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Benchmark · Multimodal

OSWorld 2.0

% tasks completed (%) Higher is better Benchmark homepage

What it measures

OSWorld 2.0 tests multimodal computer-use agents on 108 long-horizon computer-use workflows spanning everyday and professional tasks. It is developed by the XLANG Lab at the University of Hong Kong and co-authors. The primary metric is binary task completion; a partial score based on task-specific checkpoints is reported alongside it. There are three task releases (v2026.06.24, v2026.08.08 and v2.1, the recommended one) and an 82-task offline set that runs without internet access.

Caveats:

Numbers are only comparable when release, task set (full or offline), metric (binary or partial), step budget (150, 300 or 500) and agent approach (standard or batch tool calls) all match. Providers usually quote partial scores, which are much higher than binary completion. Claude Opus 5 at max effort on v2.1 scores 44.33% binary and 77.67% partial. The verified leaderboard is run by the maintainers and covers few current models, so most numbers are self-reported. The original OSWorld and OSWorld-Verified (369 tasks) are a different benchmark and are not recorded here.

Results

ModelScoreSettingReported byMeasuredVerifiedSource
Claude Opus 5.5 Anthropic 87.2 % v2.1, offline subset (82 tasks), partial; max effort; 500-step budget Self-reported — 2026-10-12 Claude Haiku 5.5 System Card (Anthropic, 2026-10-07)
Claude Sonnet 5.5 Anthropic 83.9 % v2.1, offline subset (82 tasks), partial; max effort; 500-step budget Self-reported — 2026-10-12 Claude Haiku 5.5 System Card (Anthropic, 2026-10-07)
Claude Opus 5.5 Anthropic 81.8 % v2.1 (Sep 10, 2026 task files), full set (108 tasks), partial; max effort; 500-step budget Self-reported — 2026-10-12 Claude Opus 5.5 System Card (Anthropic, 2026-09-22)
Claude Fable 5.1 Anthropic 80.7 % v2.1 (Sep 10, 2026 task files), full set (108 tasks), partial; max effort; 500-step budget Self-reported — 2026-10-12 Claude Opus 5.5 System Card (Anthropic, 2026-09-22)
Claude Sonnet 5.5 Anthropic 80.1 % v2.1 (Sep 10, 2026 task files), full set (108 tasks), partial; max effort; 500-step budget Self-reported — 2026-10-12 Claude Sonnet 5.5 System Card (Anthropic, 2026-09-28)
Muse Wonder Full Meta 78.4 % v2.1, full 108-task set, partial (mean per-task score, primary metric); max effort; GUI computer-control tool in Meta's internal evaluation framework Self-reported — 2026-10-25 Muse Wonder Model Card (PDF)
Claude Fable 5.1 Anthropic 77.9 % August 2026 task release, full set (108 tasks), partial; max effort; 500-step budget Self-reported — 2026-10-12 Claude Fable 5.1 & Claude Mythos 5.1 System Card (Anthropic, 2026-09-01)
GPT-6 Astra OpenAI 72.6 % v2026.08.08, offline set, partial score; max effort Self-reported — 2026-10-25 GPT-6 Astra: A new generation of intelligence | OpenAI
Muse Wonder Meta 72.6 % v2.1, full 108-task set, partial (mean per-task score, primary metric); max effort; GUI computer-control tool in Meta's internal evaluation framework Self-reported — 2026-10-25 Muse Wonder Model Card (PDF)
Claude Haiku 5.5 Anthropic 72.4 % v2.1, offline subset (82 tasks), partial; max effort; 500-step budget Self-reported — 2026-10-12 Claude Haiku 5.5 System Card (Anthropic, 2026-10-07)
GPT-6 Astra OpenAI 71.7 % v2026.08.08, offline set, partial score; xhigh effort Self-reported — 2026-10-25 GPT-6 Astra: A new generation of intelligence | OpenAI
GPT-6 Astra OpenAI 71.6 % v2026.08.08, offline set, partial score; high effort Self-reported — 2026-10-25 GPT-6 Astra: A new generation of intelligence | OpenAI
GPT-6.1 Sol OpenAI 71.4 % v2026.08.08, offline set, partial score; max effort Self-reported — 2026-10-25 Introducing GPT-6.1 Sol | OpenAI
GPT-6.1 Sol OpenAI 69.6 % v2026.08.08, offline set, partial score; high effort Self-reported — 2026-10-25 Introducing GPT-6.1 Sol | OpenAI
Muse Spark 1.3 Meta 69.56 % v2.1, full set, partial; batch tool approach, 500-step budget; max effort Third party 2026-10-15 2026-10-25 OSWorld 2.0 (project page and leaderboard)
GPT-6.1 Sol OpenAI 69.4 % v2026.08.08, offline set, partial score; xhigh effort Self-reported — 2026-10-25 Introducing GPT-6.1 Sol | OpenAI
