# Simreal-AI/Xitadel-QuantBench

> 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.

- Magnitude: 2.2 out of 10 — Early signal
- Stars: 75 total · +0 stars today, ≈ 13 by evening
- Star trust: star growth looks organic
- Category: Finance & crypto · Language: Python · License: MIT · Created: 2026-09-21 · Last push: 2026-09-24
- GitHub: https://github.com/Simreal-AI/Xitadel-QuantBench · Homepage: https://simreal.co · Page: https://gitnova.dev/en/r/Simreal-AI/Xitadel-QuantBench

## 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

## Why it’s here

- 0 stars so far today, about 13 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.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 6
- Issues and pull requests: 0
- Watchers: 5
- Average over the last week: 15 per day
- Usual pace: too little history (under two weeks)
- Stars in the last hour (measured): 1

## Stars per day, last 7 days (oldest → newest, today is partial)

2026-09-20 … 2026-09-26: 0, 1, 15, 25, 16, 18, 0

## Spotted in now

- Top new repositories this week: #180

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-09-26 03:18 UTC, updated every 30 minutes.