Diabetes-Assistant-App

.devcontainer/devcontainer.json

@@ -0,0 +1,33 @@
+{
+  "name": "Python 3",
+  // Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile
+  "image": "mcr.microsoft.com/devcontainers/python:1-3.11-bullseye",
+  "customizations": {
+    "codespaces": {
+      "openFiles": [
+        "README.md",
+        "starter-apps/streamlit-apps/Diabetes_Assistant_App(Marathi)/app.py"
+      ]
+    },
+    "vscode": {
+      "settings": {},
+      "extensions": [
+        "ms-python.python",
+        "ms-python.vscode-pylance"
+      ]
+    }
+  },
+  "updateContentCommand": "[ -f packages.txt ] && sudo apt update && sudo apt upgrade -y && sudo xargs apt install -y <packages.txt; [ -f requirements.txt ] && pip3 install --user -r requirements.txt; pip3 install --user streamlit; echo '✅ Packages installed and Requirements met'",
+  "postAttachCommand": {
+    "server": "streamlit run starter-apps/streamlit-apps/Diabetes_Assistant_App(Marathi)/app.py --server.enableCORS false --server.enableXsrfProtection false"
+  },
+  "portsAttributes": {
+    "8501": {
+      "label": "Application",
+      "onAutoForward": "openPreview"
+    }
+  },
+  "forwardPorts": [
+    8501
+  ]
+}

starter-apps/streamlit-apps/Diabetes_Assistant_App(Marathi)/README.md

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+# 🩺 Diabetes Bilingual Chatbot (Marathi & English) with SUTRA-v2 Multilingual LLM, Mem0 Memory & Gemini AI
+
+A conversational, personalized, diabetes care chatbot built using **Streamlit**, **Google Gemini**, **Mem0 Memory**, and **SUTRA multilingual LLM**.
+Supports both **English and Marathi**, remembers past health details, and provides culturally relevant, diabetic-safe guidance to users across sessions.
+
+---
+
+## 🚀 Features
+
+* 🔍 **Multi-user personalized memory** with Mem0 (remembers health data per user ID)
+* 🌐 **Bilingual Support** (English / Marathi) — auto-detects language per query
+* 🧠 **Context-aware conversations**: Past chat memories influence responses (e.g., medications, symptoms)
+* 🍽️ **Diabetes-Safe Lifestyle Guidance** (snacks, meals, activity, doctor consultations)
+* 🔄 **Streamlit Form-based Chat UI** — clean, single-enter per query (no multiple Enter presses)
+* 💾 **Mem0 Update Guarantee**: Any new user info (e.g., symptoms, location) is stored automatically
+* ✅ Works seamlessly for **new and returning users**
+
+---
+
+## 🏗️ Tech Stack
+
+| Technology                  | Purpose                                              |
+| --------------------------- | ---------------------------------------------------- |
+| **Streamlit**               | Frontend (Interactive Chat UI)                       |
+| **Mem0.ai**                 | Long-term per-user memory storage                    |
+| **Google Gemini 1.5 Flash** | AI content generation & reasoning                    |
+| **SUTRA LLM via Agno**      | Language detection, translation (English ↔️ Marathi) |
+| **Python**                  | Backend Logic                                        |
+
+---
+
+## 🔧 Setup Instructions
+
+1. **Clone the Repository**
+
+```bash
+git clone https://github.com/yourusername/diabetes-bilingual-chatbot.git
+cd diabetes-bilingual-chatbot
+```
+
+2. **Install Required Packages**
+
+```bash
+pip install -r requirements.txt
+```
+
+3. **Update API Keys in `app.py`:**
+
+```python
+genai.configure(api_key="YOUR_GEMINI_API_KEY")
+client = MemoryClient(api_key="YOUR_MEM0_API_KEY")
+sutra_agent = Agent(
+    model=OpenAILike(
+        api_key="YOUR_SUTRA_API_KEY",
+        base_url="https://api.two.ai/v2"
+    )
+)
+```
+
+4. **Run the `app.py` script as:**
+
+```python
+streamlit run app.py
+```
+
+---
+
+## 💡 How It Works
+
+1. **User ID Detection**:
+   On first run, the user enters their unique ID.
+   If new → basic health info (age, type of diabetes, medication) is collected and stored to Mem0.
+
+2. **Language Auto-Detection**:
+   Each query’s language is detected (Marathi or English) and translated to English for Gemini.
+
+3. **Personalized Context Memory**:
+   Mem0 provides prior memories — personal info, symptoms, habits — which Gemini uses to generate relevant, safe, and India-specific responses.
+
+4. **Dynamic Prompt Handling**:
+   Gemini's response is tailored based on detected intent (snack, doctor consult, medication etc.) and only the **relevant memories** are included to avoid context confusion.
+
+5. **Response Language & Storage**:
+   Gemini's output is re-translated to Marathi if required, and every conversation piece is stored back into Mem0 for future personalization.
+
+---
+
+## 🛡️ Important Notes
+
+* This app **does not replace professional medical advice**.
+* All user data stays private — handled via Mem0 secure storage.
+* App can support any number of **unique user IDs**.
+
+---
+
+## 🚧 Future Enhancements
+
+* 🩺 **Glucose Spike Prediction** based on user input history
+* 📈 Visualization of user health data
+* 📲 WhatsApp / Mobile App integration
+* 🔍 More regional languages (Hindi, Tamil, Bengali)
+
+---
+
+## 🙏 Acknowledgements
+
+* [Mem0.ai](https://mem0.ai) — Long-term Memory API
+* [Google Gemini](https://ai.google.dev) — GenAI Responses
+* [Two AI / SUTRA LLM](https://two.ai) — Multilingual LLM
+* [Streamlit](https://streamlit.io) — Interactive Web App Framework
+* [Agno](https://pypi.org/project/agno/) — Agent management for LLM APIs
+
+---
+
+## 📜 License
+
+MIT License — Free to use, modify, distribute with attribution.
+
+---
+