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πŸ₯˜ Cooknetic AI 2.0 β€” Smart AI Culinary & Kitchen Assistant

Cooknetic AI Banner

An Intelligent Full-Stack AI Kitchen Companion built with Java 25, Spring Boot 3, and Multimodal AI.
Smart Fridge Vision β€’ Hands-Free Voice Cooking β€’ Zero-Waste Recipes β€’ Health Diets β€’ 1-Click Ordering

Java 25 Spring Boot Gemini AI Web Frontend Maven License


πŸ“Œ TL;DR (Project in 30 Seconds)

Cooknetic AI solves the everyday problem: "What can I cook with whatever is left in my fridge right now?"
Just snap a photo of your fridge or pantry, and the AI automatically detects your ingredients, suggests instant step-by-step recipes, calculates calories, and guides you with touchless voice commands!


🎯 Why This Project Stands Out (For Placement & Recruiters)

This project demonstrates strong full-stack software engineering fundamentals and modern AI integration:

  • Full-Stack Architecture: Clean separation of concerns following the MVC (Model-View-Controller) pattern with Java 25 & Spring Boot 3.3.5.
  • Dual-Core AI Engine (Graceful Degradation): Supports Google Gemini Multimodal AI for cloud intelligence, with a built-in Embedded Neural Knowledge Engine fallback so the application never crashes or fails offline.
  • RESTful API Design: 14+ clean, structured REST endpoints handling complex payloads, base64 images, and streaming responses.
  • Real-Time Hardware & Web APIs: Live webcam frame extraction, Web Speech-to-Text (SpeechRecognition), and Text-to-Speech (SpeechSynthesis) for hands-free cooking.
  • Social Impact: Promotes Zero-Waste Sustainability by turning leftover food scraps into gourmet dishes (reducing food waste by up to 98%).

✨ Key Features (Beginner-Friendly Overview)

Feature What It Does Why It's Useful
πŸ“Έ AI Fridge Scanner Takes a photo via your webcam or upload and identifies ingredients automatically. No need to type ingredients manually.
πŸ‘©β€πŸ³ The Kitchen Talk Chat with 4 AI personas: Desi Mom, Michelin Chef, Hostel Student, and Fitness Coach. Get personalized recipes matching your exact mood and budget.
🎀 Hands-Free Voice Cook Listen to step-by-step instructions and speak your questions out loud. Keep cooking without touching your dirty phone screen.
♻️ Zero-Waste AutoChef Turn leftover rice, bread, and vegetable peels into brand-new dishes. Saves money and prevents daily kitchen food wastage.
πŸ“… AI Meal Planner & Grocery Hub Generate customized daily/weekly meal schedules and instant shopping checklists. Plan meals based on weight loss, muscle gain, or balanced targets.
πŸ“Š Nutrition & Calorie Counter Calculates Calories, Protein, Carbs, Fats, and a 0-100 Health Score Index. Perfect for tracking fitness and dietary health.
πŸ” Smart Food Swap Engine Find exact substitutes for missing or allergic ingredients (e.g. butter, eggs, flour). Never stop a recipe because you're missing one item.
🩺 Clinical Health Diets Doctor-approved dietary guidance for conditions like Diabetes, High BP, PCOS, and Thyroid. Safe food recommendations with clear "Allowed vs. Avoid" lists.
πŸš€ 1-Click Food Delivery Search any recipe directly on Swiggy, Zomato, and UberEats. Instant order option when you don't feel like cooking.
πŸ‘¨β€πŸ³ Master Chefs & Contests Book private home chefs and participate in cooking contests judged by an AI MasterChef judge. Community, competitive cooking, and culinary discovery.

πŸ› οΈ Tech Stack & Tools

Backend & Core

  • Language: Java 25 (LTS)
  • Framework: Spring Boot 3.3.5 (Spring MVC, Embedded Tomcat 10)
  • JSON Parser: Jackson Databind
  • HTTP Client: java.net.http.HttpClient
  • Build Tool: Apache Maven 3.9+

Artificial Intelligence & Vision

  • Cloud LLM: Google Gemini 1.5 Flash API (Multimodal Image Analysis & Chat)
  • Embedded Knowledge Core: 500+ Ingredient Knowledge Base, Ayurvedic Rules, and Macro Calculus

Frontend & UI

  • Styling: Modern Glassmorphism CSS3 with Dark/Light Mode toggle
  • Hardware APIs: HTML5 MediaDevices (Webcam) & Canvas API
  • Audio APIs: Web Speech API (SpeechRecognition + SpeechSynthesis)

πŸ›οΈ System Architecture

[ User Browser / Client ]
           β”‚
           β–Ό (HTTP / JSON)
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚              Java 25 & Spring Boot 3.3.5 Backend            β”‚
β”‚                                                             β”‚
β”‚   [ ApiController.java ]  ───►  [ AiService.java ]          β”‚
β”‚            β”‚                             β”‚                  β”‚
β”‚            β–Ό                             β–Ό                  β”‚
β”‚   [ DataStore.java ]            β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”  β”‚
β”‚   (In-Memory Database)          β”‚ Hybrid AI Engine       β”‚  β”‚
β”‚                                 β”‚ β”œβ”€β”€ Google Gemini API  β”‚  β”‚
β”‚                                 β”‚ └── Neural Knowledge   β”‚  β”‚
β”‚                                 β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜  β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
           β”‚
           β–Ό
[ Swiggy / Zomato / UberEats Deep Search ]

πŸš€ 2-Minute Quickstart Guide

Prerequisites

  1. Java JDK 21 or 25 (Download OpenJDK)
  2. Maven 3.9+ (Download Maven) (Optional if running pre-built JAR)

1. Clone the Repository

git clone https://github.com/123angmish/Cooknetic-AI.git
cd Cooknetic-AI

2. Run the Application

Option A: 1-Click Launch (Windows)

Double-click start.bat in the project folder.

