Metadata-Version: 2.1
Name: startgarlic
Version: 0.1.3
Summary: A RAG-based company information retrieval system
Home-page: https://github.com/startgarlic/MVP
Author: Bogdan Ciolac, May Elshater
Author-email: bogdan@startgarlic.com, may@startgarlic.com
Classifier: Programming Language :: Python :: 3
Classifier: Operating System :: OS Independent
Requires-Python: >=3.7
Description-Content-Type: text/markdown
Dynamic: author
Dynamic: author-email
Dynamic: classifier
Dynamic: description
Dynamic: description-content-type
Dynamic: home-page
Dynamic: requires-dist
Dynamic: requires-python
Dynamic: summary
Requires-Dist: numpy <2.0.0,>=1.23.5
Requires-Dist: pandas >=2.0.0
Requires-Dist: supabase
Requires-Dist: python-dotenv
Requires-Dist: sentence-transformers
Requires-Dist: langchain >=0.0.200
Requires-Dist: langchain-community
Requires-Dist: langchain-huggingface

# MVP

# Garlic

A RAG-based company information retrieval system that provides intelligent company recommendations based on natural language queries.

## Installation

```bash
pip install startgarlic
```

## Quick Start

```python
from startgarlic import Garlic

# Initialize the system
garlic = Garlic()

# Get a response for a query
response = garlic.generate_response("Tell me about AI companies")
```

## Features

- Company information retrieval using RAG (Retrieval-Augmented Generation)
- Semantic search using sentence transformers
- Built-in company database
- Natural language query processing
- Context-aware responses
- Chat history support

## Usage Examples

### Basic query

```python
response = garlic.generate_response("What companies work with computer vision?")
```

### Query with chat history

```python
chat_history = [
    {"role": "user", "content": "I'm looking for AI companies"},
    {"role": "assistant", "content": "What specific area of AI interests you?"},
    {"role": "user", "content": "Computer vision"}
]

response = garlic.generate_response("Show me some examples", chat_history)
```

## Requirements

- Python >= 3.7
- pandas >= 1.3.0
- sentence-transformers >= 2.0.0
- numpy >= 1.19.0
- openpyxl >= 3.0.0

## Authors

- Bogdan Ciolac (bogdan@startgarlic.com)
- May Elshater (may@startgarlic.com)

## Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

