ai-agent

TradingAgents‑AShare: Multi‑Agent AI for Real‑Time Stock Research

Name: TradingAgents‑AShare: Multi‑Agent AI for Real‑Time Stock Research
Author: KylinMountain

Simulate 15 AI agents collaborating and debating market moves, with full visual workflow and Docker one‑click setup—ideal for founders building AI‑driven finance tools.

From the repo · “A 股多智能体智能投研系统 — 基于 TradingAgents 架构，15 名 AI Agent 模拟机构协作与实时辩论对抗，全流程可视化，支持 OpenClaw / Claude Code 集成，Docker 一键部署。”

875 stars+15★ this week242 forksPythonGuide quality 8/10 · reviewed Oct 11Updated 10/21/2026100% free · open source

What it does

TradingAgents-AShare is an AI-powered trading research system that simulates the collaboration and debate of 15 AI agents to provide intelligent investment insights

When to use it

•When you need to analyze and visualize the behavior of multiple AI agents in a trading scenario
•When you want to integrate AI-powered trading research with existing systems using OpenClaw or Claude Code
•When you need a scalable and deployable solution for trading research using Docker

Ready-to-paste prompt

docker run -it --rm -v $(pwd):/app kylinmountain/tradingagents-ashare:latest python app.py --mode train --agent-count 15 --episode-count 100

Heads up: Make sure you have Docker installed and configured on your system, as TradingAgents-AShare relies on Docker for deployment and runtime

Saves to your device

Use with Claude

New

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

🔑 Needs an API key

Works after you add credentials — the setup agent will ask you for them.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/tradingagents-ashare && curl -fsSL https://workflowstacks.com/api/skills/tradingagents-ashare/claude-skill -o ~/.claude/skills/tradingagents-ashare/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 TradingAgents‑AShare: Multi‑Agent AI for Real‑Time Stock Research works

Codeflow

Free to inspect

TradingAgents‑AShare: Multi‑Agent AI for Real‑Time Stock Research is a large Python project (~35k lines across 145 code files, plus 27 test files). Setup is light: installs like a normal app — add your API keys. Reading the code is optional. Last commit this month, Other license, has a test suite.

Size

Large codebase

~35k lines · 145 code files · ~5 h to skim

Setup

One-command install

Installs like a normal app — add your API keys. Reading the code is optional.

Runs on

Python · Docker

Needs API keys (.env)

Python 63%TypeScript 35%JavaScript 1%CSS 1%

Where to start reading

1
README.md
Start here — what it does and how to install it
2
api/main.py
Where the program starts running
3
pyproject.toml
Dependencies and the commands it exposes
4
.env.example
The API keys and settings you must provide
5
skills/tradingagents-analysis/SKILL.md
Inside skills/ — an example of what the AI is told to do

What's in each folder

skills/Prompts, skills & agent definitions2 files

frontend/Frontend / UI70 files

api/Backend / API22 files

guide/Documentation3 files

tradingagents/Folder71 files

scheduler/Folder2 files

tests/Tests — proof it works27 files

assets/Images & static assets14 files

READMEHas testsDocumentedCI checksDocker readyOther licenseUpdated this month

Use with Claude

New

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

🔑 Needs an API key

Works after you add credentials — the setup agent will ask you for them.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/tradingagents-ashare && curl -fsSL https://workflowstacks.com/api/skills/tradingagents-ashare/claude-skill -o ~/.claude/skills/tradingagents-ashare/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

KylinMountain

Language

Python