LLM Agent Benchmark Leaderboard

Name: LLM Agent Benchmark Leaderboard
Creator: DataLearner
License: https://creativecommons.org/licenses/by/4.0/

This page provides the LLM Agent benchmark leaderboard, covering Aider-Polyglot, τ²-Bench, Terminal Bench 2.0, Tool Decathlon, and OSWorld-Verified. Compare GPT, Claude, Qwen, and DeepSeek on tool use, task planning, and autonomous execution.

Updated on 2026-06-13 11:57:39

As of 2026-06, this page covers Aider-Polyglot, τ²-Bench, Terminal Bench 2.0, Tool Decathlon and related benchmarks for LLM Agent Benchmark Leaderboard, 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-Polyglot τ²-Bench

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

More Benchmarks

Model Size:All 3B and below 7B 13B 34B 65B 100B and above

Model Type:All Reasoning Models Foundation Models Instruction/Chat Models Coding Models

Source:All Open Source Closed Source

Origin:All China

Model release cutoff:

Top picks

Ranked by Aider-Polyglot

Current SOTA

DeepSeek-V3.1

DeepSeek-AI

76.30Aider-Polyglot

View model

Best Open-Source

DeepSeek-V3.1

DeepSeek-AI

76.30Aider-Polyglot

View model

Best China-Made

DeepSeek-V3.1

DeepSeek-AI

76.30Aider-Polyglot

View model

LLM Performance Results

Data source: DataLearnerAI

Click any row to open the model page. Tick the checkboxes to compare up to 4 models side by side.

Rank	Model						License
	DeepSeek-V3.1 Thinking Enabled DeepSeek-AI	76.30	—	—	—	—	Free commercial	Details
	DeepSeek-V3.1 Terminus DeepSeek-AI	76.10	—	—	—	—	Free commercial	Details
	DeepSeek V3.2-Exp Thinking EnabledTools DeepSeek-AI	74.50	66.70	—	—	—	Free commercial	Details
4	DeepSeek-R1-0528 Thinking Enabled DeepSeek-AI	71.40	—	—	—	—	Free commercial	Details
5	DeepSeek V3.2 Thinking EnabledTools DeepSeek-AI	69.90	80.30	46.40	—	—	Free commercial	Details
6	DeepSeek-V3.1 DeepSeek-AI	68.40	—	—	—	—	Free commercial	Details
7	Qwen3-Coder-Next Standard ModeTools 阿里巴巴	66.20	—	36.20	—	—	Free commercial	Details
8	M2.1 Thinking EnabledTools MiniMaxAI	61.00	—	47.90	—	—	Free commercial	Details
9	Kimi K2 Moonshot AI	59.10	—	—	—	—	Free commercial	Details
10	DeepSeek-V3-0324 DeepSeek-AI	55.10	—	—	—	—	Free commercial	Details
11	GLM-4.7 Thinking EnabledTools 智谱AI	52.10	87.40	41.00	—	—	Free commercial	Details
12	Qwen3-Next 阿里巴巴	49.80	—	—	—	—	Free commercial	Details
13	Qwen3-32B Thinking Enabled 阿里巴巴	40.00	—	—	—	—	Free commercial	Details
14	Qwen3.6-27B Thinking EnabledTools 阿里巴巴	—	—	59.30	—	—	Free commercial	Details
15	Qwen3.6-Max-Preview Thinking EnabledTools 阿里巴巴	—	—	61.60	—	—	Proprietary	Details
16	Qwen 3.6 Plus Preview Thinking EnabledTools 阿里巴巴	—	—	61.60	39.80	—	Proprietary	Details
