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RAG infrastructure: vectors and hybrid search v1.0.0

Use this resource to build RAG infrastructure: ingestion, vectors and hybrid search

New

  • 475 downloads
  • 220 likes
  • 154 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install rag-infrastructure-pipeline

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent builds a RAG pipeline: document ingestion, embedding generation, storage in a vector database and hybrid dense and sparse search. The examples cover a local embedding model, a Qdrant connection and splitters suited to code and Markdown. You get a pipeline ready to test.

Mostly picked by

Updated November 2, 2026

Card for the “RAG infrastructure: vectors and hybrid search” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: embedding pipeline and collection creation
  • SKILL.md: chunking strategies and hybrid search

Good fit for

  • You want to query your internal documents with an LLM
  • You are choosing between local embeddings and a paid API

Not for

    Tags

    • rag
    • qdrant
    • embeddings

    About

    You say

    “Set up an ingestion pipeline from our PDFs into Qdrant, with hybrid search.”

    Card for the “RAG infrastructure: vectors and hybrid search” skill

    Skill published by sickn33 under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to build RAG infrastructure: ingestion, vectors and hybrid search
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md9.8 KB

    Origin and licence

    Listed unmodified

    Author
    sickn33
    Source
    github.com/sickn33/agentic-awesome-skills/tree/e9809578fd426a284af017c5db99f8eb6628e6ca/skills/rag-infrastructure
    Licence
    MIT

    Notice

    « rag-infrastructure » (sickn33, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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