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。

数据更新于 2026-07-06 20:28:17

截至 2026年7月，本页覆盖 Aider-Polyglot, τ²-Bench, Terminal Bench 2.0, Tool Decathlon 等评测基准，聚焦 大模型 Agent 能力评测排行榜 方向的模型对比。

点击模型名称可进入详情页查看上下文长度、许可方式与 API 价格。数据口径说明见数据方法论。

基准评测

Agent能力评测Aider-Polyglot τ²-Bench

AI Agent - 工具使用Terminal Bench 2.0 Tool Decathlon OSWorld-Verified

更多评测

参数规模:全部 3B及以下 7B 13B 34B 65B 100B及以上

模型类型:全部推理大模型基座大模型指令优化/聊天优化大模型编程大模型

开源：全部开源闭源

来源：全部国产模型

模型发布时间截止:

榜单亮点

按 Terminal Bench 2.0 排序

当前 SOTA

Qwen3.7-Max-Preview

阿里巴巴

69.70Terminal Bench 2.0

查看详情

最佳开源

DeepSeek-V4-Pro

DeepSeek-AI

67.90Terminal Bench 2.0−1.80

查看详情

最佳国产

Qwen3.7-Max-Preview

阿里巴巴

69.70Terminal Bench 2.0

查看详情

大模型性能评测结果

数据来源：DataLearnerAI

点击任意行查看模型详情；勾选左侧可对比最多 4 个模型。

排名	模型						开源情况
	Qwen3.7-Max-Preview 阿里巴巴	—	—	69.70	—	—	闭源	详情
	DeepSeek-V4-Pro DeepSeek-AI	—	—	67.90	—	—	免费商用	详情
	Kimi K2.6 Moonshot AI	—	—	66.70	50.00	73.10	免费商用	详情
4	Qwen3.6-Max-Preview 阿里巴巴	—	—	65.40	—	—	闭源	详情
5	GLM-5 智谱AI	—	89.70	61.10	—	—	免费商用	详情
6	DeepSeek-V4-Flash DeepSeek-AI	—	—	56.90	—	—	免费商用	详情
7	MiniMax M2.5 MiniMaxAI	—	—	51.70	—	—	免费商用	详情
8	Step 3.5 Flash StepFunAI	—	88.20	51.00	—	—	免费商用	详情
9	Kimi K2.5 Moonshot AI	—	—	50.80	—	—	免费商用	详情
10	M2.1 MiniMaxAI	—	—	47.90	—	—	免费商用	详情
11	DeepSeek V3.2 DeepSeek-AI	—	80.30	46.40	—	—	免费商用	详情
12	GLM-4.7 智谱AI	—	87.40	41.00	—	—	免费商用	详情
13	o3-pro OpenAI	84.90	—	—	—	—	闭源	详情
14	GPT-4.1 nano OpenAI	8.90	—	—	—	—	闭源	详情
15	Gemini-2.5-Pro-Preview-05-06 Google Deep Mind	76.90	—	—	—	—	闭源	详情
16	DeepSeek V3.2-Exp DeepSeek-AI	74.20	66.70	—	—	—	免费商用	详情
17	Claude Opus 4 Anthropic	72.00	72.50	—	—	—	闭源	详情
18	OpenAI o4 - mini OpenAI	72.00	56.90	—	—	—	闭源	详情
19	DeepSeek-R1-0528 DeepSeek-AI	71.40	—	—	—	—	免费商用	详情
20	Claude Sonnet 3.7 Anthropic	64.90	61.80	—	—	28.00	闭源	详情
21	OpenAI o1 OpenAI	61.70	—	—	—	—	闭源	详情
22	Qwen3-235B-A22B 阿里巴巴	59.60	34.40	—	—	—	免费商用	详情
23	Kimi K2 Moonshot AI	59.10	64.30	—	—	—	免费商用	详情
24	DeepSeek-R1 DeepSeek-AI	56.90	—	—	—	—	免费商用	详情
25	DeepSeek-V3-0324 DeepSeek-AI	55.10	38.80	—	—	—	免费商用	详情
26	Gemini 2.5 Flash Google Deep Mind	55.10	—	—	—	—	闭源	详情
27	Grok 3 xAI	53.30	—	—	—	—	闭源	详情
28	GPT-4.1 OpenAI	52.40	54.70	—	—	—	闭源	详情
29	Grok 3 mini xAI	49.30	—	—	—	—	闭源	详情
30	DeepSeek-V3 DeepSeek-AI	48.40	—	—	—	—	免费商用	详情
31	GPT-4.5 OpenAI	44.90	—	—	—	—	闭源	详情
32	Gemini 2.0 Flash Experimental DeepMind	38.20	—	—	—	—	闭源	详情
33	Gemini 2.0 Pro Experimental DeepMind	35.60	—	—	—	—	闭源	详情
34	OpenAI o1-mini OpenAI	32.90	—	—	—	—	闭源	详情
35	GPT-4.1 mini OpenAI	32.40	53.00	—	—	—	闭源	详情
36	GPT-4o(2025-01-29) OpenAI	27.10	—	—	—	—	闭源	详情
37	Qwen2.5-Max 阿里巴巴	21.80	—	—	—	—	闭源	详情
38	GPT-4o(2024-11-20) OpenAI	18.20	—	—	—	—	闭源	详情
39	DeepSeek-V2-236B-Chat DeepSeek-AI	17.80	—	—	—	—	免费商用	详情
40	Llama 4 Maverick Facebook AI研究实验室	15.60	—	—	—	—	免费商用	详情
41	C4AI Command A (202503) CohereAI	12.00	—	—	—	—	不可商用	详情
42	Codestral 25.01 MistralAI	11.10	—	—	—	—	闭源	详情
43	MiniMax M3 MiniMaxAI	—	—	—	—	70.00	不可商用	详情
44	Hy3 腾讯AI实验室	—	—	—	48.50	—	免费商用	详情
45	DeepSeek-V3.1 Terminus DeepSeek-AI	—	37.00	—	—	—	免费商用	详情
46	GLM-4.6 智谱AI	—	75.90	—	—	—	免费商用	详情
47	MiniMax M2 MiniMaxAI	—	77.20	—	—	—	免费商用	详情
48	Qwen3-Max-Thinking 阿里巴巴	—	82.10	—	—	—	闭源	详情

