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SWE Atlas - Codebase QnA

Progress Over Time

Interactive timeline showing model performance evolution on SWE Atlas - Codebase QnA

State-of-the-art frontier
Open
Proprietary

SWE Atlas - Codebase QnA Leaderboard

1 models
ContextCostLicense
1
MiniMax
MiniMax M3
MiniMax
—1.0M$0.30 / $1.20
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About this benchmark

What is SWE Atlas - Codebase QnA?

SWE Atlas - Codebase QnA evaluates a model's ability to answer questions about real codebases, measuring repository-level comprehension and the ability to reason about code structure, behavior, and intent across an entire project.

SWE Atlas - Codebase QnA is a text benchmark evaluating models on agents and code tasks. LLM Stats tracks 1 models on this benchmark, scored on a 0–1 scale. The current average is 0.4, with the leader at 0.4.

Compare leaders on the best AI for agents and best AI for code leaderboards.

Current leaders

MiniMax M3 from MiniMax currently leads the SWE Atlas - Codebase QnA leaderboard with a score of 0.379 across 1 evaluated AI models.

1MiniMax M3MiniMax37.9%

FAQ

Common questions about the SWE Atlas - Codebase QnA benchmark and leaderboard.

What is the SWE Atlas - Codebase QnA benchmark?

SWE Atlas - Codebase QnA evaluates a model's ability to answer questions about real codebases, measuring repository-level comprehension and the ability to reason about code structure, behavior, and intent across an entire project.

What is the SWE Atlas - Codebase QnA leaderboard?

The SWE Atlas - Codebase QnA leaderboard ranks 1 AI models based on their performance on this benchmark. Currently, MiniMax M3 by MiniMax leads with a score of 0.379. The average score across all models is 0.379.

What is the highest SWE Atlas - Codebase QnA score?

The highest SWE Atlas - Codebase QnA score is 0.379, achieved by MiniMax M3 from MiniMax.

How many models are evaluated on SWE Atlas - Codebase QnA?

1 models have been evaluated on the SWE Atlas - Codebase QnA benchmark, with 0 verified results and 1 self-reported results.

What categories does SWE Atlas - Codebase QnA cover?

SWE Atlas - Codebase QnA is categorized under agents and code. The benchmark evaluates text models.

What is the best open-source model on SWE Atlas - Codebase QnA?

MiniMax M3 by MiniMax is the top-ranked open-source model on SWE Atlas - Codebase QnA, with a score of 0.379 (rank #1).

Which model offers the best value on SWE Atlas - Codebase QnA?

Among models scoring within 10% of the leader, MiniMax M3 from MiniMax is the cheapest, at $0.30 per million input tokens with a score of 0.379.

How recent are the SWE Atlas - Codebase QnA leaderboard results?

The SWE Atlas - Codebase QnA leaderboard was last updated in July 2026 and currently includes 1 evaluated models.