Gemini 4 Argon Google 69.2 % v2026.08.08, offline set, partial score; high effort; batch tool; max 500 steps, best of 3 runs Self-reported — 2026-10-25 Gemini 4 Argon model card - Google DeepMind
Muse Spark 1.3 Meta 66.9 % version 08.08, full 108-task set, partial (mean per-task score, primary metric); max effort; GUI computer-control tool in Meta's internal evaluation framework Self-reported — 2026-10-25 Muse Spark 1.3 model page
GPT-6.1 Sol OpenAI 66.8 % v2026.08.08, offline set, partial score; medium effort Self-reported — 2026-10-25 Introducing GPT-6.1 Sol | OpenAI
GPT-6 Sol OpenAI 64.4 % v2026.08.08, offline set, partial score; max effort Self-reported — 2026-10-25 Introducing GPT-6 Sol and Luna | OpenAI
GPT-6 Astra OpenAI 61.4 % v2026.08.08, offline set, partial score; low effort Self-reported — 2026-10-25 GPT-6 Astra: A new generation of intelligence | OpenAI
GPT-6 Sol OpenAI 60.5 % v2026.08.08, offline set, partial score; xhigh effort Self-reported — 2026-10-25 Introducing GPT-6 Sol and Luna | OpenAI
Gemini 3.8 Flash Google 59 % release before the 2026-08-08 patch, set not specified, partial score; batch tool; effort not stated; max 500 steps, best of 3 runs Self-reported — 2026-10-25 Gemini 3.8 Flash model card - Google DeepMind
GPT-6.1 Sol OpenAI 59 % v2026.08.08, offline set, partial score; low effort Self-reported — 2026-10-25 Introducing GPT-6.1 Sol | OpenAI
Muse Spark 1.3 Meta 59 % version 08.08, full 108-task set, partial; xhigh effort; GUI computer-control tool in Meta's internal evaluation framework Self-reported — 2026-10-25 Muse Spark 1.3 Evaluation Methodology (PDF)
GPT-6 Sol OpenAI 58.3 % v2026.08.08, offline set, partial score; high effort Self-reported — 2026-10-25 Introducing GPT-6 Sol and Luna | OpenAI
GPT-6 Sol OpenAI 54 % v2026.08.08, offline set, partial score; medium effort Self-reported — 2026-10-25 Introducing GPT-6 Sol and Luna | OpenAI
Claude Opus 5.5 Anthropic 53.2 % v2.1, offline subset (82 tasks), strict; max effort; 500-step budget Self-reported — 2026-10-12 Claude Haiku 5.5 System Card (Anthropic, 2026-10-07)
GPT-6 Luna OpenAI 52.7 % v2026.08.08, offline set, partial score; max effort Self-reported — 2026-10-25 Introducing GPT-6 Sol and Luna | OpenAI
Claude Sonnet 5.5 Anthropic 48.8 % v2.1, offline subset (82 tasks), strict; max effort; 500-step budget Self-reported — 2026-10-12 Claude Haiku 5.5 System Card (Anthropic, 2026-10-07)
Claude Opus 5.5 Anthropic 48.7 % v2.1 (Sep 10, 2026 task files), full set (108 tasks), strict; max effort; 500-step budget Self-reported — 2026-10-12 Claude Opus 5.5 System Card (Anthropic, 2026-09-22)
Qwen3.8-27B Alibaba Cloud (Qwen) 48 % release and task set not stated, partial; effort not stated Self-reported — 2026-10-25 Qwen/Qwen3.8-Flash-Next - Hugging Face model card
Muse Spark 1.2 Meta 47.6 % version 06.24, full 108-task set, partial; xhigh effort; GUI computer-control tool in Meta's internal evaluation framework Self-reported — 2026-10-25 Muse Spark 1.3 model page
Muse Spark 1.1 Meta 47.3 % release not stated, full 108-task set, partial; xhigh effort; GUI computer-control tool only ('w/o exec'), max 500 steps Self-reported — 2026-10-25 Muse Spark 1.1 Evaluation Report (Meta, 9 Jul 2026)
GPT-6 Luna OpenAI 46.7 % v2026.08.08, offline set, partial score; xhigh effort Self-reported — 2026-10-25 Introducing GPT-6 Sol and Luna | OpenAI
Qwen3.8-Max Alibaba Cloud (Qwen) 46.7 % release and task set not stated, partial; effort not stated Self-reported — 2026-10-25 Qwen3.8-Max: A New Bar for Coding and Cowork (Qwen blog, 2026-08-03)
Muse Spark 1.2 Meta 44.08 % v2.1, full set, partial; batch tool approach, 500-step budget; xhigh effort Third party 2026-10-15 2026-10-25 OSWorld 2.0 (project page and leaderboard)
GPT-6 Sol OpenAI 43.9 % v2026.08.08, offline set, partial score; low effort Self-reported — 2026-10-25 Introducing GPT-6 Sol and Luna | OpenAI
Claude Sonnet 5.5 Anthropic 43.5 % v2.1 (Sep 10, 2026 task files), full set (108 tasks), strict; max effort; 500-step budget Self-reported — 2026-10-12 Claude Sonnet 5.5 System Card (Anthropic, 2026-09-28)
