Which document formats are supported for indexing?

The skill includes scripts that support loading and indexing various formats including PDF, TXT, Markdown, CSV, JSON, and HTML.

What is the LlamaIndex Patterns skill?

It is a specialized capability for Claude Code that provides templates and scripts to quickly build, test, and deploy RAG applications using the LlamaIndex framework.

Can I implement advanced retrieval like hybrid search?

Yes, the skill provides specific templates for advanced strategies including hybrid search (vector + keyword), metadata filtering, and two-stage reranking.

Does this skill work with LlamaCloud?

Yes, it includes integration patterns for LlamaCloud services, specifically for advanced parsing with LlamaParse and managed index hosting.

Is this skill suitable for production environments?

Absolutely. The templates and scripts are designed with production best practices, including environment management, index persistence, and error handling.

LlamaIndex RAG Patterns

Name: LlamaIndex RAG Patterns
Author: vanman2024

byvanman2024

0•

Data Science & ML

Implements production-ready RAG pipelines and advanced retrieval strategies using LlamaIndex templates and scripts.

This skill provides a comprehensive suite of implementation patterns for building Retrieval-Augmented Generation (RAG) applications using the LlamaIndex framework. It includes automated setup scripts, customizable templates for basic and multi-document RAG, and advanced retrieval strategies such as hybrid search, reranking, and metadata filtering. Designed to bridge the gap between prototype and production, this skill offers the necessary scaffolding for creating scalable knowledge bases, conversational AI with memory, and complex document parsing workflows via LlamaCloud integration.

Key Features

01Comprehensive validation tools for testing indices and API configurations

02LlamaCloud and LlamaParse integration for handling complex document structures

03Automated LlamaIndex environment setup and dependency management scripts

04Production-ready templates for basic, multi-document, and conversational RAG

05Advanced retrieval patterns including hybrid search, filtering, and reranking

060 GitHub stars

Use Cases

01Building enterprise-grade document Q&A systems with source attribution

02Implementing advanced semantic search engines with hybrid filtering

03Developing context-aware chatbots with long-term memory management

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add vanman2024/ai-dev-marketplace llamaindex-patterns

For use in Claude.ai and ChatGPT

Download Skill