gelluisaac/FarmConnect
FarmConnect Africa 🌾
Empowering Africa's 50 million smallholder farmers through accessible agricultural intelligence
FarmConnect Africa is an open-source, offline-first mobile platform designed to bridge the digital divide in African agriculture. Built specifically for low-resource environments, it provides farmers with localized crop advisories, market intelligence, weather forecasts, and direct market access—all accessible on basic feature phones via USSD and SMS.
🌍 The Problem
African smallholder farmers, who produce 80% of the continent's food, face critical barriers:
- Limited Connectivity: Only 37% of Africa's population is online
- Digital Illiteracy: Majority lack exposure to digital farming tools
- High Costs: Existing agritech solutions are unaffordable
- Poor Market Access: Farmers lose 30-40% of potential income to middlemen
- Climate Uncertainty: Lack of localized weather and soil data
- Knowledge Gap: Limited access to modern farming techniques
Impact: Agricultural productivity in Africa remains the lowest globally, with farmers using only 22kg/hectare of fertilizer vs. global average of 146kg/hectare.
💡 Our Solution
FarmConnect Africa provides:
1. Offline-First Design
- Works on basic feature phones (USSD/SMS)
- Progressive web app for smartphones
- Local data synchronization when connectivity is available
2. Localized Agricultural Intelligence
- Crop-specific advisories based on local climate and soil
- Pest and disease identification using AI
- Optimal planting and harvesting calendars
- Weather forecasts and climate alerts
3. Market Connect
- Real-time commodity prices from local markets
- Direct buyer-farmer connections (eliminate middlemen)
- Cooperative group buying for seeds and fertilizers
- Mobile money integration for transactions
4. Community Knowledge Hub
- Peer-to-peer farmer networks
- Voice-based questions and answers
- Local language support (Swahili, Hausa, Yoruba, Amharic, etc.)
- Success stories and best practices sharing
5. Financial Inclusion
- Micro-credit scoring based on farming activities
- Insurance product recommendations
- Digital record-keeping for harvest and expenses
🎯 Target Impact
By 2027:
- Reach 1 million smallholder farmers across 10 African countries
- Increase average farm income by 25-35%
- Reduce post-harvest losses by 20%
- Create market access for 500,000 farmers
- Support 50,000 women farmers with targeted programs
🏗️ Architecture
┌─────────────────────────────────────────────────────────┐
│ User Interfaces │
├──────────────┬──────────────┬──────────────┬───────────┤
│ USSD/SMS │ WhatsApp │ Mobile PWA │ Web App │
│ (Feature │ (WhatsApp │ (Android/ │ (Desktop │
│ Phones) │ Business) │ iOS) │ Admin) │
└──────────────┴──────────────┴──────────────┴───────────┘
│
▼
┌─────────────────────────────────────────────────────────┐
│ API Gateway │
│ (GraphQL + REST Endpoints) │
└─────────────────────────────────────────────────────────┘
│
┌───────────────┼───────────────┐
▼ ▼ ▼
┌────────────────┐ ┌────────────┐ ┌─────────────────┐
│ Farmer │ │ Market │ │ Agricultural │
│ Management │ │ Connect │ │ Intelligence │
│ Service │ │ Service │ │ Service │
└────────────────┘ └────────────┘ └─────────────────┘
│ │ │
└───────────────┼───────────────┘
▼
┌─────────────────────────────────────────────────────────┐
│ Data Layer (PostgreSQL + Redis) │
└─────────────────────────────────────────────────────────┘
│
┌───────────────┼───────────────┐
▼ ▼ ▼
┌────────────────┐ ┌────────────┐ ┌─────────────────┐
│ Weather APIs │ │ ML Models │ │ Payment │
│ (External) │ │ (TensorFlow│ │ Gateway │
│ │ │ Serving) │ │ (M-Pesa, etc.) │
└────────────────┘ └────────────┘ └─────────────────┘
🚀 Key Features
For Farmers
- 📱 Multi-channel access: USSD, SMS, WhatsApp, Web, Mobile App
- 🌦️ Hyperlocal weather: 7-day forecasts with farming advisories
- 🌱 Crop calendar: Personalized planting and harvesting schedules
- 🐛 Pest detection: AI-powered disease and pest identification
- 💰 Market prices: Real-time commodity prices from nearby markets
- 🤝 Direct sales: Connect with buyers and cooperatives
