Complete methodology for preventing AI hallucinations. Use when accuracy is critical and you need Claude to verify before claiming, cite before asserting, and admit uncertainty instead of guessing.
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a-ariff/ariff-claude-plugins☆ 14Updated Mar 29, 2026
Transform rough ideas into solid designs through structured questioning
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a-ariff/ariff-claude-plugins☆ 14Updated Mar 29, 2026
Canvas API Connection Skill
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a-ariff/ariff-claude-plugins☆ 14Updated Mar 29, 2026
Assign confidence scores (0-100) to every claim in a response. Helps users understand which parts are verified facts and which are educated guesses. Use when the user needs to know how much to trust each part of the answer.
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a-ariff/ariff-claude-plugins☆ 14Updated Mar 29, 2026
Forces Claude to extract exact quotes from files before making claims about them. Prevents hallucinations by grounding every statement in actual text from the codebase. Use when working with large files or unfamiliar code.
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a-ariff/ariff-claude-plugins☆ 14Updated Mar 29, 2026
Verify every claim from multiple independent angles -- code, docs, tests, git history. Use when you need high confidence that something is correct before acting on it.
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a-ariff/ariff-claude-plugins☆ 14Updated Mar 29, 2026