ClaudSkills / Science & Research / research-methods

ai-rag-pipeline

Q: What is a Claude Code skill and how does the ai-rag-pipeline skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. ai-rag-pipeline is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Science & Research · Sub-category: research-methods · Last updated: 2026-06-02

ai:openai ai:gemini

Build RAG (Retrieval Augmented Generation) pipelines with web search and LLMs. Tools: Tavily Search, Exa Search, Exa Answer, Claude, GPT-4, Gemini via OpenRouter. Capabil — from bg-szy/TOP-SKILLS

From the source SKILL.md

Build RAG (Retrieval Augmented Generation) pipelines via [inference.sh](https://inference.sh) CLI.

What this skill does

ai-rag-pipeline is a community-contributed Claude Code skill in the research-methods sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ai-rag-pipeline--skills-inference-sh/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The ai-rag-pipeline Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 88,000+ 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/ai-rag-pipeline--skills-inference-sh
curl -L https://claudskills.com/skills/ai-rag-pipeline--skills-inference-sh/SKILL.md \
  -o ~/.claude/skills/ai-rag-pipeline--skills-inference-sh/SKILL.md

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

Skills live at ~/.claude/skills/ai-rag-pipeline--skills-inference-sh/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\ai-rag-pipeline--skills-inference-sh\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

Frequently asked questions

How do I install the ai-rag-pipeline Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/ai-rag-pipeline--skills-inference-sh/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the ai-rag-pipeline skill do?

Build RAG (Retrieval Augmented Generation) pipelines with web search and LLMs. Tools: Tavily Search, Exa Search, Exa Answer, Claude, GPT-4, Gemini via OpenRouter. Capabil — from bg-szy/TOP-SKILLS

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the ai-rag-pipeline skill?

Use ai-rag-pipeline when your Claude Code task falls under the Science & Research category — specifically in the research methods area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use ai-rag-pipeline" or describe the task and let Claude pick). Browse related skills at /category/science/.

What is a Claude Code skill and how does the ai-rag-pipeline skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. ai-rag-pipeline is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/bg-szy/TOP-SKILLS/blob/HEAD/skills/marketplace/ai-rag-pipeline__skills-inference-sh-ai-rag-pipeline/SKILL.md
Author: bg-szy
Website: https://bg-szy.github.io/TOP-SKILLS/

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

bg-szy. (2026). ai-rag-pipeline [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/ai-rag-pipeline--skills-inference-sh/

BibTeX

@misc{ai-rag-pipeline--skills-inference-sh-2026,
  author    = {bg-szy},
  title     = {ai-rag-pipeline [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/ai-rag-pipeline--skills-inference-sh/}
}

Embed this skill

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