Is the generated code ready for production?

The scaffold provides a professional-grade structure with Pydantic settings, modular services, and evaluation scripts designed to be extended for production use.

What frameworks does rag-scaffold support?

It currently supports Python (LangChain, LlamaIndex, Vanilla), TypeScript (LangChain.js), and the Ailog API for managed RAG-as-a-Service.

Does it include advanced features like reranking?

Yes, you can opt-in to features like hybrid search (dense + BM25), reranking, streaming responses, and source citations during generation.

Can I choose my own vector database?

Yes, the skill provides configurations for Qdrant, Pinecone, ChromaDB, Weaviate, and Milvus.

RAG Scaffold

Name: RAG Scaffold
Author: floflo777

byfloflo777

•

データサイエンスとML

Generates production-ready Retrieval-Augmented Generation (RAG) pipeline boilerplate code with integrated best practices.

The rag-scaffold skill streamlines the initial development phase of RAG-based applications by providing a comprehensive, modular boilerplate. It supports multiple frameworks like LangChain and LlamaIndex, various vector databases, and top-tier LLM providers, ensuring that developers can jump from idea to prototype using industry-standard patterns for chunking, embedding, retrieval, and generation. Whether you are building a document search engine or a complex AI agent, this skill provides a solid architectural foundation including configuration management, citation handling, and evaluation scripts.

主な機能

01Pre-integrated vector store setups for Qdrant, Pinecone, ChromaDB, and more

02Multi-framework support including LangChain, LlamaIndex, and Vanilla Python/TypeScript

03Automated project structure generation with Docker and environment templates

04Modular architecture with separate services for embeddings, retrieval, and generation

0517 GitHub stars

06Advanced RAG features like hybrid search, reranking, and conversation memory

ユースケース

01Developing a code assistant with specialized repository indexing and retrieval

02Building a custom documentation search engine for internal company wikis

03Prototyping a customer support bot that accesses private knowledge bases

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add floflo777/claude-rag-skills rag-scaffold

For use in Claude.ai and ChatGPT

Download Skill