geo-hallucination-checkerDetect and annotate hallucinations, unsupported claims, fabricated studies, and incorrect conclusions in text so that AI only cites verifiable, trustworthy c...
Install via ClawdBot CLI:
clawdbot install geoly-geo/geo-hallucination-checkerGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 22, 2026
Reviewing healthcare articles or drug descriptions for unsupported claims like 'clinically proven' or fabricated studies. Ensures compliance with regulations and prevents misinformation that could harm patients.
Analyzing investment reports or financial advice for exaggerated statistics or unsourced data. Helps avoid legal risks and builds trust with clients by ensuring all claims are verifiable.
Checking research drafts for fabricated citations or overconfident conclusions before submission. Supports researchers in maintaining integrity and avoiding retractions due to hallucinations.
Scrutinizing product landing pages for superlatives like 'best in the world' or unsupported performance claims. Reduces false advertising risks and enhances brand credibility with evidence-based messaging.
Validating legal briefs or contracts for incorrect factual assertions or speculative statements. Prevents costly errors and ensures all references are grounded in real evidence.
Offer the skill as a cloud-based API for businesses to integrate into content workflows. Charge monthly fees based on usage volume, targeting enterprises needing continuous hallucination detection.
Provide manual analysis and training sessions for organizations to audit their content. Generate revenue through project-based contracts and workshops on reducing AI hallucinations.
Release a free basic version for individual users with limited checks, and a paid premium tier for advanced features like batch processing. Monetize through upgrades and add-ons.
💬 Integration Tip
Integrate this skill early in content creation pipelines to catch hallucinations before publication, and use it alongside source verification tools for best results.
Scored Apr 19, 2026
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