rag-query-transformation | babysitter | ClaudePluginHub

Skill

Community

rag-query-transformation

From babysitter

411

Description

Query expansion, HyDE, and multi-query generation for improved retrieval

AI Summary

Enhances RAG retrieval by transforming queries with expansion and decomposition techniques.

Install

1

Run in your terminal

$

npx claudepluginhub a5c-ai/babysitter

Tool Access

This skill is limited to using the following tools:

ReadWriteEditBashGlobGrep

Supporting Assets

View in Repository

README.md

Skill Content

RAG Query Transformation Skill

Capabilities

Implement query expansion techniques
Configure Hypothetical Document Embeddings (HyDE)
Set up multi-query generation
Design query decomposition strategies
Implement step-back prompting
Configure query routing for specialized indices

Target Processes

advanced-rag-patterns
knowledge-base-qa

Implementation Details

Transformation Techniques

Multi-Query Generation: Generate query variations
HyDE: Generate hypothetical answer, embed that
Query Decomposition: Break complex queries into sub-queries
Step-Back Prompting: Generate higher-level queries
Query Expansion: Add synonyms and related terms

Configuration Options

Number of query variations
LLM for query generation
Decomposition depth
Query routing rules
Result fusion strategy

Best Practices

Match technique to query complexity
Test with representative queries
Monitor retrieval quality changes
Balance latency vs quality tradeoffs

Dependencies

langchain
LLM provider

Links

GitHub Stats

21 forks

Updated 1 month ago

Actions

Similar Skills

Activates when the user asks about AI prompts, needs prompt templates, wants to search for prompts, or mentions prompts.chat. Use for discovering, retrieving, and improving prompts.

151.0k

Search, retrieve, and install Agent Skills from the prompts.chat registry using MCP tools. Use when the user asks to find skills, browse skill catalogs, install a skill for Claude, or extend Claude's capabilities with reusable AI agent components.

151.0k

Skill Development

This skill should be used when the user wants to "create a skill", "add a skill to plugin", "write a new skill", "improve skill description", "organize skill content", or needs guidance on skill structure, progressive disclosure, or skill development best practices for Claude Code plugins.

75.3k