SWE Atlas - Codebase QnA — leaderboard

SWE Atlas Codebase QnA evaluates LLMs on deep code comprehension and question answering across real-world software repositories.

Source: labs.scale.com. Status: saturation imminent.

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