AgentSkillsCN

hybrid-search-implementation

将向量搜索与关键词搜索相结合，提升检索效果。无论是构建 RAG 系统、开发搜索引擎，还是在单一方法难以满足召回率需求时，这一方法都能为你提供有力支持。

SKILL.md
--- frontmatter
version: 4.1.0-fractal
name: hybrid-search-implementation
description: 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.

🧠 Knowledge Modules (Fractal Skills)

1. implementation-playbook