ai-agent

ai_quant_trade: Master AI‑Driven Stock Trading from Theory to Live Execution

Name: ai_quant_trade: Master AI‑Driven Stock Trading from Theory to Live Execution
Author: charliedream1

A comprehensive Jupyter‑based platform for founders to learn stock concepts, test strategies, and launch AI‑powered live trades—backed by 6.6k+ GitHub stars.

From the repo · “股票AI操盘手：从学习、模拟到实盘，一站式平台。包含股票知识、策略实例、大模型、因子挖掘、传统策略、机器学习、深度学习、强化学习、图网络、高频交易、C++部署和聚宽实例代码等，可以方便学习、模拟及实盘交易”

6,649 stars+29★ this week1,242 forksJupyter NotebookGuide quality 8/10 · reviewed Oct 13Updated 10/22/2026100% free · open source

What it does

Ai_quant_trade is a one-stop platform for learning, simulating, and executing stock trading strategies using AI, including traditional strategies, machine learning, and deep learning.

When to use it

•When you need to automate stock trading decisions with data-driven insights
•When you want to experiment with different trading strategies and models
•When you need to deploy and execute trading strategies in a production-ready environment

Ready-to-paste prompt

Run the `traditional_strategy.ipynb` example with a specific stock symbol: `python traditional_strategy.py --stock-symbol AAPL`

Heads up: Make sure you have the necessary dependencies installed, including `pandas`, `numpy`, and `jupyter`, and that you have a compatible version of Python (3.8 or later) to run the Jupyter Notebook

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

🛠️ Technical setup

Expect 20–40 minutes in a terminal — or let your AI agent drive it.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/ai-quant-trade && curl -fsSL https://workflowstacks.com/api/skills/ai-quant-trade/claude-skill -o ~/.claude/skills/ai-quant-trade/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

How ai_quant_trade: Master AI‑Driven Stock Trading from Theory to Live Execution works

Codeflow

Free to inspect

Ai_quant_trade: Master AI‑Driven Stock Trading from Theory to Live Execution is a large Jupyter Notebook project (~29k lines across 172 code files, plus 14 test files). It is a full software project: use it through its install path rather than reading it end to end. Last commit this month, Apache-2.0 license, has a test suite.

Size

Large codebase

~29k lines · 172 code files · ~4 h to skim

Setup

Developer setup

A real software project. Use it via its install path; don't expect to read it all.

Runs on

Python

No API keys detected

Jupyter Notebook 64%Python 36%

Where to start reading

1
README.md
Start here — what it does and how to install it
2
requirements.txt
Dependencies and the commands it exposes
3
egs_skill/broker-research-analyst/README.md
Inside egs_skill/ — an example of what the AI is told to do

What's in each folder

egs_skill/Prompts, skills & agent definitions30 files

src/Core code — the actual logic5 files

docs/Documentation61 files

a_全网优秀资源/Folder527 files

egs_trade/Folder158 files

egs_data/Folder92 files

egs_aide/Folder62 files

egs_llm/Folder25 files

READMEHas testsDocumentedCI checksApache-2.0 licenseUpdated this month

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

🛠️ Technical setup

Expect 20–40 minutes in a terminal — or let your AI agent drive it.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/ai-quant-trade && curl -fsSL https://workflowstacks.com/api/skills/ai-quant-trade/claude-skill -o ~/.claude/skills/ai-quant-trade/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

charliedream1

Language

Jupyter Notebook