Hallucination Risk Reviewer

What this skill does

This skill reviews an LLM-generated response or the output of an AI-powered application feature to assess its hallucination risk. It identifies the specific types of claims that are most likely to be fabricated, flags confidence calibration issues (the model sounds certain about things it may not know), and recommends mitigations. The output is a structured risk assessment that helps you decide whether to use the output as-is, verify specific claims, or redesign the prompt/system.

Use this when building AI-powered features where factual accuracy matters, when reviewing generated content before publishing, or when evaluating whether an LLM is suitable for a high-stakes use case.

How to use

Claude Code / Cline

Copy this file to .agents/skills/hallucination-risk-reviewer/SKILL.md in your project root.

Then ask:

• "Use the Hallucination Risk Reviewer skill on this AI-generated response: [paste response]."
• "Review the outputs of our AI support bot for hallucination risk using the Hallucination Risk Reviewer skill."