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大模型 Agent 能力评测排行榜

本页面提供大模型 Agent 能力评测排行榜,涵盖 Aider-Polyglot、τ²-Bench、Terminal Bench 2.0、Tool Decathlon、OSWorld-Verified 等主流 Agent 评测基准,深度对比 GPT、Claude、Qwen、DeepSeek 等模型的工具使用、任务规划与自主执行能力。

Updated on 2026-04-28 13:02:03

As of 2026-04, this page covers Aider-Polyglot, τ²-Bench, Terminal Bench 2.0, Tool Decathlon and related benchmarks for 大模型 Agent 能力评测排行榜, making it straightforward to compare within the same task family.

Click any model name to check context length, licensing, and pricing on its detail page. See Data Methodology for scoring details.

Benchmark
Agent能力评测Aider-Polyglotτ²-Bench
AI Agent - 工具使用Terminal Bench 2.0Tool DecathlonOSWorld-Verified
More Benchmarks
Model Size:All3B and below7B13B34B65B100B and above
Model Type:AllReasoning ModelsFoundation ModelsInstruction/Chat ModelsCoding Models
Source:AllOpen SourceClosed Source
Model release cutoff:

LLM Performance Results

Data source: DataLearnerAI
RankModelLicense
Anthropic
Claude Opus 4.6
Extended ThinkingTools
—91.8965.40—72.70不开源
Google Deep Mind
Gemini 3.1 Pro Preview
Thinking Level · HighTools
—90.8068.50——不开源
Google Deep Mind
Gemini 3.0 Flash
Thinking EnabledTools
—90.2047.60——不开源
4
智谱AI
GLM-5
Thinking EnabledTools
—89.7061.10——Free commercial
5
StepFunAI
Step 3.5 Flash
Thinking EnabledTools
—88.2051.00——Free commercial
6
智谱AI
GLM-4.7
Thinking EnabledTools
52.1087.4041.00——Free commercial
7
阿里巴巴
Qwen3.5-397B-A17B
Thinking EnabledTools
—86.7052.5038.3062.20Free commercial
8
Google Deep Mind
Gemini 3.0 Pro (Preview 11-2025)
Thinking EnabledTools
—85.4054.20——不开源
9
Anthropic
Claude Sonnet 4.5
Thinking EnabledTools
—84.7042.80—61.40不开源
10
xAI
Grok 4.1 Fast
Thinking EnabledTools
—82.71———不开源
11
阿里巴巴
Qwen3-Max-Thinking
Thinking EnabledTools
—82.10———不开源
12
OpenAI
GPT-5.2
Thinking Level · Extra HighTools
—82.00———不开源
13
Anthropic
Opus 4.5
Extended ThinkingTools
—81.9959.30——不开源
14
DeepSeek-AI
DeepSeek V3.2
Thinking EnabledTools
69.9080.3046.40——Free commercial
15
OpenAI
GPT-5
Thinking EnabledTools
—80.00———不开源
16
智谱AI
GLM-4.7-Flash
Thinking EnabledTools
—79.50———Free commercial
17
阿里巴巴
Qwen3.5-27B
Thinking EnabledTools
—79.0041.60—56.20Free commercial
18
MiniMaxAI
MiniMax M2
Thinking EnabledTools
—77.20———Free commercial
19
DeepMind
Gemma 4 31B
Thinking EnabledTools
—76.90———Free commercial
20
智谱AI
GLM-4.6
Thinking EnabledTools
—75.90———Free commercial
21
阿里巴巴
Qwen3 Max (Preview)
Standard ModeTools
—74.00———不开源
22
Anthropic
Claude Opus 4
Thinking EnabledTools
—72.50———不开源
23
阿里巴巴
Qwen3 Max (Preview)
Thinking EnabledTools
—72.00———不开源
24
Anthropic
Claude Sonnet 4.5
Standard ModeTools
—71.00———不开源
25
DeepMind
Gemma 4 26B A4B
Thinking EnabledTools
—68.20———Free commercial
26
DeepSeek-AI
DeepSeek V3.2-Exp
Thinking EnabledTools
74.5066.70———Free commercial
27
Moonshot AI
Kimi K2
Thinking EnabledTools
—64.30———Free commercial
28
Moonshot AI
Kimi K2
Standard ModeTools
—64.30———Free commercial
29
Anthropic
Claude Sonnet 3.7
Thinking EnabledTools
—61.80——28.00不开源
30
OpenAI
OpenAI o4 - mini
Thinking EnabledTools
—56.90———不开源
Claude Opus 4.6
Extended ThinkingTools
Aider-Polyglot—
τ²-Bench91.89
Terminal Bench 2.065.40
Tool Decathlon—
OSWorld-Verified72.70
不开源
Gemini 3.1 Pro Preview
Thinking Level · HighTools
Aider-Polyglot—
τ²-Bench90.80
Terminal Bench 2.068.50
Tool Decathlon—
OSWorld-Verified—
不开源
Gemini 3.0 Flash
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench90.20
Terminal Bench 2.047.60
Tool Decathlon—
OSWorld-Verified—
不开源
4
GLM-5
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench89.70
Terminal Bench 2.061.10
Tool Decathlon—
OSWorld-Verified—
