🌾 Kisan-DSS (Decision Support System)

Empowering Farmers to Make the Right Decisions

Demo

Research Paper

✅ System Addresses Key Farmer Questions

👨‍🌾 What to sow? 🌱
👩‍🌾 How to grow? 🚜💧🌾
👨‍🌾 When to harvest? ⏱️🌤️🌾
👩‍🌾 Where to sell? 📦🛒📈

🌾 Key Capabilities of Kisan-DSS

✅ Smart Crop Selection

Based on rainfall, temperature, soil conditions & profit predictions

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✅ Weather-Smart Cultivation Guidance

Actionable location-based advisories to reduce crop loss & improve yield

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✅ Government Scheme Detection

Automatic identification of subsidies and farmer-benefit programs

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✅ Harvest Timing Optimization

Combining price trends & climate forecasts to pick the ideal harvesting window

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✅ Smart Selling & Market Intelligence

Compare mandi prices, transport costs & storage to choose the most profitable market

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✅ Voice-Assisted Multilingual Chatbot

AI-driven farmer assistant in regional languages for accessible guidance

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🌍 Impact Vision

Empowering small & marginal farmers with the same intelligence and insights available to agri-corporates —
in their own language, through simple voice-based interaction.

From what to sow to where to sell, Kisan-DSS brings AI to the farm gate,
enabling farmers to grow smarter, sell better, and earn more.

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🧠 Technology Stack

⚙️ Backend

• Flask / FastAPI (Python) for AI logic & APIs
• Node.js & Express for authentication & user services
• MongoDB for storing user profiles, crop data, and market insights

🎯 AI & Machine Learning

• Python, Scikit-Learn, Pandas, NumPy for data processing & ML
• ML models for price & profitability prediction
• Gemini API for conversational AI & decision support

🌐 Frontend

• React.js UI with voice interface
• Bootstrap & CSS for responsive & user-friendly design

🌍 External Integrations & APIs

• OpenWeather API for real-time & forecast-based advisories
• OSRM API for transportation & logistics optimization
• Government schemes & agri-data APIs for policy & market info
• Web Speech API for audio and voice to text conversion

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📂 Folder Structure

Kisan-DSS/
├── LICENSE
├── node_requirements_backend.txt
├── node_requirements_frontend.txt
├── pip_requirements_backend.txt
├── README.md
│
├── Backend-Flask/
│   ├── app.py
│   └── models/
│       ├── cropyield/
│       ├── MarketPrice/
│       ├── Rainfall/
│       ├── Temperature/
│       └── WPI/
│
├── Backend-Node/
│   ├── package.json
│   ├── server.js
│   └── models/
│       ├── crop.js
│       ├── farmer.js
│       └── user.js
│
└── Frontend/
    ├── package.json
    ├── public/
    │   ├── _redirects
    │   ├── index.html
    │   └── site.webmanifest
    └── src/
        ├── app.js
        ├── index.js
        ├── components/
        │   ├── ActiveCrops.jsx
        │   ├── Alert.jsx
        │   ├── apis_db.jsx
        │   ├── apis_ml.jsx
        │   ├── AuthComponent.jsx
        │   ├── AuthRedirect.js
        │   ├── axiosConfig.js
        │   ├── ChatBot.jsx
        │   ├── CoverPage.jsx
        │   ├── CropHistory.jsx
        │   ├── FarmerAdminDashboard.jsx
        │   ├── FarmerDashBoard.jsx
        │   ├── FarmerProfile.jsx
        │   ├── FarmerProfileCard.jsx
        │   ├── HelpModal.jsx
        │   ├── IntelCropRecommendationForm.jsx
        │   ├── IntelCropRecResult.jsx
        │   ├── IntelCultivationGuide.jsx
        │   ├── IntelCultivationPractices.jsx
        │   ├── IntelGovMarketForm.jsx
        │   ├── IntelGovMarketPrice.jsx
        │   ├── IntelGovScheme.jsx
        │   ├── IntelLocalMarket.jsx
        │   ├── IntelLocalMarketForm.jsx
        │   ├── LoginFarmer.jsx
        │   ├── LoginUser.jsx
        │   ├── MyCart.jsx
        │   ├── MyOrders.jsx
        │   ├── PostCrop.jsx
        │   ├── ProtectedRoute.js
        │   ├── SignupFarmer.jsx
        │   ├── SignupUser.jsx
        │   ├── SpeakMessages.jsx
        │   ├── TransactionHistory.jsx
        │   ├── UserAdminDashboard.jsx
        │   ├── UserDashboard.jsx
        │   ├── UserProfile.jsx
        │   └── UserTransactions.jsx
        ├── css/
        │   ├── ActiveCrops.css
        │   ├── Alert.css
        │   ├── auth.css
        │   ├── chatbot.css
        │   ├── CoversPage.css
        │   ├── CropDistribution.css
        │   ├── CropHistory.css
        │   ├── cropSubmitForm.css
        │   ├── cultivationGuide.css
        │   ├── FarmerAdminDashboard.css
        │   ├── FarmerProfile.css
        │   ├── HelpModal.css
        │   ├── HomeFarmer.css
        │   ├── HomeUser.css
        │   ├── MyCart.css
        │   ├── MyOrders.css
        │   ├── NewPost.css
        │   ├── PostCrop.css
        │   ├── Services.css
        │   ├── SowingGuide.css
        │   ├── style.css
        │   ├── TransactionHistory.css
        │   ├── UserAdminDashboard.css
        │   ├── UserDashboard.css
        │   └── UserProfile.css
        ├── static/
        │   ├── CropImages/
        │   ├── css/
        │   │   ├── farmer_dashboard.css
        │   │   ├── intel_gov_market_form.css
        │   │   ├── intel_gov_market_price.css
        │   │   ├── intel_local_market.css
        │   │   ├── intel-crop-rec-result.css
        │   │   ├── intel-crop-rec.css
        │   │   ├── intel-crop-reccomandation.css
        │   │   └── intel-gov-scheme.css
        │   └── images/
        └── Training video/

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🏗️ Installation & Setup

1️⃣ Clone the Repository & Enviroment varible setup

git clone https://github.com/shripad19/Kisan-DSS.git
cd Kisan-DSS

Enviromental Variable Setup

Backend (Flask)

GEMINI_API_KEY = "<your api key>"
DAILY_FUEL_DATA_KEY = "<your api key>"
OPENWEATHERMAP_API_KEY = "<your api key>"

DAILY_FUEL_DATA_KEY Generate API Key

OPENWEATHERMAP_API_KEY Generate API Key

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Backend (Node)

JWT_SECRET="mySuperSecretKey123!@#"
EMAIL_USER="<your email>"
GEMINI_API_KEY="<your api key>"
MONGODB_URI="<mongodb url>"
SENDGRID_API_KEY="<sendgrid api key>"

SENDGRID_API_KEY Generate API Key

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2️⃣ Backend (Flask) Setup

cd Backend-Flask
pip install -r pip_requirements_backend.txt
python app.py

3️⃣ Backend (Node.js) Setup

cd Backend-Node
npm install
node server.js

4️⃣ Frontend (React.js) Setup

cd Frontend
npm install
npm start

LICENSE

This project is licensed under the MIT License.