anti-hallucination

Verify factual claims and API usage against authoritative sources.

Updated Jun 24, 2026
One-click install
npx skills add https://github.com/udsy19/.claude --skill anti-hallucination-udsy19
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: anti-hallucination
Source: https://github.com/udsy19/.claude/tree/main/skills/anti-hallucination
Command: npx skills add https://github.com/udsy19/.claude --skill anti-hallucination-udsy19

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill verifies every factual claim and API/library usage against authoritative sources, ensuring the accuracy of your assertions and preventing misinformation.

Core Features & Use Cases

  • Fact Verification: Grounds every factual claim in a verified source before assertion.
  • API/Tool Validation: Researches and confirms the current best approach before implementing in an unfamiliar project or domain.
  • Use Case: When you need to ensure that a fact you're about to state is accurate or you want to verify an API/library usage in a codebase.

Quick Start

Use the anti-hallucination skill to verify the current version of the React library.

Frequently Asked Questions about anti-hallucination

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I verify API usage and factual claims in technical documentation?

To verify API usage and factual claims, cross-reference every assertion against authoritative sources before implementation, ensuring technical documentation accuracy and preventing misinformation.

What is the best way to prevent AI hallucinations when providing technical advice?

Preventing AI hallucinations in technical advice requires grounding every factual claim in verified sources and confirming current best practices for unfamiliar APIs or libraries before suggesting implementation steps.

How do I validate current library versions during code review?

Validating current library versions during code review involves researching and confirming authoritative source documentation to ensure best practices are followed before implementation in your codebase.

Can I ensure factual accuracy when working with unfamiliar programming domains?

You can ensure factual accuracy in unfamiliar programming domains by researching and confirming the current best approach for API or library usage against authoritative sources before implementation begins.

Does source verification prevent misinformation in code review?

Source verification prevents misinformation in code review by checking factual claims and API usage against authoritative sources, ensuring assertions are accurate before implementation is finalized.

When should I use fact verification for technical assertions?

Use fact verification for technical assertions in any scenario where factual accuracy is critical, such as code review, writing documentation, or providing technical advice involving API and library usage.