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finance-intelligence-agent
ankitakulkarnigit November 16, 2025
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🚀 AI-powered financial market intelligence system using Google Gemini, LangChain, RAG & multi-agent orchestration. Real-time stock analysis, sentiment analysis, and ML-based predictions.
Agent Definition
# Financial Market Intelligence Agent 🚀
An end-to-end agentic AI system for financial market analysis using Google Gemini, LangChain, RAG, and Google's Agentic Development Kit.
## 🏗️ Architecture
Multi-agent system with:
- Research Agent: Data gathering
- Analysis Agent: Technical & fundamental analysis
- Sentiment Agent: News sentiment analysis
- Prediction Agent: ML-based forecasting
- Report Agent: Insight synthesis
```
┌─────────────────────────────────────────────────────────┐
│ User Interface │
│ (Streamlit Frontend) │
└───────────────────────────┬─────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────┐
│ FastAPI Backend │
│ ┌──────────┐ ┌────────────┐ ┌────────────────────┐ │
│ │ API │ │ Agent │ │ RAG Pipeline │ │
│ │ Routes │──│Orchestrator│──│ (ChromaDB) │ │
│ └──────────┘ └────┬───────┘ └────────────────────┘ │
│ │ │
│ ┌───────────────┴───────────────┐ │
│ ▼ ▼ ▼ │
│ Research Analysis Sentiment │
│ Agent Agent Agent │
│ └───────────────┬───────────────┘ │
│ ▼ │
│ Prediction Agent │
└───────────────────────────┬────────────────────Comments
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