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 Aider-Polyglot 排序

当前 SOTA

GPT-5

OpenAI

88.00Aider-Polyglot

查看详情

最佳开源

DeepSeek V3.2-Exp

DeepSeek-AI

74.20Aider-Polyglot−13.80

查看详情

最佳国产

DeepSeek V3.2-Exp

DeepSeek-AI

74.20Aider-Polyglot−13.80

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
	GPT-5 开启思考 OpenAI	88.00	—	—	—	—	闭源	详情
	GPT-5 开启思考 OpenAI	86.70	—	—	—	—	闭源	详情
	o3-pro 开启思考 OpenAI	84.90	—	—	—	—	闭源	详情
4	Gemini 2.5-Pro 开启思考 Google Deep Mind	83.10	—	—	—	—	闭源	详情
5	OpenAI o3 开启思考 OpenAI	81.30	—	—	—	—	闭源	详情
6	GPT-5 开启思考 OpenAI	81.30	—	—	—	—	闭源	详情
7	Grok 4 开启思考 xAI	79.60	—	—	—	—	闭源	详情
8	Gemini 2.5-Pro 开启思考 Google Deep Mind	79.10	—	—	—	—	闭源	详情
9	OpenAI o3 OpenAI	76.90	—	—	—	—	闭源	详情
10	Gemini-2.5-Pro-Preview-05-06 Google Deep Mind	76.90	—	—	—	—	闭源	详情
11	DeepSeek V3.2-Exp 开启思考 DeepSeek-AI	74.20	—	—	—	—	免费商用	详情
12	Gemini 2.5 Pro Experimental 03-25 Google Deep Mind	72.90	—	—	—	—	闭源	详情
13	OpenAI o4 - mini 开启思考 OpenAI	72.00	—	—	—	—	闭源	详情
14	Claude Opus 4 开启思考 Anthropic	72.00	—	—	—	—	闭源	详情
15	DeepSeek-R1-0528 开启思考 DeepSeek-AI	71.40	—	—	—	—	免费商用	详情
16	Claude Opus 4 Anthropic	70.70	—	—	—	—	闭源	详情
17	DeepSeek V3.2-Exp DeepSeek-AI	70.20	—	—	—	—	免费商用	详情
18	Claude Sonnet 3.7 开启思考 Anthropic	64.90	—	—	—	—	闭源	详情
19	OpenAI o1 开启思考 OpenAI	61.70	—	—	—	—	闭源	详情
20	Claude Sonnet 4 开启思考 Anthropic	61.30	—	—	—	—	闭源	详情
21	OpenAI o3-mini 开启思考 OpenAI	60.40	—	—	—	—	闭源	详情
22	Claude Sonnet 3.7 Anthropic	60.40	—	—	—	—	闭源	详情
23	Qwen3-235B-A22B 阿里巴巴	59.60	—	—	—	—	免费商用	详情
24	Kimi K2 Moonshot AI	59.10	—	—	—	—	免费商用	详情
25	DeepSeek-R1 开启思考 DeepSeek-AI	56.90	—	—	—	—	免费商用	详情
26	Claude Sonnet 4 Anthropic	56.40	—	—	—	—	闭源	详情
27	DeepSeek-V3-0324 DeepSeek-AI	55.10	—	—	—	—	免费商用	详情
28	Gemini 2.5 Flash 开启思考 Google Deep Mind	55.10	—	—	—	—	闭源	详情
29	OpenAI o3-mini 开启思考 OpenAI	53.80	—	—	—	—	闭源	详情
30	Grok 3 xAI	53.30	—	—	—	—	闭源	详情
31	GPT-4.1 OpenAI	52.40	—	—	—	—	闭源	详情
32	Claude 3.5 Sonnet New Anthropic	51.60	—	—	—	—	闭源	详情
33	Grok 3 mini 开启思考 xAI	49.30	—	—	—	—	闭源	详情
34	DeepSeek-V3 DeepSeek-AI	48.40	—	—	—	—	免费商用	详情
35	Gemini 2.5 Flash Google Deep Mind	47.10	—	—	—	—	闭源	详情
36	GPT-4o(2025-03-27) OpenAI	45.30	—	—	—	—	闭源	详情
37	GPT-4.5 OpenAI	44.90	—	—	—	—	闭源	详情
38	GPT OSS 120B 开启思考 OpenAI	41.80	—	—	—	—	免费商用	详情
39	Qwen3-32B 阿里巴巴	40.00	—	—	—	—	免费商用	详情
40	Gemini 2.0 Flash Experimental DeepMind	38.20	—	—	—	—	闭源	详情
41	Gemini 2.0 Pro Experimental DeepMind	35.60	—	—	—	—	闭源	详情
42	Grok 3 mini 开启思考 xAI	34.70	—	—	—	—	闭源	详情
43	OpenAI o1-mini OpenAI	32.90	—	—	—	—	闭源	详情
44	GPT-4.1 mini OpenAI	32.40	—	—	—	—	闭源	详情
45	Claude 3.5 Haiku Anthropic	28.00	—	—	—	—	闭源	详情
46	GPT-4o(2025-01-29) OpenAI	27.10	—	—	—	—	闭源	详情
47	GPT-4o OpenAI	23.10	—	—	—	—	闭源	详情
48	Qwen2.5-Max 阿里巴巴	21.80	—	—	—	—	闭源	详情
49	QwQ-32B 开启思考阿里巴巴	20.90	—	—	—	—	免费商用	详情
50	Gemini 2.0 Flash Experimental 开启思考 DeepMind	18.20	—	—	—	—	闭源	详情

