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Hallucination Detection

ASecurity

Detect hallucinations with fact verification, consistency checks, and confidence scoring

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  • Added September 2, 2026
ai-agentsgo

Security analysis

A100/100

Scanned September 2, 2026

npx -y skills add natureco-official/natureco-cli --skill hallucination-detection --agent claude-code

Installs into .claude/skills of the current project.

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SKILL.md
---
name: hallucination-detection
description: Detect hallucinations with fact verification, consistency checks, and confidence scoring
category: AI Agents
---

# Hallucination Detection

## Overview
Detect hallucinations with fact verification, consistency checks, and confidence scoring. This skill helps you apply structured, repeatable methods for consistent results.

## When to Use
- When you need to apply hallucination detection best practices
- When establishing processes or standards for your workflow
- When training team members on hallucination detection
- When automating or optimizing hallucination detection tasks

## Instructions
1. **Assess**: Evaluate the current state, requirements, and constraints
2. **Plan**: Define the approach, steps, and success criteria
3. **Execute**: Follow the established patterns and best practices
4. **Verify**: Check results against expected outcomes and quality standards
5. **Iterate**: Refine based on feedback and lessons learned

## Examples
```
User: Help me apply hallucination detection for my current project
Assistant: I'll help you apply hallucination detection step by step...
```

## Related Skills
- Use with `workflow` tool for orchestrated execution
- Combine with `task` tool for delegated processing
- Reference `system-prompt` for system-level integration

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