RAG Pipeline Builder Skill

Purpose

Quickly scaffold and implement production-ready RAG systems with a pure, lightweight stack (No LangChain):

• Intelligent document chunking (Recursive + Markdown aware)
• Vector embeddings generation (OpenAI SDK)
• Vector storage and retrieval (Qdrant Client)
• Context-aware response generation
• Streaming API endpoints (FastAPI)

When to Use This Skill

Use this skill when:

• Building high-performance RAG systems without framework overhead.
• Needing full control over the ingestion and retrieval logic.
• Implementing semantic search for technical documentation.

Core Capabilities