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RAG Pipeline Architect

Category: Engineering  ·  Sub-category: ml-ai-eng  ·  Last updated:
ai:rag
Design and architect RAG (Retrieval-Augmented Generation) pipelines. Covers vector DB selection, chunking strategies, hybrid retrieval (vector + knowledge graph), semantic caching, ingestion pipeline design, embedding model selection, and production deployment patterns. Triggers on: RAG, retrieval augmented generation, vector database, embeddings, chunking, FAISS, Qdrant, Milvus, pgvector, Weaviate, Pinecone, knowledge graph, Neo4j, semantic search, document Q&A, ingestion pipeline, reranking, hybrid search, or any question about building a RAG system.

From the source SKILL.md

Dieses Skill-Dokument destilliert Architektur-Patterns aus zwei analysierten RAG-Repos (scalable-rag-pipeline, intelligent-rag-service) und dify's 30+ Vector-DB-Adapter-Erfahrung.

What this skill does

RAG Pipeline Architect is a community-contributed Claude Code skill in the ml-ai-eng sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/rag-pipeline-architect/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The RAG Pipeline Architect Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 69,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/rag-pipeline-architect
curl -L https://claudskills.com/skills/rag-pipeline-architect/SKILL.md \
  -o ~/.claude/skills/rag-pipeline-architect/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/rag-pipeline-architect/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/rag-pipeline-architect/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\rag-pipeline-architect\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Attribution & license

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Browse all Engineering skills in the ClaudSkills registry, or explore these other picks from the same category:

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