Backtrader-Bench (With Tools): leaderboard

Metric: Accuracy (%; one pass over the curated set of 30 four-option multiple-choice questions whose answers come from executing Backtrader backtests of five trading strategies on AAPL daily data 2020-2024; the agent writes, runs and debugs Python code in an isolated sandbox through the Cursor Agent CLI before answering). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 3 models tracked.

Top models

#ModelScore
1GPT-5.5 (Cursor CLI)90
2Claude Opus 4.7 (Cursor CLI)90
3Composer 2 (Cursor CLI)76.7

Interactive version: theaggregate.ai/benchmark?slug=backtrader-bench-with-tools · How It Works · Data refreshed daily, snapshot 2026-09-26.