claude-skill

TradingAgents-astock: AI Investment Insights

Name: TradingAgents-astock: AI Investment Insights
Author: simonlin1212

Get AI-driven investment research with TradingAgents-astock, a framework for founders in fintech.

2,655 stars707 forksPythonGuide quality 8/10Updated 7/26/2026100% free · open source

What it does

TradingAgents-astock is a Python framework that enables multi-agent investment research and decision-making for A-share markets using a combination of data analysis and AI-driven debate among 7 virtual analysts.

When to use it

•When you need to analyze A-share market data and make informed investment decisions
•When you want to simulate the decision-making process of multiple analysts with different perspectives
•When you need to assess risks and opportunities in the A-share market

Ready-to-paste prompt

python run.py --data-source=dragon_tiger --debate-rounds=5 --output-file=output.csv

Heads up: Make sure you have the required dependencies, including `pandas`, `numpy`, and `matplotlib`, and that your Python version is compatible with the framework (currently supports Python 3.8 and 3.9)

Saves to your device

Use with Claude

New

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

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/tradingagents-astock && curl -fsSL https://workflowstacks.com/api/skills/tradingagents-astock/claude-skill -o ~/.claude/skills/tradingagents-astock/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-astock: AI Investment Insights works

Codeflow

Free to inspect

TradingAgents-astock: AI Investment Insights is a large Python project (~16k lines across 89 code files, plus 32 test files). Setup is light: runs with Docker — add your API keys to .env. Last commit this month, Apache-2.0 license, has a test suite.

Size

Large codebase

~16k lines · 89 code files · ~2 h to skim

Setup

Light setup

Runs with Docker — add your API keys to .env.

Runs on

Python · Docker

Needs API keys (.env)

Python 100%

Where to start reading

1
README.md
Start here — what it does and how to install it
2
CLAUDE.md
The instructions the AI actually follows
3
main.py
Where the program starts running
4
pyproject.toml
Dependencies and the commands it exposes
5
.env.example
The API keys and settings you must provide

What's in each folder

web/Frontend / UI12 files

cli/Command-line entry points8 files

examples/Examples you can copy1 files

tradingagents/Folder65 files

issues/Folder5 files

scripts/Helper scripts1 files

tests/Tests — proof it works32 files

assets/Images & static assets11 files

READMEHas testsDocumentedNo CIDocker readyExamples includedApache-2.0 licenseUpdated this month

Use with Claude

New

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

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

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

simonlin1212

Language

Python