Multi-SWE-Bench — leaderboard

Multilingual and multi-repository software issue benchmark evaluating whether LLMs can resolve bugs across diverse codebases and languages.

Source: arxiv.org. Status: saturation imminent.

Interactive version: theaggregate.ai/benchmark?slug=multi-swe-bench · How the rankings work · Data refreshed daily, snapshot 2026-07-22.