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metadata
title: My ChromaDB App
emoji: 📊
colorFrom: indigo
colorTo: blue
sdk: docker
pinned: false

Market Brief Agent

Workflow Diagram

Overview

  • 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.

Tools

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_portfolio_data : 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_portfolio_data : Tool to make orchestration decisions—i.e., which tool to call with what parameters.
  • /data/get_portfolio_data : Tool to generate the final user-friendly response with guardrails to avoid giving aggressive financial advice.

Deployment

Fully functional Docker-based deployment for maintainability and scalability.

DOCKER FILE CODE

FYIs

  • Voice I/O is slow because of Streamlit voice processing and Deepgram API latency.