uncertainty-verification事实核查与幻觉检测。在生成内容后检测并纠正可能的幻觉、编造或不准确信息。 触发条件:(1) 生成技术内容后 (2) 提供统计数据时 (3) 引用人物/事件时 (4) 生成代码示例后
Install via ClawdBot CLI:
clawdbot install Jack123255829/uncertainty-verificationGrade Limited — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 21, 2026
When creating API documentation or technical guides, this skill verifies code examples, technical specifications, and implementation details. It ensures generated code snippets are functional and technical claims are accurate before publication.
During financial reporting or data analysis, the skill validates statistical figures, percentage calculations, and market data references. It flags potential numerical errors and verifies cited financial metrics against reliable sources.
For journalism or content creation, this skill verifies historical references, event dates, and quoted statements. It cross-references claims about people, organizations, and events to prevent misinformation in published articles.
When helping with research papers or literature reviews, the skill validates cited studies, statistical findings, and historical references. It ensures academic claims are properly sourced and methodology descriptions are accurate.
In automated support responses, this skill verifies product specifications, troubleshooting steps, and policy information. It checks that technical instructions work and company information remains current and accurate.
Offer this fact-checking capability as a cloud service where businesses can integrate verification APIs into their content workflows. Charge based on verification volume and accuracy requirements, with premium tiers for specialized domains.
Package this skill as a standalone application for content teams to validate articles, reports, and documentation before publication. Sell licenses to media companies, research institutions, and corporate communications departments.
Integrate this verification capability into e-learning platforms and educational tools to ensure course materials, quizzes, and study guides contain accurate information. Partner with educational institutions and online course providers.
💬 Integration Tip
Integrate this skill after content generation modules but before final output delivery, using the confidence labels to trigger human review when needed.
Scored Apr 19, 2026
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Plan, draft, version, and refine written content with enforced versioning and quality audits.