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The Search Memory skill empowers Claude Code with a long-term contextual layer, allowing it to autonomously recognize when past solutions or technical decisions are relevant to your current task. By proactively searching stored knowledge during debugging, architecture discussions, or recurring workflows, it ensures continuity across sessions and prevents the repetition of past mistakes. It utilizes semantic search with adjustable depth and relevancy scoring, enabling Claude to recall why specific choices were made and apply those breakthroughs to new challenges without requiring manual prompting.