dehallucination

Official

Detect and correct hallucinations with confidence.

Authoraxiomantic
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Dehallucination provides a structured verification framework to identify, assess, and correct false or unfounded claims within the Forge pipeline, ensuring outputs are grounded in evidence and sources.

Core Features & Use Cases

  • Factual verification: assigns explicit confidence levels to claims and requires citations or supporting context.
  • Hallucination detection: identifies fabricated references, invented capabilities, and false constraints.
  • Recovery & governance: prescribes explicit corrections, propagates lessons, and safeguards the Forge workflow.

Quick Start

Run the dehallucination workflow on a sample artifact to verify claims and generate a corrected version.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: dehallucination
Download link: https://github.com/axiomantic/spellbook/archive/main.zip#dehallucination

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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