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qa-ai-output-critique

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144,126,000installs
Updated Sep 2026

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Description

对AI生成的测试用例进行八维评审(完整性、正确性、可执行性、风险覆盖、规范性、一致性、追溯性、冗余度),是AI生成用例后的第一个质量门禁。当AI刚刚生成了一大批测试用例、你需要确保这些用例真的有价值而不是"看起来不错"时,应当使用此技能。不要假设AI输出的都是对的——AI经常生成语义正确但实际操作不了的用例。每个维度评分低于7分的必须标注问题并使用MISSING/WRONG/VAGUE等规范格式标记。无上游场景树/风险清单时降级为六维评审(跳过追溯性、简化完整性)。 触发场景:检查一下输出、评审用例质量、验证完整性、这个用例对吗、自动检查时。 Use when the user asks about: critiquing AI-generated test cases across completeness, correctness, executability, risk coverage, conformance, consistency, traceability, and redundancy.

Install qa-ai-output-critique

Run this in your OpenClaw agent to add qa-ai-output-critique from the ClawHub registry.

terminal
$openclaw skills install qa-ai-output-critique

Requires ClawHub registry access. Review the security analysis below before installing.

Security Analysis

❌危险50/100

Open Source

Code is publicly available for audit.

Community Verified

Reviewed by the ClawHub community.

Community Reviews

Real user ratings only — separate from the editorial assessment and ClawHub signal.

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Frequently asked questions

Is qa-ai-output-critique safe to install?

qa-ai-output-critique has a SkillsReview security score of 50/100. It is open source and community-verified on ClawHub. Check the full Security Analysis on this page before installing.

How much does qa-ai-output-critique cost?

qa-ai-output-critique is free to install for OpenClaw via ClawHub.

What are the best alternatives to qa-ai-output-critique?

You can compare qa-ai-output-critique side by side with similar OpenClaw skills on the SkillsReview comparison page to find the best fit for your workflow.

How do I install qa-ai-output-critique?

Install qa-ai-output-critique from ClawHub at clawhub.ai/skills/qa-ai-output-critique, or use the install action on this page to copy the command for your OpenClaw agent.

Community Signal

ClawHub Community Score6120.00 / 5.00
Installs144,126,000
Last UpdateSep 29, 2026
Recently updated (31d ago)
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