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skills/fact-checker/README.md
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# Fact-Checker Skill for Claude
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A comprehensive fact-checking and verification skill that enables Claude to analyze text, articles, and web content for factual accuracy using academic and journalistic approaches.
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## Overview
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This skill equips Claude with a fact-checker that extracts verifiable claims, cross-references them against trusted sources, and provides detailed credibility assessments with supporting evidence.
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## What It Does
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1. **Claim Extraction** - Identifies all verifiable factual statements in provided content
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2. **Source Research** - Systematically searches trusted academic, government, and journalistic sources
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3. **Credibility Assessment** - Rates each claim as TRUE/FALSE/PARTIALLY TRUE/UNVERIFIED with confidence levels
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4. **Source Quality Rating** - Calculates credibility scores using weighted criteria (source type, methodology, recency, corroboration)
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5. **Report Generation** - Compiles comprehensive findings with evidence, contradictions, and context
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## Verification Framework
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**Status Categories:**
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- TRUE (with HIGH/MEDIUM/LOW confidence)
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- FALSE (demonstrably incorrect)
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- PARTIALLY TRUE (accurate but missing context)
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- UNVERIFIED (insufficient evidence)
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- OPINION/SUBJECTIVE (not fact-checkable)
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**Credibility Scoring Formula:**
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```
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Total Score = (Source Credibility × 0.40) + (Methodology × 0.30) +
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(Recency × 0.15) + (Corroboration × 0.15)
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```
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## Trusted Sources Included
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- **Academic:** Google Scholar, PubMed, arXiv, Semantic Scholar, IEEE Xplore, JSTOR
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- **Government:** Census Bureau, CDC, FDA, EPA, WHO, World Bank, UN Statistics
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- **Fact-Checkers:** Snopes, PolitiFact, FactCheck.org, Reuters Fact Check, AP Fact Check
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- **News:** Associated Press, Reuters, BBC, NYT, Washington Post, Wall Street Journal, The Guardian
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- **Domain-Specific:** Medical journals (NEJM, Lancet, JAMA), scientific journals (Nature, Science), legal databases
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## Installation
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1. Download `fact-checker.zip`
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2. In Claude: Settings → Skills → Add skill → Upload skill
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3. Select the downloaded file
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## Usage Examples
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```
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"Fact-check this article: [paste text or URL]"
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"Verify these medical claims about [treatment]"
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"Check the accuracy of these statistics"
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"Analyze this news article for factual accuracy"
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"Is this statement true? [statement]"
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```
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## Output Format
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Each verification report includes:
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- **Executive Summary** - Overall credibility score and key findings
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- **Detailed Findings** - Per-claim verification with status, confidence level, supporting/contradictory evidence, and context
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- **Source Bibliography** - Complete source list with credibility scores, types, dates, strengths, and limitations
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- **Recommendations** - Suggestions for further verification and identified red flags
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## License
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MIT License - See LICENSE file for details
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## Contributing
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Contributions welcome! Please feel free to submit issues or pull requests to improve source coverage, verification methodology, or domain-specific guidance.
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skills/fact-checker/fact-checker.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:df0daf3c53bb4e060877db06d3302ec98375cc7f0654406f3b49741e53d31dc0
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size 10450
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