finagent / README.md
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metadata
title: FinAgent
emoji: πŸ€–
colorFrom: green
colorTo: blue
sdk: gradio
sdk_version: 6.14.0
app_file: app.py
pinned: false
license: mit
short_description: Multi-agent trading signals powered by Qwen on AMD MI300X
tags:
  - crewai
  - qwen
  - amd-mi300x
  - trading
  - agents

πŸ€– FinAgent β€” AI-Powered Trading Signal Generator

Built for the AMD Developer Hackathon Β· Track: AI Agents & Agentic Workflows

FinAgent is a CrewAI-driven multi-agent system that analyzes any ticker symbol you throw at it β€” stocks, crypto, ETFs β€” through five specialized AI agents and returns a structured BUY / SELL / HOLD trading signal with confidence, entry price, stop loss, and target.

All the reasoning runs on Qwen3-8B served by vLLM on an AMD Instinct MI300X via the AMD Developer Cloud, accessed through a standard OpenAI-compatible API.

The five agents

Agent Role Tools
Market Scanner Detect news, price changes, volume anomalies search_news, get_price_change, get_volume
Fundamental Analyst Evaluate financials, earnings, peer comparison get_financials, get_earnings, get_peers
Technical Analyst Read price history, indicators, entry / exit points get_price_history, calculate_indicators
Risk Manager Size the position, place ATR-based stop loss calculate_position_size, set_stop_loss
Chief Strategist Synthesize all four into a final call β€” (pure reasoning)

The first three run in parallel. Risk Manager waits for Technical Analyst's entry price. Chief Strategist waits for everyone.

How it works

  1. You paste a comma-separated watchlist (up to 10 tickers).
  2. The Gradio UI streams agent activity live as they work.
  3. Each ticker produces a signal card: action (BUY/SELL/HOLD), confidence, entry / stop / target prices, and a per-agent reasoning summary.
  4. Failed tickers render an error card; one bad ticker doesn't stop the batch.

Try it

Type something like:

AAPL, NVDA, BTC-USD, TSLA

pick your risk profile, portfolio value, and trading style, and hit πŸ” Analyze.

Architecture

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”  HTTPS   β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚  Hugging Face Space          │◄────────►│  AMD Developer Cloud        β”‚
β”‚  β€’ Gradio 4.44 UI            β”‚          β”‚  β€’ AMD Instinct MI300X      β”‚
β”‚  β€’ CrewAI 1.14 orchestrator  β”‚          β”‚  β€’ vLLM 0.6.3 + ROCm 6.2    β”‚
β”‚  β€’ yfinance / ddgs tools     β”‚          β”‚  β€’ Qwen/Qwen3-8B            β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜          β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

License

MIT β€” see GitHub repository for the full source, tests, and development plan (4 specs built with Kiro spec-driven development).


⚠️ Disclaimer: Trading signals produced here are for informational purposes only and do not constitute financial advice. Always do your own research before placing a trade.