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ZClawBench

Progress Over Time

Interactive timeline showing model performance evolution on ZClawBench

State-of-the-art frontier
Open
Proprietary

ZClawBench Leaderboard

4 models
ContextCostLicense
1
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
1.0M$1.25 / $3.75
2
Zhipu AI
Zhipu AI
3
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
28B262K$0.60 / $3.60
4
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
35B
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About this benchmark

What is ZClawBench?

ZClawBench evaluates Claw-style agent task execution quality, measuring a model's ability to autonomously complete complex multi-step coding tasks in real-world environments.

ZClawBench is a text benchmark evaluating models on agents and code tasks. LLM Stats tracks 4 models on this benchmark, scored on a 0–1 scale. The current average is 0.6, with the leader at 0.6.

Compare leaders on the best AI for agents and best AI for code leaderboards.

Current leaders

Qwen3.7 Max from Alibaba Cloud / Qwen Team currently leads the ZClawBench leaderboard with a score of 0.643 across 4 evaluated AI models.

1Qwen3.7 MaxAlibaba Cloud / Qwen Team64.3%
2GLM-5V-TurboZhipu AI57.6%
3Qwen3.6-27BAlibaba Cloud / Qwen Team53.4%

FAQ

Common questions about the ZClawBench benchmark and leaderboard.

What is the ZClawBench benchmark?

ZClawBench evaluates Claw-style agent task execution quality, measuring a model's ability to autonomously complete complex multi-step coding tasks in real-world environments.

What is the ZClawBench leaderboard?

The ZClawBench leaderboard ranks 4 AI models based on their performance on this benchmark. Currently, Qwen3.7 Max by Alibaba Cloud / Qwen Team leads with a score of 0.643. The average score across all models is 0.570.

What is the highest ZClawBench score?

The highest ZClawBench score is 0.643, achieved by Qwen3.7 Max from Alibaba Cloud / Qwen Team.

How many models are evaluated on ZClawBench?

4 models have been evaluated on the ZClawBench benchmark, with 0 verified results and 4 self-reported results.

What categories does ZClawBench cover?

ZClawBench is categorized under agents and code. The benchmark evaluates text models.

What is the best open-source model on ZClawBench?

Qwen3.6-27B by Alibaba Cloud / Qwen Team is the top-ranked open-source model on ZClawBench, with a score of 0.534 (rank #3).

Which model offers the best value on ZClawBench?

Among models scoring within 10% of the leader, Qwen3.7 Max from Alibaba Cloud / Qwen Team is the cheapest, at $1.25 per million input tokens with a score of 0.643.

How recent are the ZClawBench leaderboard results?

The ZClawBench leaderboard was last updated in August 2026 and currently includes 4 evaluated models.
ZClawBench Leaderboard