Checkout detailed Documentation
- An acyclic workflow where the user interacts through a Streamlit App.
- User's query is first parsed by the Orchestrator API endpoint that returns the result for what tools to use along with the result of those tools' execution.
- The original user query and the generated supporting context are then passed to the final response synthesizer.
- Final response is streamed back to the Streamlit app again via API communication.
- User can further instruct to listen to the generated response using Deepgram's voice models.
All tools are accessible through an API interface
/data/get_historical_data: This tool brings historical changes in a particular given stock. Must provide a YFinance ticker as a parameter./data/get_earning_metrics: This tool generates the stock earnings summary over the past 3–4 years using YFinance earning metrics./data/get_portfolio_data: This tool brings a current portfolio snapshot/updates. Currently only supports IND portfolio./data/get_knowledge: This is a RAG based tool. It uses a company's prior documents as a knowledge base and uses semantic similarity to provide context on company-related user queries./data/get_update: This tool is used to get latest updates on stock by scraping NEWS from variety of publications. This ensures diverse unbiased NEWS as context for agile responses./orchestrator/orchestrator_decision: Tool to make orchestration decisions—i.e., which tool to call with what parameters./orchestrator/final_response: Tool to generate the final user-friendly response with guardrails to avoid giving aggressive financial advice.
Fully functional Docker-based deployment for maintainability and scalability.
FROM python:3.10-slim
# Set working directory
WORKDIR /app
# Copy the current directory contents into the container at /app
COPY . /app
# Install any needed packages specified in requirements.txt
RUN pip install -r requirement.txt
# Create a non-root user
RUN useradd -m appuser
# Create necessary directories and set permissions
RUN chown -R appuser:appuser /app && \
chmod -R 755 /app && \
mkdir -p /app/chroma_storage
USER appuser
# Start the FastAPI app on port 7860, the default port expected by Spaces
CMD ["uvicorn", "main_api:app", "--host", "0.0.0.0", "--port", "7860"]
- Voice I/O is slow because of Streamlit voice processing and Deepgram API latency.