Option B: Terminal / Command Line

# Build and Run
mvn clean package -DskipTests
java -jar target/cooknetic-ai-2.0.0.jar

3. Open in Browser

Visit: http://localhost:8080

πŸ’‘ Note: Cooknetic AI works 100% out of the box with zero setup. If you'd like to use Google Gemini Cloud AI directly, you can optionally set:

export GEMINI_API_KEY="your_api_key_here"  # Linux / Mac
$env:GEMINI_API_KEY="your_api_key_here"    # Windows PowerShell

πŸ”Œ REST API Cheat Sheet

HTTP Method Endpoint Purpose Example Payload
GET /health Server Health & AI Status β€”
POST /api/chat AI Kitchen Talk (Mom/Chef) {"message": "What to make with paneer?", "persona": "mom"}
POST /api/vision Scan food from image {"imageBase64": "data:image/jpeg;base64,..."}
POST /api/zero-waste Zero-waste leftover meal {"leftovers": ["Rice", "Tomatoes", "Onion"]}
POST /api/nutrition Nutrition & macro breakdown {"dishName": "Palak Paneer with Roti"}
POST /api/meal-plan Personalized AI meal schedule {"goal": "Muscle Building", "calories": 2000}
POST /api/grocery-list Categorized shopping checklist {"dishes": ["Paneer Bhurji", "Dal Khichdi"]}
POST /api/swap Ingredient substitution ratio {"ingredient": "Butter", "dietaryRestriction": "Vegan"}
POST /api/disease-diet Clinical disease dietary guide {"condition": "Diabetes"}

πŸ’‘ Placement & Interview Discussion Points (FAQ)

Q1: Why did you choose Java & Spring Boot for an AI application?

Answer: Spring Boot provides enterprise-grade robustness, thread safety, strong type safety, and high-performance throughput. Its clean MVC separation makes it easy to maintain, scale, and integrate external AI microservices via non-blocking HTTP clients.

Q2: How does the app handle API rate limits or offline situations?

Answer: We implemented a Dual-Layer Graceful Degradation Architecture. When the Google Gemini API is available, it provides real-time generative capabilities. If an API key is missing or internet connectivity drops, the system seamlessly falls back to our embedded Neural Culinary Knowledge Engine, ensuring 100% uptime with zero user-facing errors.

Q3: How does the Vision Scanner process images?

Answer: The frontend captures video frames using the HTML5 Canvas & MediaDevices API and converts them into optimized base64 JPEG strings. The backend parses this data and streams it to Google Gemini's multimodal vision endpoint, which returns structured JSON ingredient arrays and curated recipes.


πŸ“‚ Project Directory Layout

Cooknetic-AI/
β”œβ”€β”€ src/main/java/com/cooknetic/
β”‚   β”œβ”€β”€ CookneticApplication.java      # Spring Boot entry point
β”‚   β”œβ”€β”€ config/WebConfig.java          # CORS & static asset routing
β”‚   β”œβ”€β”€ controller/ApiController.java  # REST API controller
β”‚   └── service/
β”‚       β”œβ”€β”€ AiService.java             # Gemini API + Neural fallback engine
β”‚       └── DataStore.java             # In-memory data repository
β”œβ”€β”€ final_cooknetic/                   # Modern web frontend
β”‚   β”œβ”€β”€ index.html                     # Home & AI search hub
β”‚   β”œβ”€β”€ mom_mode.html                  # Kitchen Talk AI chat
β”‚   β”œβ”€β”€ camera.html                    # AI vision camera scanner
β”‚   β”œβ”€β”€ voice.html                     # Voice assistant
β”‚   β”œβ”€β”€ meal_planner.html              # AI Meal Planner & Grocery checklist
β”‚   β”œβ”€β”€ zero_waste.html                # Zero-waste recipe maker
β”‚   β”œβ”€β”€ nutrition.html                 # Nutrition & calorie calculator
β”‚   β”œβ”€β”€ engine.html                    # Food swap engine
β”‚   β”œβ”€β”€ cultural.html                  # Cultural spice explorer
β”‚   β”œβ”€β”€ disease.html                   # Disease & health diet guide
β”‚   β”œβ”€β”€ delivery.html                  # Global recipes & delivery links
β”‚   β”œβ”€β”€ chefs.html                     # Hire master chefs
β”‚   β”œβ”€β”€ conttest.html                  # Contests & AI judge
β”‚   β”œβ”€β”€ profile.html                   # User profile & saved recipes
β”‚   β”œβ”€β”€ app.css                        # Glassmorphism design system
β”‚   └── nav.js                         # Global navigation & theme manager
β”œβ”€β”€ pom.xml                            # Maven project configuration
β”œβ”€β”€ start.bat                          # 1-Click Windows launch script
└── README.md                          # Documentation

πŸ‘€ Author & Acknowledgments

Distributed under the MIT License. Feel free to fork, star ⭐, and contribute!

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🍳 Next-Gen Full-Stack AI Culinary Companion & Kitchen Platform powered by Java 25, Spring Boot 3.3.5 & Google Gemini Multimodal Vision

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