Qwen3.7-Max-Preview 阿里巴巴

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.069.70

Tool Decathlon—

OSWorld-Verified—

闭源

DeepSeek-V4-Pro DeepSeek-AI

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.067.90

Tool Decathlon—

OSWorld-Verified—

免费商用

Kimi K2.6 Moonshot AI

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.066.70

Tool Decathlon50.00

OSWorld-Verified73.10

免费商用

Qwen3.6-Max-Preview 阿里巴巴

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.065.40

Tool Decathlon—

OSWorld-Verified—

闭源

GLM-5 智谱AI

Aider-Polyglot—

τ²-Bench89.70

Terminal Bench 2.061.10

Tool Decathlon—

OSWorld-Verified—

免费商用

DeepSeek-V4-Flash DeepSeek-AI

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.056.90

Tool Decathlon—

OSWorld-Verified—

免费商用

MiniMax M2.5 MiniMaxAI

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.051.70

Tool Decathlon—

OSWorld-Verified—

免费商用

Step 3.5 Flash StepFunAI

Aider-Polyglot—

τ²-Bench88.20

Terminal Bench 2.051.00

Tool Decathlon—

OSWorld-Verified—

免费商用

Kimi K2.5 Moonshot AI

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.050.80

Tool Decathlon—

OSWorld-Verified—

免费商用

M2.1 MiniMaxAI

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.047.90

Tool Decathlon—

OSWorld-Verified—

免费商用

DeepSeek V3.2 DeepSeek-AI

Aider-Polyglot—

τ²-Bench80.30

Terminal Bench 2.046.40

Tool Decathlon—

OSWorld-Verified—

免费商用

GLM-4.7 智谱AI

Aider-Polyglot—

τ²-Bench87.40

Terminal Bench 2.041.00

Tool Decathlon—

OSWorld-Verified—

免费商用

o3-pro OpenAI

Aider-Polyglot84.90

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

GPT-4.1 nano OpenAI

Aider-Polyglot8.90

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Gemini-2.5-Pro-Preview-05-06 Google Deep Mind

Aider-Polyglot76.90

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

DeepSeek V3.2-Exp DeepSeek-AI

Aider-Polyglot74.20

τ²-Bench66.70

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

Claude Opus 4 Anthropic

Aider-Polyglot72.00

τ²-Bench72.50

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

OpenAI o4 - mini OpenAI

Aider-Polyglot72.00

τ²-Bench56.90

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

DeepSeek-R1-0528 DeepSeek-AI

Aider-Polyglot71.40

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

Claude Sonnet 3.7 Anthropic

Aider-Polyglot64.90

τ²-Bench61.80

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified28.00

闭源

OpenAI o1 OpenAI

Aider-Polyglot61.70

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Qwen3-235B-A22B 阿里巴巴

Aider-Polyglot59.60

τ²-Bench34.40

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

Kimi K2 Moonshot AI

Aider-Polyglot59.10

τ²-Bench64.30

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

DeepSeek-R1 DeepSeek-AI

Aider-Polyglot56.90

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

DeepSeek-V3-0324 DeepSeek-AI

Aider-Polyglot55.10

τ²-Bench38.80

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

Gemini 2.5 Flash Google Deep Mind

Aider-Polyglot55.10

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Grok 3 xAI

Aider-Polyglot53.30

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

GPT-4.1 OpenAI

Aider-Polyglot52.40

τ²-Bench54.70

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Grok 3 mini xAI

Aider-Polyglot49.30

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

DeepSeek-V3 DeepSeek-AI

Aider-Polyglot48.40

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

GPT-4.5 OpenAI

Aider-Polyglot44.90

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Gemini 2.0 Flash Experimental DeepMind

Aider-Polyglot38.20

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Gemini 2.0 Pro Experimental DeepMind

Aider-Polyglot35.60

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

OpenAI o1-mini OpenAI

Aider-Polyglot32.90

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

GPT-4.1 mini OpenAI

Aider-Polyglot32.40

τ²-Bench53.00

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

GPT-4o(2025-01-29)OpenAI

Aider-Polyglot27.10

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Qwen2.5-Max 阿里巴巴

Aider-Polyglot21.80

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

GPT-4o(2024-11-20)OpenAI

Aider-Polyglot18.20

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

DeepSeek-V2-236B-Chat DeepSeek-AI

Aider-Polyglot17.80

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

Llama 4 Maverick Facebook AI研究实验室

Aider-Polyglot15.60

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

C4AI Command A (202503)CohereAI

Aider-Polyglot12.00

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

不可商用

Codestral 25.01 MistralAI

Aider-Polyglot11.10

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

MiniMax M3 MiniMaxAI

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified70.00

不可商用

Hy3 腾讯AI实验室

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon48.50

OSWorld-Verified—

免费商用

DeepSeek-V3.1 Terminus DeepSeek-AI

Aider-Polyglot—

τ²-Bench37.00

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

GLM-4.6 智谱AI

Aider-Polyglot—

τ²-Bench75.90

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

MiniMax M2 MiniMaxAI

Aider-Polyglot—

τ²-Bench77.20

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

Qwen3-Max-Thinking 阿里巴巴

Aider-Polyglot—

τ²-Bench82.10

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

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