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Ayub-Khan
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fact-checking

Identifies and verifies factual claims in text against trusted sources.

Updated Apr 23, 2026
Search Tags:#fact-checking#verification#evidence#claims#verdict#confidence-score#trustworthy-sources
One-click install
npx skills add https://github.com/Ayub-Khan/immortal_agent_swarm --skill fact-checking-ayub-khan
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: fact-checking
Source: https://github.com/Ayub-Khan/immortal_agent_swarm/tree/main/.agents/skills/fact-checking
Command: npx skills add https://github.com/Ayub-Khan/immortal_agent_swarm --skill fact-checking-ayub-khan

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Fact-checking ensures accuracy by validating statements against trusted sources and applying rigorous checks to reduce misinformation across outputs.

Core Features & Use Cases

  • Cross-reference claims with primary sources
  • Assign confidence scores and verdicts for assertions
  • Integrate verification into research, documentation, and code reviews

Quick Start

Provide a verified verdict by identifying the claim, cross-referencing trusted sources, and documenting evidence.

Frequently Asked Questions about fact-checking

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

FAQPage Schema
How do I fact-check claims in a research brief against trusted sources?▼

To fact-check claims in a research brief, the Skill identifies factual statements, cross-references them against trusted sources, and provides a transparent verdict with cited evidence.

What is a confidence score in fact verification?▼

A confidence score in fact verification is a metric assigned to assertions indicating the reliability of the cross-referenced evidence and the overall trustworthiness of the verdict.

Can I use this to verify factual accuracy in policy documents?▼

Yes, you can verify factual accuracy in policy documents by identifying claims within the text and applying rigorous verification steps against trusted sources to ensure traceability.

How do I document evidence when cross-referencing claims?▼

You document evidence by identifying the original claim, cross-referencing it with reputable sources, and generating a transparent verdict that explicitly cites the supporting evidence.

Does fact verification work for code reviews?▼

Yes, fact verification works for code reviews by applying rigorous accuracy and traceability checks to the technical assertions and logic within the code documentation.

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