Free commercial
5
Step 3.5 Flash
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench88.20
Terminal Bench 2.051.00
Tool Decathlon—
OSWorld-Verified—
Free commercial
6
GLM-4.7
Thinking EnabledTools
Aider-Polyglot52.10
τ²-Bench87.40
Terminal Bench 2.041.00
Tool Decathlon—
OSWorld-Verified—
Free commercial
7
Qwen3.5-397B-A17B
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench86.70
Terminal Bench 2.052.50
Tool Decathlon38.30
OSWorld-Verified62.20
Free commercial
8
Gemini 3.0 Pro (Preview 11-2025)
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench85.40
Terminal Bench 2.054.20
Tool Decathlon—
OSWorld-Verified—
不开源
9
Claude Sonnet 4.5
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench84.70
Terminal Bench 2.042.80
Tool Decathlon—
OSWorld-Verified61.40
不开源
10
Grok 4.1 Fast
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench82.71
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
11
Qwen3-Max-Thinking
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench82.10
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
12
GPT-5.2
Thinking Level · Extra HighTools
Aider-Polyglot—
τ²-Bench82.00
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
13
Opus 4.5
Extended ThinkingTools
Aider-Polyglot—
τ²-Bench81.99
Terminal Bench 2.059.30
Tool Decathlon—
OSWorld-Verified—
不开源
14
DeepSeek V3.2
Thinking EnabledTools
Aider-Polyglot69.90
τ²-Bench80.30
Terminal Bench 2.046.40
Tool Decathlon—
OSWorld-Verified—
Free commercial
15
GPT-5
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench80.00
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
16
GLM-4.7-Flash
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench79.50
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
17
Qwen3.5-27B
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench79.00
Terminal Bench 2.041.60
Tool Decathlon—
OSWorld-Verified56.20
Free commercial
18
MiniMax M2
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench77.20
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
19
Gemma 4 31B
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench76.90
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
20
GLM-4.6
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench75.90
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
21
Qwen3 Max (Preview)
Standard ModeTools
Aider-Polyglot—
τ²-Bench74.00
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
22
Claude Opus 4
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench72.50
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
23
Qwen3 Max (Preview)
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench72.00
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
24
Claude Sonnet 4.5
Standard ModeTools
Aider-Polyglot—
τ²-Bench71.00
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
25
Gemma 4 26B A4B
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench68.20
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
26
DeepSeek V3.2-Exp
Thinking EnabledTools
Aider-Polyglot74.50
τ²-Bench66.70
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
27
Kimi K2
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench64.30
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
28
Kimi K2
Standard ModeTools
Aider-Polyglot—
τ²-Bench64.30
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
29
Claude Sonnet 3.7
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench61.80
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified28.00
不开源
30
OpenAI o4 - mini
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench56.90
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
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