HANA Cloud ML Bridge

🚀 HANA Cloud MCP Server

An implementation of the Model Context Protocol (MCP) server for integrating SAP HANA Cloud DB with Cursor IDE.

🚀 Quick Start

The HANA Cloud MCP Server is an essential tool for managing ML models, execution environments, and the communication protocol between applications and the HANA Cloud database. It provides a standardized interface for machine learning operations in SAP HANA Cloud.

✨ Features

• Model Registry: A centralized repository for model metadata and version control.
• Context Management: Configures the execution environment for models.
• Protocol Adapter: Implements standardized communication between applications and models.
• HANA Cloud Integration: Optimized for SAP HANA Cloud databases.
• Cursor IDE Support: Seamlessly integrates with Cursor IDE.

🔧 Technical Details

Architecture

The MCP server is based on a three - tier architecture:

1. Model Layer: Manages model definitions, versions, and metadata.
2. Context Layer: Configures the execution environment and runtime parameters.
3. Protocol Layer: Handles communication between applications and models.

┌───────────────────────────────────────────────────────┐
│                   Client Applications                   │
└───────────────────────────▲───────────────────────────┘
                            │
                            │ REST API
                            │
┌───────────────────────────▼───────────────────────────┐
│                       MCP Server                       │
│                                                       │
│  ┌─────────────┐    ┌─────────────┐    ┌─────────────┐ │
│  │  Model API   │    │ Context API  │    │ Protocol API │ │
│  └──────┬──────┘    └──────┬──────┘    └──────┬──────┘ │
│         │                  │                  │        │
│  ┌──────▼──────┐    ┌──────▼──────┐    ┌──────▼──────┐ │
│  │    Model    │    │   Context   │    │  Protocol   │ │
│  │   Manager   │    │   Manager   │    │   Manager   │ │
│  └──────┬──────┘    └──────┬──────┘    └──────┬──────┘ │
│         │                  │                  │        │
└─────────┼──────────────────┼──────────────────┼────────┘
          │                  │                  │
┌─────────▼──────────────────▼──────────────────▼────────┐
│                     HANA Cloud Database                 │
└───────────────────────────────────────────────────────┘

📦 Installation

Prerequisites

• Python 3.8+
• SAP HANA Cloud database
• Flask
• HDBCLI (SAP HANA Python client)
• Pandas

Steps

1. Clone the repository:

   git clone https://github.com/yourusername/hana-mcp-server.git
   cd hana-mcp-server
   

2. Create a virtual environment and install dependencies:

   python -m venv venv
   source venv/bin/activate  # On Windows: venv\Scripts\activate
   pip install -r requirements.txt
   

3. Run the setup script:

   python setup.py
   

   Follow the prompts to configure your HANA Cloud connection and server settings.

📚 Documentation

Configuration

The server is configured using environment variables, which can be set in the .env file:

# HANA Cloud connection
HANA_HOST=your-hana-host.hanacloud.ondemand.com
HANA_PORT=443
HANA_USER=DBADMIN
HANA_PASSWORD=