{"id":"d0954ed0-629c-44fa-86f6-7def601ca723","shortId":"msMxbU","kind":"skill","title":"hybrid-search-implementation","tagline":"Combine vector and keyword search for improved retrieval. 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detailed patterns and examples.\n\n## Limitations\n- Use this skill only when the task clearly matches the scope described above.\n- Do not treat the output as a substitute for environment-specific validation, testing, or expert review.\n- Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are 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'hybrid-search-implement':1 'implement':4,15,31,92 'improv':11,50,65 'input':109,174 'instruct':103 'keyword':8,39,77 'keyword-bas':38 'limit':136 'match':57,78,145 'miss':76,182 'name':63 'need':94 'neither':23 'open':127 'outcom':116 'output':154 'outsid':100 'pattern':32,133 'permiss':175 'practic':113 'provid':26,117 'pure':73 'queri':59 'rag':16,47 'recal':28,51 'relev':111 'requir':108,126,173 'resourc':129 'resources/implementation-playbook.md':128,130 'retriev':12 'review':166 'safeti':176 'scope':102,147 'search':3,9,19,30,41,66,75,91 'semant':53 'similar':36 'skill':44,83,139 'skill-hybrid-search-implementation' 'source-sickn33' 'specif':61,70,161 'step':119 'stop':167 'substitut':157 'success':179 'suffici':27 'system':17,48 'task':86,143 'term':62 'test':163 'tool':99 'topic-agent-skills' 'topic-agentic-skills' 'topic-ai-agent-skills' 'topic-ai-agents' 'topic-ai-coding' 'topic-ai-workflows' 'topic-antigravity' 'topic-antigravity-skills' 'topic-claude-code' 'topic-claude-code-skills' 'topic-codex-cli' 'topic-codex-skills' 'treat':152 'understand':54 'unrel':88 'use':13,42,81,137 'valid':115,162 'vector':6,35,74 'verif':121 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