GPT-5 OpenAI

开启思考

Aider-Polyglot88.00

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

GPT-5 OpenAI

开启思考

Aider-Polyglot86.70

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

o3-pro OpenAI

开启思考

Aider-Polyglot84.90

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Gemini 2.5-Pro Google Deep Mind

开启思考

Aider-Polyglot83.10

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

OpenAI o3 OpenAI

开启思考

Aider-Polyglot81.30

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

GPT-5 OpenAI

开启思考

Aider-Polyglot81.30

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Grok 4 xAI

开启思考

Aider-Polyglot79.60

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Gemini 2.5-Pro Google Deep Mind

开启思考

Aider-Polyglot79.10

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

OpenAI o3 OpenAI

Aider-Polyglot76.90

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

开启思考

Aider-Polyglot74.20

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

Gemini 2.5 Pro Experimental 03-25 Google Deep Mind

Aider-Polyglot72.90

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

OpenAI o4 - mini OpenAI

开启思考

Aider-Polyglot72.00

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Claude Opus 4 Anthropic

开启思考

Aider-Polyglot72.00

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

DeepSeek-R1-0528 DeepSeek-AI

开启思考

Aider-Polyglot71.40

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

Claude Opus 4 Anthropic

Aider-Polyglot70.70

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

DeepSeek V3.2-Exp DeepSeek-AI

Aider-Polyglot70.20

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

Claude Sonnet 3.7 Anthropic

开启思考

Aider-Polyglot64.90

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

OpenAI o1 OpenAI

开启思考

Aider-Polyglot61.70

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Claude Sonnet 4 Anthropic

开启思考

Aider-Polyglot61.30

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

OpenAI o3-mini OpenAI

开启思考

Aider-Polyglot60.40

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Claude Sonnet 3.7 Anthropic

Aider-Polyglot60.40

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Qwen3-235B-A22B 阿里巴巴

Aider-Polyglot59.60

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

Kimi K2 Moonshot AI

Aider-Polyglot59.10

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

DeepSeek-R1 DeepSeek-AI

开启思考

Aider-Polyglot56.90

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

Claude Sonnet 4 Anthropic

Aider-Polyglot56.40

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

DeepSeek-V3-0324 DeepSeek-AI

Aider-Polyglot55.10

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

Gemini 2.5 Flash Google Deep Mind

开启思考

Aider-Polyglot55.10

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

OpenAI o3-mini OpenAI

开启思考

Aider-Polyglot53.80

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-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Claude 3.5 Sonnet New Anthropic

Aider-Polyglot51.60

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Grok 3 mini xAI

开启思考

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

Gemini 2.5 Flash Google Deep Mind

Aider-Polyglot47.10

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

GPT-4o(2025-03-27)OpenAI

Aider-Polyglot45.30

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

GPT-4.5 OpenAI

Aider-Polyglot44.90

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

GPT OSS 120B OpenAI

开启思考

Aider-Polyglot41.80

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

Qwen3-32B 阿里巴巴

Aider-Polyglot40.00

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

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

Grok 3 mini xAI

开启思考

Aider-Polyglot34.70

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-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

Claude 3.5 Haiku Anthropic

Aider-Polyglot28.00

τ²-Bench—

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

GPT-4o OpenAI

Aider-Polyglot23.10

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

QwQ-32B 阿里巴巴

开启思考

Aider-Polyglot20.90

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

免费商用

Gemini 2.0 Flash Experimental DeepMind

开启思考

Aider-Polyglot18.20

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

闭源

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