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Terminal-Bench 2.0

Terminal-Bench 2.0 is an updated benchmark for testing AI agents' tool use ability to operate a computer via terminal. It evaluates how well models can handle real-world, end-to-end tasks autonomously, including compiling code, training models, setting up servers, system administration, security tasks, data science workflows, and cybersecurity vulnerabilities.

Updated Aug 7, 2026

Published models49
Registry coverage49
MetricScore
EvidenceC

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Terminal-Bench 2.0 leaderboard

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

49 rows
Columns

Show columns

1OPGPT-5.5OpenAI82.7%100.0%49CAug 7, 2026
2ANClaude Mythos PreviewAnthropic82.0%97.9%49CAug 7, 2026
3ANClaude Sonnet 5Anthropic80.4%95.8%49CAug 7, 2026
4OPGPT-5.3 CodexOpenAI77.3%93.8%49CAug 7, 2026
5GOGemini 3.5 FlashGoogle76.2%91.7%49CAug 7, 2026
6OPGPT-5.4OpenAI75.1%89.6%49CAug 7, 2026
7ANClaude Opus 4.8Anthropic74.6%87.5%49CAug 7, 2026
8ACQwen3.7-PlusAlibaba Cloud / Qwen Team70.3%85.4%49CAug 7, 2026
9ACQwen3.7 MaxAlibaba Cloud / Qwen Team69.7%83.3%49CAug 7, 2026
10ANClaude Opus 4.7Anthropic69.4%81.3%49CAug 7, 2026
11ZAGLM-5.1Zhipu AI69.0%79.2%49CAug 7, 2026
12GOGemini 3.1 ProGoogle68.5%77.1%49CAug 7, 2026
13XIMiMo-V2.5-ProXiaomi68.4%75.0%49CAug 7, 2026
14DEDeepSeek-V4-Pro-MaxDeepSeek67.9%72.9%49CAug 7, 2026
15MAKimi K2.6Moonshot AI66.7%70.8%49CAug 7, 2026
16XIMiMo-V2.5Xiaomi65.8%68.8%49CAug 7, 2026
17ANClaude Opus 4.6Anthropic65.4%66.7%49CAug 7, 2026
18OPGPT-5.2 CodexOpenAI64.0%64.6%49CAug 7, 2026
19ACQwen3.6 PlusAlibaba Cloud / Qwen Team61.6%62.5%49CAug 7, 2026
20OPGPT-5.4 miniOpenAI60.0%60.4%49CAug 7, 2026
21ANClaude Opus 4.5Anthropic59.3%58.3%49CAug 7, 2026
22ACQwen3.6-27BAlibaba Cloud / Qwen Team59.3%56.3%49CAug 7, 2026
23ANClaude Sonnet 4.6Anthropic59.1%54.2%49CAug 7, 2026
24MEMuse SparkMeta59.0%52.1%49CAug 7, 2026
25XIMiMo-V2-ProXiaomi57.1%50.0%49CAug 7, 2026
26MIMiniMax M2.7MiniMax57.0%47.9%49CAug 7, 2026
27DEDeepSeek-V4-Flash-MaxDeepSeek56.9%45.8%49CAug 7, 2026
28ZAGLM-5Zhipu AI56.2%43.8%49CAug 7, 2026
29MIMAI-Code-1-FlashMicrosoft54.8%41.7%49CAug 7, 2026
30GOGemini 3 ProGoogle54.2%39.6%49CAug 7, 2026
31OPGPT-5.1 CodexOpenAI52.8%37.5%49CAug 7, 2026
32ACQwen3.5-397B-A17BAlibaba Cloud / Qwen Team52.5%35.4%49CAug 7, 2026
33ACQwen3.6-35B-A3BAlibaba Cloud / Qwen Team51.5%33.3%49CAug 7, 2026
34STStep-3.5-FlashStepFun51.0%31.3%49CAug 7, 2026
35MAKimi K2.5Moonshot AI50.8%29.2%49CAug 7, 2026
36ACQwen3.5-122B-A10BAlibaba Cloud / Qwen Team49.4%27.1%49CAug 7, 2026
37GOGemini 3 FlashGoogle47.6%25.0%49CAug 7, 2026
38DEDeepSeek-V3.2 (Thinking)DeepSeek46.4%22.9%49CAug 7, 2026
39DEDeepSeek-V3.2DeepSeek46.4%20.8%49CAug 7, 2026
40DEDeepSeek-V3.2-SpecialeDeepSeek46.4%18.8%49CAug 7, 2026
41OPGPT-5.4 nanoOpenAI46.3%16.7%49CAug 7, 2026
42MIMAI-Thinking-1Microsoft46.0%14.6%49CAug 7, 2026
43ACQwen3.5-27BAlibaba Cloud / Qwen Team41.6%12.5%49CAug 7, 2026
44ZAGLM-4.7Zhipu AI41.0%10.4%49CAug 7, 2026
45ACQwen3.5-35B-A3BAlibaba Cloud / Qwen Team40.5%8.3%49CAug 7, 2026
46XIMiMo-V2-FlashXiaomi38.5%6.3%49CAug 7, 2026
47ACQwen3-Coder 480B A35B InstructAlibaba Cloud / Qwen Team37.5%4.2%49CAug 7, 2026
48CONorth Mini Code 1.0Cohere36.0%2.1%49CAug 7, 2026
49NVNemotron 3 Super (120B A12B)NVIDIA31.0%0.0%49CAug 7, 2026

Score distribution

Top published rows on the benchmark's original scale.

Terminal-Bench 2.0

Terminal-Bench 2.0 highlights

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

Rank #1GPT-5.582.7%Rank #2Claude Mythos Preview82.0%Rank #3Claude Sonnet 580.4%Rank #4GPT-5.3 Codex77.3%

What is Terminal-Bench 2.0?

Definition and scoring fields from the benchmark registry.

Terminal-Bench 2.0 is an updated benchmark for testing AI agents' tool use ability to operate a computer via terminal. It evaluates how well models can handle real-world, end-to-end tasks autonomously, including compiling code, training models, setting up servers, system administration, security tasks, data science workflows, and cybersecurity vulnerabilities.

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

Family
Terminal-Bench 2.0
Modality
text
Primary category
reasoning
Score direction
higher
LLMBoard eligible
No
Evaluation key
terminal-bench-2|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 2.0.

Which model scores highest on Terminal-Bench 2.0?

GPT-5.5 is currently ranked first with 82.7%.

What does Terminal-Bench 2.0 measure?

Terminal-Bench 2.0 is an updated benchmark for testing AI agents' tool use ability to operate a computer via terminal. It evaluates how well models can handle real-world, end-to-end tasks autonomously, including compiling code, training models, setting up servers, system administration, security tasks, data science workflows, and cybersecurity vulnerabilities.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

49 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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