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Get Started Free →majiayu000/build-your-rag-skill
Create your RAG skill in one prompt, then learn to improve it throughout the chapter
Passed 21 of 23 test cases with the skill, and 5 of 23 without it.
and 25 more in the full report
16 fixed5 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 16 test cases the skill fixed. Same model, same prompt, with and without the skill.
What is the primary action title of Step 2 in configuring the new skill?
| Checked | Without skill | With skill |
|---|---|---|
| Step 2 is titled Create Your Skill. | Missed | Passed |
The instructions your model reads when the skill loads.
Before learning RAG (Retrieval-Augmented Generation)—the architecture that gives AI agents access to your private data—you will own a RAG skill.
cd claude-code-skills-lab
claude
Copy and paste this prompt:
Using your skill creator skill create a new skill for RAG (Retrieval-Augmented
Generation) systems. I will use it to build production RAG pipelines with
LangChain and Qdrant vector database - from simple semantic search to advanced
patterns like HyDE, CRAG, and Agentic RAG. Use context7 skill to study official
LangChain and Qdrant documentation and then build it so no self assumed knowledge.
Claude will:
Your skill appears at .claude/skills/rag-deployment/.
test cases passed, vs 5 / 23 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.