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Terminal-Bench 2.1

Terminal-Bench 2.1 is an updated release of the Terminal-Bench benchmark that tests AI agents' ability to operate a computer via the terminal. It evaluates how well models handle real-world, end-to-end tasks autonomously, including compiling code, training models, setting up servers, system administration, data science workflows, and security tasks.

Updated Aug 7, 2026

Published models17
Registry coverage17
MetricScore
EvidenceB

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  • Ranking
  • Distribution
  • Highlights
  • About
  • FAQ

Terminal-Bench 2.1 leaderboard

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

17 rows
Columns

Show columns

1OPGPT-5.6 SolOpenAI88.8%100.0%17CAug 7, 2026
2MAKimi K3Moonshot AI88.3%93.8%17CAug 7, 2026
3OPGPT-5.6 TerraOpenAI87.4%87.5%17CAug 7, 2026
4ACQwen3.8 MaxAlibaba Cloud / Qwen Team86.6%81.3%17CAug 7, 2026
5OPGPT-5.6 LunaOpenAI84.7%75.0%17CAug 7, 2026
6ANClaude Fable 5Anthropic84.3%68.8%17CAug 7, 2026
7XAGrok 4.5xAI83.3%62.5%17CAug 7, 2026
8DEDeepSeek-V4-Flash-0731DeepSeek82.7%56.3%17CAug 7, 2026
9ZAGLM-5.2Zhipu AI82.7%50.0%17CAug 7, 2026
10MEMuse Spark 1.1Meta80.0%43.8%17CAug 7, 2026
11GOGemini 3.6 FlashGoogle78.0%37.5%17CAug 7, 2026
12TEHy3Tencent71.7%31.3%17CAug 7, 2026
13BYSeed 2.1 ProByteDance71.0%25.0%17CAug 7, 2026
14BYSeed 2.1 TurboByteDance67.6%18.8%17CAug 7, 2026
15MIMiniMax M3MiniMax66.0%12.5%17CAug 7, 2026
16NVNemotron 3 Ultra (550B A55B)NVIDIA56.4%6.3%17CAug 7, 2026
17GOGemini 3.5 Flash-LiteGoogle54.0%0.0%17CAug 7, 2026

Score distribution

Top published rows on the benchmark's original scale.

Terminal-Bench 2.1

Terminal-Bench 2.1 highlights

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

Rank #1GPT-5.6 Sol88.8%Rank #2Kimi K388.3%Rank #3GPT-5.6 Terra87.4%Rank #4Qwen3.8 Max86.6%

What is Terminal-Bench 2.1?

Definition and scoring fields from the benchmark registry.

Terminal-Bench 2.1 is an updated release of the Terminal-Bench benchmark that tests AI agents' ability to operate a computer via the terminal. It evaluates how well models handle real-world, end-to-end tasks autonomously, including compiling code, training models, setting up servers, system administration, data science workflows, and security tasks.

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

Family
Terminal-Bench 2.1
Modality
text
Primary category
reasoning
Score direction
higher
LLMBoard eligible
No
Evaluation key
terminal-bench-2.1|llm-stats-current

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

FAQ

Common questions about Terminal-Bench 2.1.

Which model scores highest on Terminal-Bench 2.1?

GPT-5.6 Sol is currently ranked first with 88.8%.

What does Terminal-Bench 2.1 measure?

Terminal-Bench 2.1 is an updated release of the Terminal-Bench benchmark that tests AI agents' ability to operate a computer via the terminal. It evaluates how well models handle real-world, end-to-end tasks autonomously, including compiling code, training models, setting up servers, system administration, data science workflows, and security tasks.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

17 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.

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