17	DeepSeek-V4-Pro Thinking EnabledTools DeepSeek-AI	—	—	63.30	—	—	Free commercial	Details
18	GLM 5.1 Thinking EnabledTools 智谱AI	—	—	63.50	40.70	—	Free commercial	Details
19	Qwen3.6-Max-Preview Deep Thinking ModeTools 阿里巴巴	—	—	65.40	—	—	Proprietary	Details
20	Kimi K2.6 Thinking EnabledTools Moonshot AI	—	—	66.70	50.00	73.10	Free commercial	Details
21	DeepSeek-V4-Pro Thinking Level · Extra HighTools DeepSeek-AI	—	—	67.90	—	—	Free commercial	Details
22	Qwen3.7-Max-Preview Thinking EnabledTools 阿里巴巴	—	—	69.70	—	—	Proprietary	Details
23	MiniMax M3 Thinking EnabledTools MiniMaxAI	—	—	—	—	70.00	Non-commercial	Details
24	DeepSeek-V4-Pro Standard ModeTools DeepSeek-AI	—	—	59.10	—	—	Free commercial	Details
25	DeepSeek-V4-Flash Standard ModeTools DeepSeek-AI	—	—	49.10	—	—	Free commercial	Details
26	Kimi K2.5 Thinking EnabledTools Moonshot AI	—	—	50.80	—	—	Free commercial	Details
27	Qwen3.6-35B-A3B Thinking Enabled 阿里巴巴	—	—	51.50	26.90	—	Free commercial	Details
28	MiniMax M2.5 Thinking EnabledTools MiniMaxAI	—	—	51.70	—	—	Free commercial	Details
29	DeepSeek-V4-Flash Thinking EnabledTools DeepSeek-AI	—	—	56.60	—	—	Free commercial	Details
30	DeepSeek-V4-Flash Thinking Level · Extra HighTools DeepSeek-AI	—	—	56.90	—	—	Free commercial	Details
31	GLM-4.6 Thinking EnabledTools 智谱AI	—	75.90	—	—	—	Free commercial	Details
32	MiniMax M2 Thinking EnabledTools MiniMaxAI	—	77.20	—	—	—	Free commercial	Details
33	Qwen3.5-27B Thinking EnabledTools 阿里巴巴	—	79.00	41.60	—	56.20	Free commercial	Details
34	GLM-4.7-Flash Thinking EnabledTools 智谱AI	—	79.50	—	—	—	Free commercial	Details
35	Qwen3-Max-Thinking Thinking EnabledTools 阿里巴巴	—	82.10	—	—	—	Proprietary	Details
36	Qwen3 Max (Preview) Standard ModeTools 阿里巴巴	—	74.00	—	—	—	Proprietary	Details
37	Qwen3.5-397B-A17B Thinking EnabledTools 阿里巴巴	—	86.70	52.50	38.30	62.20	Free commercial	Details
38	Step 3.5 Flash Thinking EnabledTools StepFunAI	—	88.20	51.00	—	—	Free commercial	Details
39	GLM-5 Thinking EnabledTools 智谱AI	—	89.70	61.10	—	—	Free commercial	Details
40	Qwen3-235B-A22B Thinking EnabledTools 阿里巴巴	—	34.40	—	—	—	Free commercial	Details
41	DeepSeek-V3.1 Terminus Thinking EnabledTools DeepSeek-AI	—	37.00	—	—	—	Free commercial	Details
42	DeepSeek-V3.1 Terminus Standard ModeTools DeepSeek-AI	—	37.00	—	—	—	Free commercial	Details
43	DeepSeek-V3-0324 Standard ModeTools DeepSeek-AI	—	38.80	—	—	—	Free commercial	Details
44	Qwen3-30B-A3B-2507 Thinking EnabledTools 阿里巴巴	—	49.00	—	—	—	Free commercial	Details
45	Kimi K2 Thinking EnabledTools Moonshot AI	—	64.30	—	—	—	Free commercial	Details
46	Kimi K2 Standard ModeTools Moonshot AI	—	64.30	—	—	—	Free commercial	Details
47	Qwen3 Max (Preview) Thinking EnabledTools 阿里巴巴	—	72.00	—	—	—	Proprietary	Details