- 📊 Farm records: Digital tracking of expenses, yields, and income
- 🎓 Training: Video tutorials and voice-based learning (offline)
For Buyers/Aggregators
- 🔍 Farmer discovery: Find farmers by crop, location, and quantity
- 📦 Bulk ordering: Place orders with multiple farmers
- 🚚 Logistics coordination: Track deliveries and manage supply chain
- 💳 Secure payments: Escrow and mobile money integration
For NGOs/Extension Workers
- 📈 Impact dashboard: Track farmer engagement and outcomes
- 🎯 Targeted programs: Identify and support vulnerable farmers
- 📊 Data insights: Anonymous aggregated agricultural data
- 📢 Mass communication: Broadcast important advisories
🛠️ Tech Stack
Backend
- Runtime: Node.js (20.x LTS)
- Framework: NestJS
- Database: PostgreSQL 15 + PostGIS
- Cache: Redis 7
- Message Queue: RabbitMQ
- AI/ML: Python (FastAPI) + TensorFlow/PyTorch
Frontend
- Mobile PWA: React + TypeScript + TailwindCSS
- Web Admin: Next.js 14
- Mobile Native: React Native (future)
Infrastructure
- Containerization: Docker + Docker Compose
- Orchestration: Kubernetes (production)
- CI/CD: GitHub Actions
- Monitoring: Prometheus + Grafana
- Logging: ELK Stack
External Integrations
- Weather: OpenWeatherMap, IBM Weather API
- Payments: M-Pesa, Airtel Money, MTN MoMo
- SMS/USSD: Africa's Talking, Twilio
- Maps: OpenStreetMap, Mapbox
- Translation: Google Cloud Translation API
📦 Installation
Prerequisites
- Node.js >= 20.x
- PostgreSQL >= 15
- Redis >= 7
- Docker and Docker Compose (for containerized setup)
- Python >= 3.10 (for ML services)
Quick Start
# Clone the repository
git clone https://github.com/your-org/farmconnect-africa.git
cd farmconnect-africa
# Copy environment variables
cp .env.example .env
# Install dependencies
npm install
# Start infrastructure services
docker-compose up -d postgres redis rabbitmq
# Run database migrations
npm run migration:run
# Seed initial data
npm run seed
# Start development server
npm run devThe application will be available at:
- API: http://localhost:3000
- Web Admin: http://localhost:3001
- API Documentation: http://localhost:3000/docs
Docker Setup (Recommended)
# Build and start all services
docker-compose up --build
# Stop services
docker-compose down
# View logs
docker-compose logs -f📚 Documentation
- Getting Started Guide
- API Documentation
- Architecture Overview
- Deployment Guide
- Contributing Guidelines
- Localization Guide
- ML Models Documentation
🌱 Project Roadmap
Phase 1: MVP (Months 1-3) ✅
- Core farmer registration via USSD/SMS
- Basic crop advisory system
- Market price display
- Weather integration
- Admin dashboard
Phase 2: Market Connect (Months 4-6) 🚧
- Buyer registration and verification
- Direct farmer-buyer messaging
- Order management system
- Mobile money integration
- Rating and review system
Phase 3: Intelligence Layer (Months 7-9) 📋
- AI crop disease detection
- Personalized recommendations engine
- Yield prediction models
- Soil health analysis
- Voice assistant (local languages)
Phase 4: Financial Services (Months 10-12) 📋
- Credit scoring system
- Microfinance integration
- Crop insurance products
- Digital wallet
- Input financing marketplace
Phase 5: Scale & Optimize (Year 2) 📋
- Expand to 10 countries
- Offline mobile apps (Android/iOS)
- Blockchain-based supply chain tracking
- Drone imagery integration
- Carbon credit marketplace
🤝 Contributing
We welcome contributions from developers, agronomists, designers, and anyone passionate about solving Africa's agricultural challenges!
How to Contribute
- Code Contributions: See CONTRIBUTING.md
- Report Bugs: Open an issue with the
buglabel - Request Features: Open an issue with the
enhancementlabel - Improve Documentation: Submit PRs to the
docs/folder - Translate: Help localize to more African languages
- Share Knowledge: Add farming best practices to the knowledge base
📊 Impact Metrics
| Metric | Current | Target (2026) |
|---|---|---|
| Registered Farmers | 5,000 | 1,000,000 |
| Countries | 3 | 10 |
| Avg Income Increase | 15% | 30% |
| Women Farmers | 1,200 | 300,000 |
| Market Transactions | 500/month | 100,000/month |
| Languages Supported | 4 | 20 |