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agents benchmark

DeepSWE 1.1

DeepSWE 1.1 evaluates software engineering agents using the mini-swe-agent harness.

Updated Aug 11, 2026

Models20
Model coverage20
MetricScore
EvidenceB

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  • Ranking
  • Distribution
  • Highlights
  • About
  • FAQ

DeepSWE 1.1 Ranking

Higher score ranks better on this benchmark.

20 rows
Columns

Show columns

1OPGPT-5.6 SolOpenAI73.0%100.0%20BAug 11, 2026
2ANClaude Fable 5Anthropic70.0%94.7%20BAug 11, 2026
3OPGPT-5.6 TerraOpenAI70.0%89.5%20BAug 11, 2026
4MAKimi K3Moonshot AI69.0%84.2%20BAug 11, 2026
5ANClaude Opus 5Anthropic68.8%79.0%20CAug 11, 2026
6OPGPT-5.5OpenAI67.0%73.7%20BAug 11, 2026
7OPGPT-5.6 LunaOpenAI67.0%68.4%20BAug 11, 2026
8MEMuse Spark 1.2Meta59.3%63.2%20CAug 11, 2026
9ANClaude Opus 4.8Anthropic59.0%57.9%20BAug 11, 2026
10ACQwen3.8 MaxAlibaba Cloud / Qwen Team56.6%52.6%20CAug 11, 2026
11ANClaude Sonnet 5Anthropic54.0%47.4%20BAug 11, 2026
12XAGrok 4.5xAI54.0%42.1%20BAug 11, 2026
13MEMuse Spark 1.1Meta53.0%36.8%20BAug 11, 2026
14OPGPT-5.4OpenAI52.0%31.6%20BAug 11, 2026
15GOGemini 3.6 FlashGoogle49.0%26.3%20BAug 11, 2026
16ZAGLM-5.2Zhipu AI44.0%21.1%20BAug 11, 2026
17GOGemini 3.5 FlashGoogle37.0%15.8%20BAug 11, 2026
18MAKimi K2.7 CodeMoonshot AI31.0%10.5%20BAug 11, 2026
19ANClaude Sonnet 4.6Anthropic30.0%5.3%20BAug 11, 2026
20GOGemini 3.1 ProGoogle12.0%0.0%20BAug 11, 2026

DeepSWE 1.1 Score Distribution

A closer view of the leading scores on this benchmark.

DeepSWE 1.1

DeepSWE 1.1 Highlights

The leading models and scores on this benchmark.

Rank #1GPT-5.6 Sol73.0%Rank #2Claude Fable 570.0%Rank #3GPT-5.6 Terra70.0%Rank #4Kimi K369.0%

What is DeepSWE 1.1?

What DeepSWE 1.1 measures and how its scores work.

DeepSWE 1.1 evaluates software engineering agents using the mini-swe-agent harness.

Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.

Family
DeepSWE 1.1
Modality
text
Primary category
agents
Score direction
higher
LLMBoard eligible
Yes
Evaluation key
deepswe-1.1|llm-stats-current

Benchmark scores retain their original unit. Overall score eligibility is shown separately.

FAQ

Common questions about DeepSWE 1.1.

Which model scores highest on DeepSWE 1.1?

GPT-5.6 Sol is currently ranked first with 73.0%.

What does DeepSWE 1.1 measure?

DeepSWE 1.1 evaluates software engineering agents using the mini-swe-agent harness.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

20 model results are currently shown.

Does this benchmark affect the overall score?

Yes. This benchmark can contribute to the current LLMBoard capability score.

Rankings

OverallCodingText ArenaPricing

Modalities

All ModelsImage GenerationImage EditingVideo GenerationImage-to-VideoVideo EditingText-to-SpeechSpeech-to-TextEmbeddings

Benchmarks

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Vendors

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