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HomeBenchmarksagentsDeepSWE 1.1

agents benchmark

DeepSWE 1.1

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

Updated Aug 7, 2026

Published models19
Registry coverage19
MetricScore
EvidenceB

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  • Ranking
  • Distribution
  • Highlights
  • About
  • FAQ

DeepSWE 1.1 leaderboard

Sorted by the source-provided rank. Higher score is better according to the registry.

19 rows
Columns

Show columns

1OPGPT-5.6 SolOpenAI73.0%100.0%19BAug 7, 2026
2ANClaude Fable 5Anthropic70.0%94.4%19BAug 7, 2026
3OPGPT-5.6 TerraOpenAI70.0%88.9%19BAug 7, 2026
4MAKimi K3Moonshot AI69.0%83.3%19BAug 7, 2026
5ANClaude Opus 5Anthropic68.8%77.8%19CAug 7, 2026
6OPGPT-5.5OpenAI67.0%72.2%19BAug 7, 2026
7OPGPT-5.6 LunaOpenAI67.0%66.7%19BAug 7, 2026
8ANClaude Opus 4.8Anthropic59.0%61.1%19BAug 7, 2026
9ACQwen3.8 MaxAlibaba Cloud / Qwen Team56.6%55.6%19CAug 7, 2026
10ANClaude Sonnet 5Anthropic54.0%50.0%19BAug 7, 2026
11XAGrok 4.5xAI54.0%44.4%19BAug 7, 2026
12MEMuse Spark 1.1Meta53.0%38.9%19BAug 7, 2026
13OPGPT-5.4OpenAI52.0%33.3%19BAug 7, 2026
14GOGemini 3.6 FlashGoogle49.0%27.8%19BAug 7, 2026
15ZAGLM-5.2Zhipu AI44.0%22.2%19BAug 7, 2026
16GOGemini 3.5 FlashGoogle37.0%16.7%19BAug 7, 2026
17MAKimi K2.7 CodeMoonshot AI31.0%11.1%19BAug 7, 2026
18ANClaude Sonnet 4.6Anthropic30.0%5.6%19BAug 7, 2026
19GOGemini 3.1 ProGoogle12.0%0.0%19BAug 7, 2026

Score distribution

Top published rows on the benchmark's original scale.

DeepSWE 1.1

DeepSWE 1.1 highlights

The top published results on this benchmark's own scale.

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?

Definition and scoring fields from the benchmark registry.

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

Scores are shown in ratio. The current registry marks this benchmark as not independently verified with evidence level B.

Family
DeepSWE 1.1
Modality
text
Primary category
agents
Score direction
higher
LLMBoard eligible
No
Evaluation key
deepswe-1.1|llm-stats-current

Source-native results are preserved. Eligibility for the overall LLMBoard score is a separate policy decision.

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?

19 unique published model results are currently shown.

Does this benchmark affect the overall score?

This benchmark is preserved as source-native evidence but is not eligible for the current overall score.

Rankings

OverallCodingText ArenaPricing

Modalities

Image GenerationVideo GenerationSpeech-to-TextEmbeddings

Benchmarks

All BenchmarksReasoningMathCoding

Vendors

All VendorsOpenAIAnthropicGoogle
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