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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
OpenAI
o3-pro
Thinking Level · High
84.90————不开源
Google Deep Mind
Gemini 2.5-Pro
Thinking Enabled
83.10————不开源
OpenAI
OpenAI o3
Thinking Level · High
81.30————不开源
4
xAI
Grok 4
Thinking Enabled
79.60————不开源
5
DeepSeek-AI
DeepSeek-V3.1
Thinking Enabled
76.30————Free commercial
6
DeepSeek-AI
DeepSeek-V3.1 Terminus
76.10————Free commercial
7
DeepSeek-AI
DeepSeek V3.2-Exp
Thinking EnabledTools
74.5066.70———Free commercial
8
OpenAI
OpenAI o4 - mini
Thinking Level · High
72.00————不开源
9
Anthropic
Claude Opus 4
Thinking Enabled
72.00————不开源
10
DeepSeek-AI
DeepSeek-R1-0528
Thinking Enabled
71.40————Free commercial
11
Anthropic
Claude Opus 4
70.10————不开源
12
DeepSeek-AI
DeepSeek V3.2
Thinking EnabledTools
69.9080.3046.40——Free commercial
13
DeepSeek-AI
DeepSeek-V3.1
68.40————Free commercial
14
阿里巴巴
Qwen3-Coder-Next
Standard ModeTools
66.20—36.20——Free commercial
15
Anthropic
Claude Sonnet 3.7
Thinking Enabled
64.90————不开源
16
Anthropic
Claude Sonnet 4
Thinking Enabled
61.30————不开源
17
MiniMaxAI
M2.1
Thinking EnabledTools
61.00—47.90——Free commercial
18
Anthropic
Claude Sonnet 3.7
60.40————不开源
19
Moonshot AI
Kimi K2
59.10————Free commercial
20
Google Deep Mind
Gemini 2.5 Flash
Thinking Enabled
56.70————不开源
21
DeepSeek-AI
DeepSeek-V3-0324
55.10————Free commercial
22
智谱AI
GLM-4.7
Thinking EnabledTools
52.1087.4041.00——Free commercial
23
Anthropic
Claude 3.5 Sonnet New
51.60————不开源
24
阿里巴巴
Qwen3-Next
49.80————Free commercial
25
阿里巴巴
Qwen3-32B
Thinking Enabled
40.00————Free commercial
26
OpenAI
GPT-4o(2025-03-27)
27.10————不开源
27
OpenAI
GPT-5.4 mini
Thinking Level · Extra HighTools
——60.0042.9072.10不开源
28
阿里巴巴
Qwen 3.6 Plus Preview
Thinking EnabledTools
——61.6039.80—不开源
29
Cursor
Composer 2
Thinking Enabled
——61.70——不开源
30
DeepSeek-AI
DeepSeek-V4-Pro
Thinking Level · HighTools
——63.30——Free commercial
o3-pro
Thinking Level · High
Aider-Polyglot84.90
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
Gemini 2.5-Pro
Thinking Enabled
Aider-Polyglot83.10
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
OpenAI o3
Thinking Level · High
Aider-Polyglot81.30
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
4
Grok 4
Thinking Enabled
Aider-Polyglot79.60
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
5
DeepSeek-V3.1
Thinking Enabled
Aider-Polyglot76.30
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
6
DeepSeek-V3.1 Terminus
Aider-Polyglot76.10
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
7
DeepSeek V3.2-Exp
Thinking EnabledTools
Aider-Polyglot74.50
τ²-Bench66.70
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
8
OpenAI o4 - mini
Thinking Level · High
Aider-Polyglot72.00
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
9
Claude Opus 4
Thinking Enabled
Aider-Polyglot72.00
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
10
DeepSeek-R1-0528
Thinking Enabled
Aider-Polyglot71.40
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
11
Claude Opus 4
Aider-Polyglot70.10
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
12
DeepSeek V3.2
Thinking EnabledTools
Aider-Polyglot69.90
τ²-Bench80.30
Terminal Bench 2.046.40
Tool Decathlon—
OSWorld-Verified—
Free commercial
13
DeepSeek-V3.1
Aider-Polyglot68.40
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
14
Qwen3-Coder-Next
Standard ModeTools
Aider-Polyglot66.20
τ²-Bench—
Terminal Bench 2.036.20
Tool Decathlon—
OSWorld-Verified—
Free commercial
15
Claude Sonnet 3.7
Thinking Enabled
Aider-Polyglot64.90
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
16
Claude Sonnet 4
Thinking Enabled
Aider-Polyglot61.30
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
17
M2.1
Thinking EnabledTools
Aider-Polyglot61.00
τ²-Bench—
Terminal Bench 2.047.90
Tool Decathlon—
OSWorld-Verified—
Free commercial
18
Claude Sonnet 3.7
Aider-Polyglot60.40
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
19
Kimi K2
Aider-Polyglot59.10
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
20
Gemini 2.5 Flash
Thinking Enabled
Aider-Polyglot56.70
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
21
DeepSeek-V3-0324
Aider-Polyglot55.10
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
22
GLM-4.7
Thinking EnabledTools
Aider-Polyglot52.10
τ²-Bench87.40
Terminal Bench 2.041.00
Tool Decathlon—
OSWorld-Verified—
Free commercial
23
Claude 3.5 Sonnet New
Aider-Polyglot51.60
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
24
Qwen3-Next
Aider-Polyglot49.80
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
25
Qwen3-32B
Thinking Enabled
Aider-Polyglot40.00
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
26
GPT-4o(2025-03-27)
Aider-Polyglot27.10
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
27
GPT-5.4 mini
Thinking Level · Extra HighTools
Aider-Polyglot—
τ²-Bench—
Terminal Bench 2.060.00
Tool Decathlon42.90
OSWorld-Verified72.10
不开源
28
Qwen 3.6 Plus Preview
Thinking EnabledTools
Aider-Polyglot—
τ²-Bench—
Terminal Bench 2.061.60
Tool Decathlon39.80
OSWorld-Verified—
不开源
29
Composer 2
Thinking Enabled
Aider-Polyglot—
τ²-Bench—
Terminal Bench 2.061.70
Tool Decathlon—
OSWorld-Verified—
不开源
30
DeepSeek-V4-Pro
Thinking Level · HighTools
Aider-Polyglot—
τ²-Bench—
Terminal Bench 2.063.30
Tool Decathlon—
OSWorld-Verified—
Free commercial
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View all 93 models on the Aider-Polyglot benchmark page