DeepSeek-V3.1 DeepSeek-AI

Thinking Enabled

Aider-Polyglot76.30

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

DeepSeek-V3.1 Terminus DeepSeek-AI

Aider-Polyglot76.10

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

DeepSeek V3.2-Exp DeepSeek-AI

Thinking EnabledTools

Aider-Polyglot74.50

τ²-Bench66.70

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

DeepSeek-R1-0528 DeepSeek-AI

Thinking Enabled

Aider-Polyglot71.40

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

DeepSeek V3.2 DeepSeek-AI

Thinking EnabledTools

Aider-Polyglot69.90

τ²-Bench80.30

Terminal Bench 2.046.40

Tool Decathlon—

OSWorld-Verified—

Free commercial

DeepSeek-V3.1 DeepSeek-AI

Aider-Polyglot68.40

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

Qwen3-Coder-Next 阿里巴巴

Standard ModeTools

Aider-Polyglot66.20

τ²-Bench—

Terminal Bench 2.036.20

Tool Decathlon—

OSWorld-Verified—

Free commercial

M2.1 MiniMaxAI

Thinking EnabledTools

Aider-Polyglot61.00

τ²-Bench—

Terminal Bench 2.047.90

Tool Decathlon—

OSWorld-Verified—

Free commercial

Kimi K2 Moonshot AI

Aider-Polyglot59.10

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

DeepSeek-V3-0324 DeepSeek-AI

Aider-Polyglot55.10

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

GLM-4.7 智谱AI

Thinking EnabledTools

Aider-Polyglot52.10

τ²-Bench87.40

Terminal Bench 2.041.00

Tool Decathlon—

OSWorld-Verified—

Free commercial

Qwen3-Next 阿里巴巴

Aider-Polyglot49.80

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

Qwen3-32B 阿里巴巴

Thinking Enabled

Aider-Polyglot40.00

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

Qwen3.6-27B 阿里巴巴

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.059.30

Tool Decathlon—

OSWorld-Verified—

Free commercial

Qwen3.6-Max-Preview 阿里巴巴

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.061.60

Tool Decathlon—

OSWorld-Verified—

Proprietary

Qwen 3.6 Plus Preview 阿里巴巴

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.061.60

Tool Decathlon39.80

OSWorld-Verified—

Proprietary

DeepSeek-V4-Pro DeepSeek-AI

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.063.30

Tool Decathlon—

OSWorld-Verified—

Free commercial

GLM 5.1 智谱AI

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.063.50

Tool Decathlon40.70

OSWorld-Verified—

Free commercial

Qwen3.6-Max-Preview 阿里巴巴

Deep Thinking ModeTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.065.40

Tool Decathlon—

OSWorld-Verified—

Proprietary

Kimi K2.6 Moonshot AI

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.066.70

Tool Decathlon50.00

OSWorld-Verified73.10

Free commercial

DeepSeek-V4-Pro DeepSeek-AI

Thinking Level · Extra HighTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.067.90

Tool Decathlon—

OSWorld-Verified—

Free commercial

Qwen3.7-Max-Preview 阿里巴巴

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.069.70

Tool Decathlon—

OSWorld-Verified—

Proprietary

MiniMax M3 MiniMaxAI

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified70.00

Non-commercial

DeepSeek-V4-Pro DeepSeek-AI

Standard ModeTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.059.10

Tool Decathlon—

OSWorld-Verified—

Free commercial

DeepSeek-V4-Flash DeepSeek-AI

Standard ModeTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.049.10

Tool Decathlon—

OSWorld-Verified—

Free commercial

Kimi K2.5 Moonshot AI

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.050.80

Tool Decathlon—

OSWorld-Verified—

Free commercial

Qwen3.6-35B-A3B 阿里巴巴

Thinking Enabled

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.051.50

Tool Decathlon26.90

OSWorld-Verified—

Free commercial

MiniMax M2.5 MiniMaxAI

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.051.70

Tool Decathlon—

OSWorld-Verified—

Free commercial

DeepSeek-V4-Flash DeepSeek-AI

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.056.60

Tool Decathlon—

OSWorld-Verified—

Free commercial

DeepSeek-V4-Flash DeepSeek-AI

Thinking Level · Extra HighTools

Aider-Polyglot—

τ²-Bench—

Terminal Bench 2.056.90

Tool Decathlon—

OSWorld-Verified—

Free commercial

GLM-4.6 智谱AI

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench75.90

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

MiniMax M2 MiniMaxAI

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench77.20

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

Qwen3.5-27B 阿里巴巴

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench79.00

Terminal Bench 2.041.60

Tool Decathlon—

OSWorld-Verified56.20

Free commercial

GLM-4.7-Flash 智谱AI

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench79.50

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

Qwen3-Max-Thinking 阿里巴巴

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench82.10

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Proprietary

Qwen3 Max (Preview)阿里巴巴

Standard ModeTools

Aider-Polyglot—

τ²-Bench74.00

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Proprietary

Qwen3.5-397B-A17B 阿里巴巴

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench86.70

Terminal Bench 2.052.50

Tool Decathlon38.30

OSWorld-Verified62.20

Free commercial

Step 3.5 Flash StepFunAI

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench88.20

Terminal Bench 2.051.00

Tool Decathlon—

OSWorld-Verified—

Free commercial

GLM-5 智谱AI

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench89.70

Terminal Bench 2.061.10

Tool Decathlon—

OSWorld-Verified—

Free commercial

Qwen3-235B-A22B 阿里巴巴

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench34.40

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

DeepSeek-V3.1 Terminus DeepSeek-AI

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench37.00

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

DeepSeek-V3.1 Terminus DeepSeek-AI

Standard ModeTools

Aider-Polyglot—

τ²-Bench37.00

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

DeepSeek-V3-0324 DeepSeek-AI

Standard ModeTools

Aider-Polyglot—

τ²-Bench38.80

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

Qwen3-30B-A3B-2507 阿里巴巴

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench49.00

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

Kimi K2 Moonshot AI

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench64.30

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

Kimi K2 Moonshot AI

Standard ModeTools

Aider-Polyglot—

τ²-Bench64.30

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Free commercial

Qwen3 Max (Preview)阿里巴巴

Thinking EnabledTools

Aider-Polyglot—

τ²-Bench72.00

Terminal Bench 2.0—

Tool Decathlon—

OSWorld-Verified—

Proprietary

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