TradingAgents

TradingAgents turns market research into a team exercise. Role-based LLM agents examine the same question from different angles, then combine their work into a trading-decision research conclusion. Local models can also be used through Ollama.

LLM and agent researchmulti-agent investment researchstrategy backtesting
GitHub Stars95,124
Primary languagePython
LicenseApache-2.0
Official repositoryOpen GitHub ↗

Is it a fit?

The quick decision view, grounded in the ranking data and verification record.

Best for

Researchers who want to inspect how analyst, trader, and risk roles collaborate in an LLM workflow.

Not ideal for

Anyone who needs officially confirmed paper or live trading from the same project.

Tested status

Locally attempted; the tested task remains partial

Setup difficulty

High

Last verified

2026-07-31

What it can do

Research and testing

Strategy backtesting
Yes
LLM or agent based
Yes

Trading

Paper trading
Not confirmed
Automated trading
Not confirmed

Getting started

API key required to start
No
Registration required to start
No
Self-hostable
Yes

Capabilities shown as Yes or No come from the official project source. Unconfirmed fields remain “Not confirmed”.

Related task rankings

The same tool can rank differently for different jobs.