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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
智谱AI
GLM-5
—89.7061.10——Free commercial
StepFunAI
Step 3.5 Flash
—88.2051.00——Free commercial
智谱AI
GLM-4.7
52.1087.4041.00——Free commercial
4
阿里巴巴
Qwen3-Max-Thinking
—82.10———不开源
5
DeepSeek-AI
DeepSeek V3.2
69.9080.3046.40——Free commercial
6
MiniMaxAI
MiniMax M2
—77.20———Free commercial
7
智谱AI
GLM-4.6
—75.90———Free commercial
8
Anthropic
Claude Opus 4
72.0072.50———不开源
9
DeepSeek-AI
DeepSeek V3.2-Exp
74.5066.70———Free commercial
10
Moonshot AI
Kimi K2
59.1064.30———Free commercial
11
Anthropic
Claude Sonnet 3.7
64.9061.80——28.00不开源
12
OpenAI
OpenAI o4 - mini
72.0056.90———不开源
13
OpenAI
GPT-4.1
—54.70———不开源
14
OpenAI
GPT-4.1 mini
—53.00———不开源
15
DeepSeek-AI
DeepSeek-V3-0324
55.1038.80———Free commercial
16
DeepSeek-AI
DeepSeek-V3.1 Terminus
76.1037.00———Free commercial
17
阿里巴巴
Qwen3-235B-A22B
—34.40———Free commercial
18
OpenAI
o3-pro
84.90————不开源
19
DeepSeek-AI
DeepSeek-V3.1
76.30————Free commercial
20
DeepSeek-AI
DeepSeek-R1-0528
71.40————Free commercial
21
MiniMaxAI
M2.1
61.00—47.90——Free commercial
22
Google Deep Mind
Gemini 2.5 Flash
56.70————不开源
23
Moonshot AI
Kimi K2.5
——50.80——Free commercial
24
MiniMaxAI
MiniMax M2.5
——51.70——Free commercial
25
DeepSeek-AI
DeepSeek-V4-Flash
——56.90——Free commercial
26
阿里巴巴
Qwen3.6-Max-Preview
——65.40——不开源
27
Moonshot AI
Kimi K2.6
——66.7050.0073.10Free commercial
28
DeepSeek-AI
DeepSeek-V4-Pro
——67.90——Free commercial
GLM-5
Aider-Polyglot—
τ²-Bench89.70
Terminal Bench 2.061.10
Tool Decathlon—
OSWorld-Verified—
Free commercial
Step 3.5 Flash
Aider-Polyglot—
τ²-Bench88.20
Terminal Bench 2.051.00
Tool Decathlon—
OSWorld-Verified—
Free commercial
GLM-4.7
Aider-Polyglot52.10
τ²-Bench87.40
Terminal Bench 2.041.00
Tool Decathlon—
OSWorld-Verified—
Free commercial
4
Qwen3-Max-Thinking
Aider-Polyglot—
τ²-Bench82.10
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
5
DeepSeek V3.2
Aider-Polyglot69.90
τ²-Bench80.30
Terminal Bench 2.046.40
Tool Decathlon—
OSWorld-Verified—
Free commercial
6
MiniMax M2
Aider-Polyglot—
τ²-Bench77.20
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
7
GLM-4.6
Aider-Polyglot—
τ²-Bench75.90
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
8
Claude Opus 4
Aider-Polyglot72.00
τ²-Bench72.50
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
9
DeepSeek V3.2-Exp
Aider-Polyglot74.50
τ²-Bench66.70
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
10
Kimi K2
Aider-Polyglot59.10
τ²-Bench64.30
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
11
Claude Sonnet 3.7
Aider-Polyglot64.90
τ²-Bench61.80
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified28.00
不开源
12
OpenAI o4 - mini
Aider-Polyglot72.00
τ²-Bench56.90
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
13
GPT-4.1
Aider-Polyglot—
τ²-Bench54.70
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
14
GPT-4.1 mini
Aider-Polyglot—
τ²-Bench53.00
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
15
DeepSeek-V3-0324
Aider-Polyglot55.10
τ²-Bench38.80
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
16
DeepSeek-V3.1 Terminus
Aider-Polyglot76.10
τ²-Bench37.00
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
17
Qwen3-235B-A22B
Aider-Polyglot—
τ²-Bench34.40
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
18
o3-pro
Aider-Polyglot84.90
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
19
DeepSeek-V3.1
Aider-Polyglot76.30
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
20
DeepSeek-R1-0528
Aider-Polyglot71.40
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
Free commercial
21
M2.1
Aider-Polyglot61.00
τ²-Bench—
Terminal Bench 2.047.90
Tool Decathlon—
OSWorld-Verified—
Free commercial
22
Gemini 2.5 Flash
Aider-Polyglot56.70
τ²-Bench—
Terminal Bench 2.0—
Tool Decathlon—
OSWorld-Verified—
不开源
23
Kimi K2.5
Aider-Polyglot—
τ²-Bench—
Terminal Bench 2.050.80
Tool Decathlon—
OSWorld-Verified—
Free commercial
24
MiniMax M2.5
Aider-Polyglot—
τ²-Bench—
Terminal Bench 2.051.70
Tool Decathlon—
OSWorld-Verified—
Free commercial
25
DeepSeek-V4-Flash
Aider-Polyglot—
τ²-Bench—
Terminal Bench 2.056.90
Tool Decathlon—
OSWorld-Verified—
Free commercial
26
Qwen3.6-Max-Preview
Aider-Polyglot—
τ²-Bench—
Terminal Bench 2.065.40
Tool Decathlon—
OSWorld-Verified—
不开源
27
Kimi K2.6
Aider-Polyglot—
τ²-Bench—
Terminal Bench 2.066.70
Tool Decathlon50.00
OSWorld-Verified73.10
Free commercial
28
DeepSeek-V4-Pro
Aider-Polyglot—
τ²-Bench—
Terminal Bench 2.067.90
Tool Decathlon—
OSWorld-Verified—
Free commercial
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