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ClaudSkills / Engineering / ml-ai-eng

RAG Document Ingestion Pipeline

Category: Engineering  ·  Sub-category: ml-ai-eng  ·  Last updated:
ai:ragai:llm
Build production document ingestion pipelines with chunking, embedding, and vector DB storage. Activate on: document ingestion, chunking strategy, embedding pipeline, vector DB ingestion, RAG indexing. NOT for: LLM prompt design (prompt-engineer), retrieval query logic (ai-engineer), or vector DB ops/migration (vector-database-migration-tool).

About this skill (catalog notes)

RAG Document Ingestion Pipeline includes pricing or quota commentary; at least one code block. The SKILL.md runs to about 700 words, in the catalog's typical mid-range.

Original author
curiositech
Indexed lastmod
Catalog position
Engineering · ml-ai-eng
Indexed related skills
10

How RAG Document Ingestion Pipeline fits the catalog

RAG Document Ingestion Pipeline sits in the Engineering category under the ml-ai-eng sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

Build production-grade document ingestion pipelines that chunk, embed, and store documents in vector databases for retrieval-augmented generation.

What this skill does

RAG Document Ingestion Pipeline 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-document-ingestion-pipeline/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The RAG Document Ingestion Pipeline 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 116,000+ 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-document-ingestion-pipeline
curl -L https://claudskills.com/skills/rag-document-ingestion-pipeline/SKILL.md \
  -o ~/.claude/skills/rag-document-ingestion-pipeline/SKILL.md

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

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

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

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.

Frequently asked questions

How do I install the RAG Document Ingestion Pipeline Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/rag-document-ingestion-pipeline/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the RAG Document Ingestion Pipeline skill do?
Build production document ingestion pipelines with chunking, embedding, and vector DB storage. Activate on: document ingestion, chunking strategy, embedding pipeline, vector DB ingestion, RAG indexing. NOT for: LLM prompt design (prompt-engineer), retrieval query logic (ai-engineer), or vector DB ops/migration (vector-database-migration-tool).
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 RAG Document Ingestion Pipeline skill?
Use RAG Document Ingestion Pipeline when your Claude Code task falls under the Engineering category — specifically in the ml ai eng 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 RAG Document Ingestion Pipeline" or describe the task and let Claude pick). Browse related skills at /category/engineering/.
What is a Claude Code skill and how does the RAG Document Ingestion 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. RAG Document Ingestion Pipeline is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

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

APA
curiositech. (2026). RAG Document Ingestion Pipeline [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/rag-document-ingestion-pipeline/
BibTeX
@misc{rag-document-ingestion-pipeline-2026,
  author    = {curiositech},
  title     = {RAG Document Ingestion Pipeline [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/rag-document-ingestion-pipeline/}
}

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