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Vibe-Trading: One Command to Give AI Agents Trading Capability, by HKU HKUDS

GitHub hot personal trading agent framework. Shadow Account simulated trading + multi-broker (yfinance/CCXT/akshare/MT5 etc.) + backtest + alpha bench + memory lifecycle + MCP server. Complements TradingAgents (decision vs execution/backtest).

Published July 25, 20263 min read
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What Is Vibe-Trading: One Command to Give Your AI Agent Trading Capabilities

Vibe-Trading is a personal trading agent framework by HKUDS (HKU Data Science); one command gives an AI agent full trading capability (market data / backtest / order / risk). Python 3.11+ + FastAPI + React 19, MIT license, Trendshift-listed.

Core Highlights

  • Shadow Account: simulated trading, no real money, validate strategies first.
  • Multi-broker support: yfinance / CCXT (crypto) / akshare (A-shares) / MT5 / Tiger / Alpaca / OKX / Shoonya / Longbridge, global market coverage.
  • Backtest + alpha bench: strategy backtest + strict alpha benchmark (same-universe random control + OOS gate), --strict mode.
  • memory lifecycle: persistent memory + quality scoring + Ebbinghaus decay + archive GC (optional, off by default).
  • MCP / API server: usable as an MCP server for AI agents, or standalone API.
  • Correlation regime timeline: FUSED market-episode markers (descriptive risk, not a signal).

How to Use

bash
pip install vibe-trading-ai
vibe-trading  # start

Configure broker + LLM provider; use natural language to have the agent run strategy backtests or Shadow Account trades.

Who It's For

  • Quant researchers: multi-broker + backtest + alpha bench, one-stop strategy validation.
  • AI trading experimenters: MCP server for AI agents, run trades in natural language.
  • Learning AI trading: Shadow Account zero-risk simulation.

vs. TradingAgents

TradingAgents is a multi-agent decision framework (analysts / researchers / trader / risk / portfolio manager debate); Vibe-Trading is a trading-execution + backtest framework (broker access + Shadow Account + alpha bench). Use TradingAgents for decisions, Vibe-Trading for execution/backtest-they chain.

Repo: https://github.com/HKUDS/Vibe-Trading

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