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Meal-Planner/docs/ORIENTATION.md
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# Meal Planner - Orientation Guide
This document is the **first stop** for any agent resuming work on this project after context compaction. Read it before doing anything else.
---
## Project Overview
**MealPlanner** is a self-hosted meal planning system for a family of 4 (2 adults, 2 children) that integrates with Lucky California grocery store to source ingredients from weekly sales, sends meal proposals via email, generates shopping lists, and learns from feedback.
### Key Problem Being Solved
The family has been using meal kit services (Blue Apron → EveryPlate → HungryRoot → Sunbasket) which suffer from:
- 3x ingredient markup in cost
- Repetitive meals and sauces
- Forcing app login to manage meal selection
- No home pantry integration
### Current Status
**Phase**: Phase 2 (Database & Models) IN PROGRESS. Migrations created, schemas implemented, API endpoints implemented.
**Adversarial Review Completed**: 2026-05-04
- All consensus blockers (§1.1 - §1.8) addressed
- All high-risk gaps (§2.1 - §2.8) addressed
- Key fixes applied:
- Recipe-ingredient: JSONB only (removed join table)
- Family member: Added `family_member` table for per-voter tracking
- Approval flow: Redesigned with confirmation page + POST + per-voter tokens + TTL
- Auth: VPN-only for admin endpoints, session-based for family web UI
- Schema: ENUMs, CHECKs, CITEXT for ingredients, ISO day_of_week (1=Mon)
- Lucky URL: Fixed to `https://luckysupermarkets.com`
- Docker: Hardened (no direct port exposure to backend/frontend)
- Alembic: Configured with migration policy
**Phase 2 Progress** (2026-05-04):
- [x] Initial Alembic migration (0001_initial_migration.py)
- [x] Seed data migration (0002_seed_data.py)
- [x] Pydantic schemas for all models
- [x] /api/profile endpoints (CRUD, family members)
- [x] /api/recipes endpoints (CRUD, ingredients)
- [x] /api/meals endpoints (meal plans, voting, approval tokens)
- [x] /api/pantry endpoints (CRUD)
- [x] /api/shopping-list endpoints (aggregation, print)
- [x] /api/admin endpoints (scrape trigger, logs, stats)
**Phase 3 Progress** (2026-05-04):
- [x] Base scraper with rate limiting, retries, session management
- [x] LuckyCaliforniaScraper with BeautifulSoup + Playwright
- [x] ScraperService to save scraped items to grocery_item table
- [x] /api/admin/scrape endpoint connected to ScraperService
---
## Architecture Summary
```
User (email) ──► SendGrid ───────────────────────────────┐
User (web) ───► React UI ──► nginx ──► FastAPI ──────────┼──► PostgreSQL
│ │
└──► Lucky CA scraper ──┘
(luckysupermarkets.com)
```
### Services (Docker Compose)
- **backend**: FastAPI Python app (port 8000, internal only)
- **frontend**: React + Tailwind (port 3000, internal only via nginx)
- **db**: PostgreSQL 15 (internal only)
- **nginx**: Reverse proxy with SSL (ports 80/443)
### Tech Stack
- Backend: Python 3.11, FastAPI, SQLAlchemy 2.0, Alembic
- Frontend: React 18, TypeScript, Tailwind CSS, React Query, Vite
- Database: PostgreSQL 15 with ENUMs and CITEXT
- Scraping: Playwright, BeautifulSoup
- Email: SendGrid
- Hosting: Docker Compose, nginx
---
## Family Profile
### Household
- 2 adults, 2 children
- 3 of 4 members do NOT like mushrooms
- No allergies
- Goals: Calorie, budget, and health conscious; tasty but not expensive
### Family Members
| Member | Role | Mushroom Preference |
|--------|------|-------------------|
| Adult 1 | Adult | Does NOT like mushrooms |
| Adult 2 | Adult | Likes mushrooms |
| Child 1 | Child | Does NOT like mushrooms |
| Child 2 | Child | OK with mushrooms |
### Approval Workflow (REDESIGNED)
1. System generates 7-day meal plan (Sunday)
2. Email sent to all adults with meals, images, approval page links
3. Email link → confirmation page (GET, not auto-approve)
4. Adult clicks Approve/Deny → POST with reason
5. Per-member token (single-use, 72h TTL)
6. Majority approve → meal confirmed; any deny → swap
7. After approval → shopping list generated
---
## Database Schema Highlights
### Core Tables
- `family_profile` - Household configuration with household_size CHECK
- `family_member` - Individual family members with email, role, mushroom preference
- `recipe` - Recipes with JSONB ingredients (not join table)
- `ingredient` - Master list with name_lower (CITEXT for case-insensitive matching)
- `meal_plan` - Weekly plan with ISO day_of_week (1=Mon, 7=Sun)
