code benchmark
SWE-Perf
Software Engineering Performance benchmark measuring code optimization capabilities
Updated Aug 11, 2026
Models1
Model coverage1
MetricScore
EvidenceB
SWE-Perf Ranking
Higher score ranks better on this benchmark.
| 01 | MI | 3.1% | 100.0% | 1 | C |
SWE-Perf Highlights
The leading models and scores on this benchmark.
What is SWE-Perf?
What SWE-Perf measures and how its scores work.
Software Engineering Performance benchmark measuring code optimization capabilities
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- SWE-Perf
- Modality
- text
- Primary category
- code
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- swe-perf|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about SWE-Perf.
Which model scores highest on SWE-Perf?
MiniMax M2.1 is currently ranked first with 3.1%.
What does SWE-Perf measure?
Software Engineering Performance benchmark measuring code optimization capabilities
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
1 model results are currently shown.
Does this benchmark affect the overall score?
No. This benchmark is shown for reference but does not contribute to the overall score.