AI Retrieval Patterns

Quality score: 70/100 · Category: Engineering · Sub-category: databases

Retrieval architecture for AI applications — choosing and combining vector RAG, PageIndex (vectorless PDF tree-search), and precision embedding models. Covers the decision framework for matching retrieval strategy to document type and query characteristics, Milvus collection design, hybrid two-stage pipelines, the EmbeddingProvider abstraction, and the routing layer that ties it all together. Use when building semantic search, RAG pipelines, document Q&A, or any system where retrieval strategy and embedding model choice affect answer quality.

What this skill does

AI Retrieval Patterns is a production-ready Claude Code skill (quality score 70/100) in the databases sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ai-retrieval-patterns/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when building semantic search, RAG pipelines, document Q&A, or any system where retrieval strategy and embedding model choice affect answer quality.

Who uses this skill

The AI Retrieval Patterns skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/ai-retrieval-patterns
curl -L https://claudskills.com/skills/ai-retrieval-patterns/SKILL.md \
  -o ~/.claude/skills/ai-retrieval-patterns/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/ai-retrieval-patterns/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/ai-retrieval-patterns/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\ai-retrieval-patterns\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.

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Part of ClaudSkills — the open registry for Claude Code skills. · What's New · Install guide · About · llms.txt