Claude Fable 5.1 Anthropic 42.8 % v2.1 (Sep 10, 2026 task files), full set (108 tasks), strict; max effort; 500-step budget Self-reported — 2026-10-12 Claude Opus 5.5 System Card (Anthropic, 2026-09-22)
Claude Fable 5.1 Anthropic 41.7 % August 2026 task release, full set (108 tasks), strict; max effort; 500-step budget Self-reported — 2026-10-12 Claude Fable 5.1 & Claude Mythos 5.1 System Card (Anthropic, 2026-09-01)
GPT-6 Luna OpenAI 41.4 % v2026.08.08, offline set, partial score; high effort Self-reported — 2026-10-25 Introducing GPT-6 Sol and Luna | OpenAI
Muse Wonder Full Meta 39.4 % v2.1, full 108-task set, binary (strict completion); max effort; GUI computer-control tool in Meta's internal evaluation framework Self-reported — 2026-10-25 Muse Wonder Model Card (PDF)
Muse Spark 1.3 Meta 39.25 % v2.1, full set, binary; batch tool approach, 500-step budget; max effort Third party 2026-10-15 2026-10-25 OSWorld 2.0 (project page and leaderboard)
Claude Haiku 5.5 Anthropic 37.1 % v2.1, offline subset (82 tasks), strict; max effort; 500-step budget Self-reported — 2026-10-12 Claude Haiku 5.5 System Card (Anthropic, 2026-10-07)
Muse Wonder Meta 34.3 % v2.1, full 108-task set, binary (strict completion); max effort; GUI computer-control tool in Meta's internal evaluation framework Self-reported — 2026-10-25 Muse Wonder Model Card (PDF)
Muse Spark 1.3 Meta 32 % version 08.08, full 108-task set, binary (strict completion); max effort; GUI computer-control tool in Meta's internal evaluation framework Self-reported — 2026-10-25 Muse Spark 1.3 model page
GPT-6 Luna OpenAI 31.5 % v2026.08.08, offline set, partial score; medium effort Self-reported — 2026-10-25 Introducing GPT-6 Sol and Luna | OpenAI
Muse Spark 1.3 Meta 26.7 % version 08.08, full 108-task set, binary; xhigh effort; GUI computer-control tool in Meta's internal evaluation framework Self-reported — 2026-10-25 Muse Spark 1.3 Evaluation Methodology (PDF)
Qwen3.7-Plus Alibaba Cloud (Qwen) 21.5 % release and task set not stated, partial; effort not stated Self-reported — 2026-10-25 Qwen3.8-Max: A New Bar for Coding and Cowork (Qwen blog, 2026-08-03)
Qwen3.7-Plus Alibaba Cloud (Qwen) 21.5 % v2026.06.24, full set, partial; standard approach, 500-step budget; thinking Third party — 2026-10-25 OSWorld 2.0 (project page and leaderboard)
Qwen3.8-27B Alibaba Cloud (Qwen) 19.4 % release and task set not stated, binary; effort not stated Self-reported — 2026-10-25 Qwen/Qwen3.8-Flash-Next - Hugging Face model card
Qwen3.8-Max Alibaba Cloud (Qwen) 19.4 % release and task set not stated, binary; effort not stated Self-reported — 2026-10-25 Qwen3.8-Max: A New Bar for Coding and Cowork (Qwen blog, 2026-08-03)
Muse Spark 1.2 Meta 17.9 % version 06.24, full 108-task set, binary; xhigh effort; GUI computer-control tool in Meta's internal evaluation framework Self-reported — 2026-10-25 Muse Spark 1.3 model page
Qwen3.7-Plus Alibaba Cloud (Qwen) 16.6 % v2026.06.24, full set, partial; standard approach, 300-step budget; thinking Third party — 2026-10-25 OSWorld 2.0 (project page and leaderboard)
Muse Spark 1.2 Meta 15.84 % v2.1, full set, binary; batch tool approach, 500-step budget; xhigh effort Third party 2026-10-15 2026-10-25 OSWorld 2.0 (project page and leaderboard)
Muse Spark 1.1 Meta 14.2 % release not stated, full 108-task set, binary; xhigh effort; GUI computer-control tool only ('w/o exec'), max 500 steps Self-reported — 2026-10-25 Muse Spark 1.1 Evaluation Report (Meta, 9 Jul 2026)
GPT-6 Luna OpenAI 8.3 % v2026.08.08, offline set, partial score; low effort Self-reported — 2026-10-25 Introducing GPT-6 Sol and Luna | OpenAI
Qwen3.7-Plus Alibaba Cloud (Qwen) 2.8 % release and task set not stated, binary; effort not stated Self-reported — 2026-10-25 Qwen3.8-Max: A New Bar for Coding and Cowork (Qwen blog, 2026-08-03)
Qwen3.7-Plus Alibaba Cloud (Qwen) 2.8 % v2026.06.24, full set, binary; standard approach, 500-step budget; thinking Third party — 2026-10-25 OSWorld 2.0 (project page and leaderboard)
Qwen3.7-Plus Alibaba Cloud (Qwen) 1.9 % v2026.06.24, full set, binary; standard approach, 300-step budget; thinking Third party — 2026-10-25 OSWorld 2.0 (project page and leaderboard)

