feature requests, or questions.
• Fork the repo and submit pull requests for improvements.
• Join our community discussions in the issues or on our chat platform (see docs/standards.md).

Thank you for helping build the future of AI-powered productivity!