Simreal-AI/Xitadel-QuantBench

[Public preview] The first public quant trading benchmark scored against what professional traders actually made on the same asset

Finance & cryptoPython#ai-evaluation#benchmark#public-preview#quant-trading#simreal

2.2 Early signal Magnitude out of 10 — how fast interest is growing, not a quality score. Star growth looks organic. Data as of September 26, 2026, 02:37 UTC.

Open on Seismograph Open on GitHub

About the project

An open benchmark for evaluating AI agents on quantitative trading: an agent writes a Python strategy, it is replayed on an unseen market day and scored against real human traders' results.

Useful for

Evaluate an LLM agent on a market-making task using historical order books
Compare model strategies against real human traders on the same day
Test your own trading strategy on the published training episodes

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate.

Why it’s trending

0 stars so far today, about 14 expected by the end of the day.
The spike has held for 3 days in a row — not a one-off blip.
The repository is 5 days old and already has 75 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
Top new repositories this week: #180.

Stars per day

Bars are daily stars, the line is the usual pace. Red marks spike days.

Numbers

Total stars: 75
Today: 0 · ≈ 14 by evening
Forks: 5
Issues and pull requests: 0
Watchers: 5
Language: Python
License: MIT
Created: September 21, 2026
Last push: September 24, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

Spotted in

September 26, 2026Top new repositories this week: #180

README badge

Paste it into your README — the badge shows the current magnitude and links to this page.

[![Seismograph](https://gitnova.dev/badge/Simreal-AI/Xitadel-QuantBench.svg?lang=en)](https://gitnova.dev/en/r/Simreal-AI/Xitadel-QuantBench)

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