Recently, a new evaluation titled "OpenClaw AI Agent Crab Ability Ranking" has gone viral in the AI circle. This ranking focuses on real-world scenarios and specifically tests the success rate of major mainstream large models in executing practical coding tasks under the OpenClaw framework, providing developers with a solid reference for selecting AI Agents.

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Insight into Standardized Testing Methods  

This evaluation uses a unified set of OpenClaw Agent tasks, scoring through a dual mechanism of automated code checking and LLM intelligent review, ensuring objective, reproducible results with zero human intervention. All models compete fairly under the same framework and task difficulty, truly measuring "who can actually write and run the code correctly."

The Top Three Strong Ones Revealed  

According to the latest ranking, the top three are:   

1. Gemini3Flash Preview  

2. MiniMax M2.1  

3. Kimi K2.5  

These three models performed outstandingly in complex coding Agent tasks, with significantly higher success rates, demonstrating strong practical application capabilities.

The Claude Family Shines Brightly  

Following closely are Claude Sonnet4.5, Gemini3Pro Preview, Claude Haiku4.5, and Claude Opus4.6. Among them, all three models from the Claude family achieved success rates exceeding 90%, becoming the biggest winners of this evaluation, fully proving their stable dominance in long-chain, multi-step reasoning coding tasks.

GPT-5.2 and DeepSeek's Unexpected Performance  

In sharp contrast to the strong performance of the Claude family, GPT-5.2 only achieved a success rate of 65.6% in this round, ranking far behind; while DeepSeek V3.2 remained around 82%, staying in the middle range. This result once again reminds the industry that parameter size is not entirely positively correlated with actual Agent capabilities, framework adaptation and task execution efficiency are the key.

AIbase Comments  

The OpenClaw "Crab" Ranking reveals the real capability gaps of current large models in the Agent era through the most rigorous coding practice. Whether you are a developer or an enterprise AI leader, this ranking is worth immediately saving and referring to. AIbase will continue to track the latest developments of the OpenClaw framework and various models. Please follow us for the latest evaluation insights!