TheQuantGPT

Systematic research at agent speed — on a server you control.

Cursor agents build rule-based backtests with OOS discipline and audit-ready runs/<id>/ artifacts. We maintain the workflow layer.

The gap

AI makes backtests fast. It does not make them trustworthy.

Ad-hoc chats skip out-of-sample splits, hide lookahead, and leave no durable trail. TheQuantGPT Cursor Lab is a research OS — not another chatbot.

How it works

Your server. Your data. Our rails.

A thin wrapper repo on your cloud instance. Cursor agents follow a written constitution. TheQuantGPT MCP tools guide, validate, and specify robustness tests.

  1. 01

    Bootstrap the lab

    Clone the wrapper, wire Cursor MCP, drop OHLCV under data/. Equities, crypto, FX, bonds, metals — any OHLCV asset class.

  2. 02

    Prompt a baseline

    Agents scaffold runs/<id>/, write backtest code, report IS and OOS separately, save charts and metrics.

  3. 03

    Stress, then package

    One robustness test per turn — PSA, cost stress, Monte Carlo. Validated runs bundle to reports/.

Ownership

You keep the lab. We keep the workflow layer.

You own
Server · data · generated code · charts · reports
We maintain
Validators · PSA catalog · MCP tools · templates · updates
Out of scope
Live trading · performance guarantees · investment advice

Proof

Real agent outputs — not mockups.

These runs demonstrate workflow discipline (OOS splits, saved code, PSA), not investment performance. Sometimes the verdict is “no edge.”

Parameter sensitivity heatmap from a QQQ pullback reversal research run
QQQ pullback reversal — PSA heatmap from an in-sample grid (lab artifact).

Pricing

Start with a free trial. Convert when the workflow sticks.

You pay separately for Cursor, your cloud server, and LLM API usage.

7-day trial

Full workflow + MCP access on your server

Free

Beta · design partner

3-month minimum · early adopters shaping the product

€1,000 setup
+ €250 / month

Standard Lab

Ongoing research sessions · async support

€3,500 setup
+ €500 / month

Next step

Book a 15-minute demo — or start the trial today.

Tell us your asset class and whether you already have a Linux server and Cursor. We’ll send the bootstrap SOP and API key.