Sorted by score, without rank numbers: each result was measured under its own setting (effort level, harness, tools, test version), as stated by the source. Scores are only directly comparable between rows with the same setting. Self-reported results come from the provider and have not been reproduced independently.

Sources

  1. OSWorld 2.0: Benchmarking Computer Use Agents on Long-Horizon Real-World Tasks (arXiv 2606.29537)
  2. OSWorld 2.0 (project page and leaderboard)
  3. Claude Haiku 5.5 System Card (Anthropic, 2026-10-07)
  4. Claude Opus 5.5 System Card (Anthropic, 2026-09-22)
  5. Claude Sonnet 5.5 System Card (Anthropic, 2026-09-28)
  6. Muse Wonder Model Card (PDF)
  7. Claude Fable 5.1 & Claude Mythos 5.1 System Card (Anthropic, 2026-09-01)
  8. GPT-6 Astra: A new generation of intelligence | OpenAI
  9. Introducing GPT-6.1 Sol | OpenAI
  10. Gemini 4 Argon model card - Google DeepMind
  11. Muse Spark 1.3 model page
  12. Introducing GPT-6 Sol and Luna | OpenAI
  13. Gemini 3.8 Flash model card - Google DeepMind
  14. Muse Spark 1.3 Evaluation Methodology (PDF)
  15. Qwen/Qwen3.8-Flash-Next - Hugging Face model card
  16. Muse Spark 1.1 Evaluation Report (Meta, 9 Jul 2026)
  17. Qwen3.8-Max: A New Bar for Coding and Cowork (Qwen blog, 2026-08-03)