hybrid-search-implementation

结合向量与关键词搜索以提升检索效果。适用于构建RAG系统、开发搜索引擎,或当单一方法无法满足召回需求时。

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name:hybrid-search-implementationdescription:Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient recall.

Hybrid Search Implementation

Patterns for combining vector similarity and keyword-based search.

Use this skill when

  • Building RAG systems with improved recall

  • Combining semantic understanding with exact matching

  • Handling queries with specific terms (names, codes)

  • Improving search for domain-specific vocabulary

  • When pure vector search misses keyword matches
  • Do not use this skill when

  • The task is unrelated to hybrid search implementation

  • You need a different domain or tool outside this scope
  • Instructions

  • Clarify goals, constraints, and required inputs.

  • Apply relevant best practices and validate outcomes.

  • Provide actionable steps and verification.

  • If detailed examples are required, open resources/implementation-playbook.md.
  • Resources

  • resources/implementation-playbook.md for detailed patterns and examples.