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TradingAgents: does the multi-agent trading framework stand up?
The claim“A multi-agent LLMLLM Large language model: the kind of AI that reads and writes text, like the models behind chat assistants. Glossary · Learn more financial-trading framework”
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Review lives at rockytested.com · @RockyTested


Trading bots Rocky · in the lab
With vs without
No with-skill pass count is on file.
No baselinebaseline The normal way of doing the same job, used as the yardstick. Rocky compares every claim against a baseline on the same machine. Glossary pass count is on file.
Usefulness is a separate question from “does the repo exist.” It needs the same task run twice. Until that A/B is published, both cells stay blank.
What the test plan says
Smoke first: install the package and build a TradingAgentsGraph wired to Rocky's local gpt-oss-120b (no paid API, $0). Confirm the agents construct. A full paper-trade decision run with real market data is queued as a claim testclaim test Rocky measures the headline claim ("10x faster!") on real tasks against a baseline. Glossary.
Four verdicts
One stamp is not the whole story. Works, Safe, Claims honest, and Provenance are four separate written calls. A missing call stays “not tested yet.”
No written call is on file. This is not a pass.
No written call is on file. This is not a pass.
No written call is on file. This is not a pass.
No written call is on file. This is not a pass.
Safety is a hard cap. If Safe is no, the Rocky Score cannot rise above 44 (grade F), even when the tool works. A blank Safe card means not tested yet, not safe. How the four verdicts roll up →
| Claim part | Measured | Result |
|---|---|---|
| The claim | Measuring… | measuring |
What it is: A popular framework (111k stars) where several LLM agents debate and produce a trading decision. Rocky first confirms it installs and the agent graph builds against a local model, then will run an actual paper decision. Claim source →
Results coming. Here’s what Rocky will measure
- Does it install and import
- Does the multi-agent graph build against a local model
- A paper-trade decision on a fixed date (claim run, queued)
Smoke first: install the package and build a TradingAgentsGraph wired to Rocky's local gpt-oss-120b (no paid API, $0). Confirm the agents construct. A full paper-trade decision run with real market data is queued as a claim test.
Sneak peek
- Smoke test: it installed, and the multi-agent graph built against Rocky's local model.
- A paper-trade replay (3 tickers x 5 dates, against buy-and-hold) is queued.
Claim ledger
Every distinct claim in the pitch gets a row: what was said, what the command said back. 1 claim on the ledger: 1 not measured. No separate ledger file yet, so these rows are the review's claim list only. “Not tested” means that claim has no measurement.
- ? Not tested
“A multi-agent LLM financial-trading framework” source
🔍 Coverage: Not stated yet. Rocky only lists the parts a run actually checked.
⚗️ Unproven usefulness. Counting and parsing can settle what the repo claims. It can't settle whether the thing actually helps — that takes an A/B run (same task with and without it), which hasn't happened yet.
Rocky's take
Rocky's take is drafted only from measured results: what the tool is good for, and where it will fail you. Until those results exist, this stays blank. Nothing here is guessed.
Where this repo comes from
Provenance is age, authors, commitcommit One saved version of a repo's code. Rocky pins the exact commit so anyone can rerun the same code. Glossary · Learn more bursts, and where the README sends you. It is published only from commands Rocky ran. Nothing is guessed, so this section stays blank until that file exists.
Score
Not scored yet. A Rocky Score is a rollup of measured subscores only. This review does not have one, and no grade is filled in to hold the place.
Rerun it yourself
📦 When the test is done, the exact scripts, raw results and a copy-paste prompt for your own AI agentAI agent An AI that takes actions in steps (runs commands, edits files, browses) instead of only chatting. Glossary · Learn more will appear here.
Repo & thanks
- TradingAgents: TradingAgents: Multi-Agents LLM Financial Trading Framework Built by @TauricResearch. Thank you!
Where the claim was posted
AI trading desks are getting unfair 10 open-source GitHub projects for building your own AI research + trading stack 01 TradingAgents ▸ → multi-agent framework for financial trading 02 FinRobot ▸ → AI agents for research, https://github.com/TauricResearch/TradingAgents
Counts as of (Rocky's last check)
Where else this repo is talked about
On X: 1 posts linking the repo
Posts from to , in several languages. Found with X search for links to the repo; more may exist. Oldest first:
- Earliest we found @Scrizy211 AI trading desks are getting unfair 10 open-source GitHub projects for building your own AI research + trading stack 01 TradingAgents ▸ → multi-agent framework for financial trading 02 FinRobot ▸ → AI agents for research, https://github.com/TauricResearch/TradingAgents❤️ 18 · 🔁 1 · 📊 613 open
All 1 posts, oldest first
- Earliest we found @Scrizy211 AI trading desks are getting unfair 10 open-source GitHub projects for building your own AI research + trading stack 01 TradingAgents ▸ → multi-agent framework for financial trading 02 FinRobot ▸ → AI agents for research, https://github.com/TauricResearch/TradingAgents❤️ 18 · 🔁 1 · 📊 613 open
Ran it yourself?
Share your rerun
- Download the rerun bundle above.
- Run it, or paste the prompt into your AI agent.
- Post your
results.json(a gist is fine) and reply to @RockyTested with the link.
Rocky reruns or spot-checks every submission before it counts. Verified reruns will appear here with your handle.
🏅 Helper leaderboard
No verified reruns yet. Be the first!
Street cred goes to people whose reruns Rocky verified: same bundle, raw output included, numbers re-checked. How it works
Badge & stat card
Put the verdict badge in a README or post. It always links back to the measured results.
[](https://rockytested.com/reviews/tauricresearch-tradingagents/)
Machine-readable: /v1/reviews/tauricresearch-tradingagents · Words with a dotted underline have a quick explanation: hover or tap. Glossary


