rag-agent-creator

Create RAG-enabled Claude Code agents with structured knowledge bases.

60|6|Updated Jan 30, 2026
One-click install
npx skills add https://github.com/evan043/claude-cli-advanced-starter-pack --skill rag-agent-creator
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: rag-agent-creator
Source: https://github.com/evan043/claude-cli-advanced-starter-pack/tree/main/templates/skills/rag-agent-creator
Command: npx skills add https://github.com/evan043/claude-cli-advanced-starter-pack --skill rag-agent-creator

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill standardizes the creation of RAG-enabled Claude Code agents by providing a ready-made structure for knowledge bases, retrieval strategies, and agent orchestration.

Core Features & Use Cases

  • Structured KB design: Organize domain knowledge into atomic files with a clear index.
  • RAG setup and workflows: Scaffold retrieval policies and orchestrator patterns for reliable agent behavior.
  • Use Case: A developer needs an agent that can answer internal docs queries using a centralized knowledge base.

Quick Start

Use the rag-agent-creator skill to scaffold a RAG-enabled Claude Code agent with a knowledge base and retrieval strategy.

Frequently Asked Questions about rag-agent-creator

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I build a RAG-enabled agent with a structured knowledge base?

Building a RAG-enabled agent requires organizing domain knowledge into atomic files, defining a retrieval matrix, and setting up an index. This skill scaffolds the directory layout and orchestration patterns to standardize that process.

What is a retrieval matrix in a knowledge base agent?

A retrieval matrix defines the deterministic retrieval policies for a knowledge base agent, mapping queries to atomic knowledge files. It orchestrates how the agent accesses structured information to answer reliably.

Can I use this to scaffold an agent for internal docs queries?

Yes, this skill scaffolds an agent for internal docs queries by setting up a centralized knowledge base with atomic files and retrieval-augmented workflows. It provides domain-specific guidance for reliable query answering.

How do I set up retrieval policies for a Claude Code agent?

You set up retrieval policies by defining a retrieval matrix and orchestrator patterns within a standardized directory layout. This skill enforces these structures to ensure reliable retrieval-augmented behavior for Claude Code agents.

What is the best way to organize domain knowledge for retrieval-augmented workflows?

The best way to organize domain knowledge for retrieval-augmented workflows is using atomic knowledge files with a clear index. This skill enforces this structured knowledge base design to ensure deterministic retrieval.

Do I need a defined directory layout for a RAG-enabled Claude Code agent?

Yes, a defined directory layout is required to organize atomic knowledge files, an index, and a retrieval matrix. This skill enforces this structure to drive deterministic RAG-enabled agent building and reliable orchestration.