Verifies generated content claims against external sources and outputs citations with confidence ratings.
npx skills add https://github.com/jwynia/teach --skill fact-check-jwynia
Please help me install this Agent Skill. Skill: fact-check Source: https://github.com/jwynia/teach/tree/main/.claude/skills/fact-check Command: npx skills add https://github.com/jwynia/teach --skill fact-check-jwynia
This Skill systematically verifies claims in generated content by extracting verifiable assertions and checking them against external sources to catch hallucinations.
Run a separate fact-check pass after generating content to verify each claim against external sources and attach citations.
High-intent search queries and answers about installing and using this skill.
To verify generated content for hallucinations, you run a separate fact-check pass that extracts verifiable claims, checks them against external sources, and attaches citations with confidence scores before delivery.
A post-generation fact-checking pass systematically extracts verifiable assertions from text, categorizes them, and confirms them against external sources to produce a structured claims log with source citations and confidence levels.
You add source citations and confidence scores by applying a verification phase that extracts claims from the generated text, validates them against external sources, and enforces explicit citations in the final output.
Yes, automated claim extraction is suitable for research synthesis workflows, providing structured categorization and logging to support audit trails while verifying factual accuracy against external sources.
The best way to create an audit trail is running a separate verification pass that outputs a structured log of claims, sources, and confidence scores, ensuring factual accuracy for educational materials.
Your AI content generation workflow needs a separate verification phase to systematically catch hallucinations by enforcing explicit source citations and confirming claims against external sources before final delivery.
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