ai-output-verifier
快速定位高风险虚构或不可靠信息，提升使用安全性。
审查 AI 输出中可能错误的断言并列出优先核验项与验证方法。
帮你在采纳 AI 回答前挑出最可能错误或凭空编造的断言，告诉你优先要核验哪些点和具体的验证办法。遇到想信任 AI 回答、要用它做决策或需要把结果给客户前就用。特别之处是按风险排序、区分高风险与低风险部分，并指出常见的 hallucination 和过度自信迹象，还会给出把核验常态化的习惯建议。
▸ 展开 SKILL.md 英文原文
Check AI output before you trust or use it — where it's likely wrong, what to verify, and how to catch confident-sounding errors. Use when asked can I trust this AI answer, how do I verify what AI told me, fact-check this AI output, or is this AI response reliable. Produces a risk read on the specific output (the claims most likely to be wrong or made up), the parts that need independent verification vs the parts that are low-risk, how to actually verify each, the tells of AI hallucination and overconfidence, and a habit for building verification into your AI use — because AI is confidently wrong often enough that unchecked trust is a real risk.
帮我安装这个 skill：https://raw.githubusercontent.com/mohitagw15856/pm-claude-skills/main/skills/ai-output-verifier/SKILL.mdcurl -fsSL "https://raw.githubusercontent.com/mohitagw15856/pm-claude-skills/main/skills/ai-output-verifier/SKILL.md"# AI-Output Verifier AI is fluent, confident, and sometimes completely wrong — inventing facts, citations, and details in the same authoritative tone as the correct ones. That confidence is exactly what makes unverified trust dangerous. This checks a specific output: which claims are most likely wrong or fabricated, what genuinely needs independent verification, how to verify it, and the tells of hallucination — so you use AI's speed without inheriting its errors. ## What This Skill Produces - **A risk read of the output** — which specific claims are most likely to be wrong, outdated, or made up (facts, numbers, citations, names, recent events, specifics) - **Verify vs. low-risk split** —