What is the Advanced Query skill for Claude Code?

It is a specialized capability for RAG (Retrieval-Augmented Generation) workflows that adds sophisticated retrieval patterns and mandatory source citations to Claude's responses.

Does this skill support multi-query retrieval?

Yes, it is designed to utilize multi-query strategies to broaden search recall and find the most relevant information across diverse or fragmented datasets.

How does citation attribution work in this skill?

It tracks source URIs, chunk IDs, and character offsets to ensure every piece of information generated is linked back to a specific, verifiable source.

When should I use the Advanced Query skill?

Use this skill when building AI-driven applications where accuracy, transparency, and the ability to cite specific data sources are critical requirements.

Advanced RAG Querying

Name: Advanced RAG Querying
Author: Agentient

byAgentient

0•

Ciencia de Datos y ML

Enhances retrieval-augmented generation processes with query expansion, multi-query retrieval, and mandatory source citations.

The Advanced Query skill for Claude Code optimizes information retrieval by implementing sophisticated RAG patterns. It transforms simple user queries into comprehensive retrieval strategies using expansion and multi-query techniques while ensuring high-fidelity outputs through mandatory citation attribution, source URI tracking, and confidence scoring. This skill is essential for developers building AI-driven knowledge bases that require verifiable, accurate, and transparent data extraction from complex documentation sets.

Características Principales

01Character offset mapping for precise source referencing

02Mandatory Citation Attribution with Source URI tracking

03Confidence score computation for retrieved results

040 GitHub stars

05Advanced Query Expansion to improve search recall

06Multi-query retrieval strategies for broader context

Casos de Uso

01Verifying facts in large technical documentation sets with precise source links

02Building audit-ready AI workflows that require strict data lineage

03Improving search accuracy in complex enterprise knowledge bases

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add agentient/vibekit advanced-query

For use in Claude.ai and ChatGPT

Download Skill