- `meal_plan_item` - Individual meal with approval status
- `meal_plan_vote` - Per-member votes (one vote per member per meal)
- `approval_token` - Single-use tokens with TTL and status tracking
- `home_pantry` - Family's on-hand ingredients
- `feedback` - Ratings, denial reasons, never-suggest flags
- `grocery_item` - Scraped Lucky California items with FK to ingredient
- `scrape_log` / `email_log` - Operation history
### Key Relationships
- `family_profile` 1:N `family_member`
- `family_profile` 1:N `meal_plan`
- `family_member` 1:N `meal_plan_vote` (per-voter tracking)
- `recipe` 1:N `meal_plan_item`
- `meal_plan` 1:N `meal_plan_item`
- `meal_plan_item` 1:N `meal_plan_vote`
- `meal_plan_item` 1:N `approval_token`
- `grocery_item``ingredient` (FK)
---
## Implementation Phases
| Phase | Description | Status |
|-------|-------------|--------|
| 1 | Infrastructure (Docker, PostgreSQL, FastAPI, React, nginx) | **Complete** |
| 2 | Database & Models (Alembic migrations, Pydantic schemas, API endpoints) | **Complete** |
| 3 | Lucky California Scraper (BeautifulSoup + Playwright, ScraperService) | **Complete** |
| 4 | Recipe Engine (CRUD, tagging, search) | Not Started |
| 5 | Meal Planner Engine (generation algorithm, substitutions) | Not Started |
| 6 | SendGrid Email Integration | Not Started |
| 7 | Web UI - Core (Dashboard, Meal Detail, Pantry, Shopping List) | **Complete** |
| 8 | Web UI - Feedback (Feedback Portal, Learning) | Not Started |
| 9 | Meal Planner Generation Algorithm | Not Started |
| 10 | Image Strategy (scraped + AI fallback) | Not Started |
| 11 | Polish & Future (variety analysis, budget tracking) | Not Started |
---
## Environment Variables
```bash
# Database
DATABASE_URL=postgresql://mealplanner:password@db:5432/mealplanner
POSTGRES_PASSWORD=secure_password
# SendGrid
SENDGRID_API_KEY=SG.xxx
# Family
FAMILY_EMAIL_1=user@example.com
FAMILY_EMAIL_2=spouse@example.com
# Scraping
LUCKY_CA_URL=https://luckysupermarkets.com
# AI Images (optional)
AI_IMAGE_ENABLED=false
# Auth
SECRET_KEY=change-me-in-production
```
---
## Next Steps
### IMMEDIATE: Verify skeleton with verification matrix
```bash
docker compose config
docker compose build backend
docker compose build frontend
docker compose up -d db
docker compose run --rm backend python -c "from app.main import app; print(app.title)"
docker compose run --rm backend alembic upgrade head
docker compose run --rm frontend npm run build
```
If any of these fail, fix before proceeding.
### After Verification
1. Phase 2: Implement real API endpoints (not placeholders)
2. Phase 3: Connect database models to endpoints
3. Phase 4: Spike Lucky California scrape (before committing to full schema)
---
## Current Git State
```bash
git log --oneline
624b516 docs: update ORIENTATION.md for Phase 1 complete
1328ec3 feat: add Phase 1 infrastructure skeleton
0c5b0aa docs: add complete project documentation
```
**Pending commit**: All adversarial review fixes (models, schema, docker-compose, docs updates)
---
## Important Conventions
### Code Style
- Python: Black formatter, isort for imports
- TypeScript: Prettier, ESLint
- No comments unless explaining non-obvious logic
### Git Commits
- Conventional commits: `feat:`, `fix:`, `docs:`, `refactor:`, `test:`
- One logical change per commit where possible
### API Design
- RESTful endpoints with proper HTTP methods and status codes
- Pydantic schemas for request/response validation
- Email approval links use GET → confirmation page → POST
- Per-voter tokens, not shared household tokens
### Database
- Always use UUIDs for primary keys
- Timestamps with timezone (TIMESTAMPTZ)
- Use ENUMs for status fields (not loose VARCHAR)
- Use CITEXT or lowercase-on-write for name matching
### Testing
- Write unit tests for services (pytest)
- Integration tests for API endpoints
- Frontend: component tests with React Testing Library
---
## Known Issues / Open Questions
1. **Lucky California scraping**: Feasibility not yet spiked. URL is `luckysupermarkets.com`.
2. **AI image generation**: Config flag to enable/disable. Disabled by default.
3. **WhatsApp integration**: Planned for future via Twilio. Out of scope for MVP.
4. **Planned scheduler**: APScheduler with `--workers 1` to avoid duplicate fires.
---
## Contact / Context
- **Primary user**: Peter (tech-savvy, hosts the system)
- **Wife**: Non-technical, will use web UI and email
- **Children**: 2, eating habits vary (one OK with mushrooms)
Last updated: 2026-05-04 (all adversarial review fixes committed)