Agent Skillsrmyndharis/antigravity-skills › hybrid-search-implementation

hybrid-search-implementation

GitHub

用于结合向量相似度和关键词搜索以优化检索效果。适用于构建高召回率的RAG系统、混合语义与精确匹配,或处理包含特定术语及领域词汇的查询场景。

skills/hybrid-search-implementation/SKILL.md rmyndharis/antigravity-skills

触发场景

构建需要提升召回率的RAG系统 实现语义理解与精确匹配的混合搜索 处理包含具体名称或代码的查询 纯向量搜索无法有效匹配关键词时

安装

npx skills add rmyndharis/antigravity-skills --skill hybrid-search-implementation -g -y
更多选项

不安装直接使用

npx skills use rmyndharis/antigravity-skills@hybrid-search-implementation

指定 Agent (Claude Code)

npx skills add rmyndharis/antigravity-skills --skill hybrid-search-implementation -a claude-code -g -y

安装 repo 全部 skill

npx skills add rmyndharis/antigravity-skills --all -g -y

预览 repo 内 skill

npx skills add rmyndharis/antigravity-skills --list

SKILL.md

Frontmatter
{
    "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.

版本历史

  • e63f7dd 当前 2026-07-05 09:33

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元信息

文件数
0
版本
e63f7dd
Hash
e90c9ecb
收录时间
2026-07-05 09:33

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