hollow-validation-checkerHelps detect hollow validation in AI agent skills — identifies fake tests that always pass without actually verifying behavior, like validation commands that...
Install via ClawdBot CLI:
clawdbot install andyxinweiminicloud/hollow-validation-checkerGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 21, 2026
Marketplace platforms can integrate this skill to automatically scan newly submitted AI agent skills for hollow validation. This prevents low-quality or deceptive skills from appearing validated, maintaining platform trustworthiness and reducing manual review workload.
Large organizations adopting internal AI agent ecosystems can use this checker to audit skills developed by different teams or vendors. It ensures that validation tests actually verify functionality before deployment to production environments, reducing operational risks.
Open source AI projects with community-contributed skills can run this checker as part of their CI/CD pipeline. It automatically flags pull requests containing hollow validation, maintaining code quality standards and preventing test theater from degrading the project's reliability reputation.
Agencies building custom AI skills for clients can use this tool during their quality assurance phase. It provides objective evidence that validation tests are substantive, which can be included in delivery documentation to demonstrate thorough testing to clients.
Platforms teaching AI skill development can integrate this checker into their learning environment. Students receive immediate feedback when their validation tests are hollow, helping them learn proper testing practices and understand the importance of substantive assertions.
Offer the hollow validation checker as an API service that AI marketplaces and development platforms can integrate. Charge based on API call volume or through tiered subscription plans for different usage levels, with enterprise plans for high-volume platforms.
Sell perpetual or annual licenses to large organizations for internal use. Include features like batch scanning of existing skill repositories, custom rule configuration, and integration with internal development tools and CI/CD pipelines.
Offer a free version for individual developers and small teams with basic scanning capabilities. Premium features include advanced pattern detection, integration with popular IDEs, team collaboration features, and priority support for professional development teams.
💬 Integration Tip
Start by integrating with your CI/CD pipeline to automatically scan new skills, then expand to batch scanning existing repositories to identify legacy hollow validations that need remediation.
Scored Jun 19, 2026
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