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Deploy a modular RAG server over MCP v1.0.0

Use this resource to deploy and customize a RAG system exposed over MCP

New

  • 319 downloads
  • 126 likes
  • 199 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install modular-rag-pipeline-setup

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 installs the RAG server, configures API keys and the environment, then adapts the ingestion steps (PDF to Markdown, chunking, embeddings) and hybrid search, combining dense and sparse vectors. It runs in VS Code with Copilot or in Claude Desktop.

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Updated November 2, 2026

Card for the “Deploy a modular RAG server over MCP” skill

Details

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

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What you get

  • SKILL.md : prerequisites, quick setup and manual setup
  • SKILL.md : environment variables and pipeline configuration

Good fit for

  • You want to query your internal PDFs from Claude Desktop
  • You test a RAG pipeline before putting it in production

Not for

    Tags

    • rag
    • pdf
    • hybrid search
    • embeddings

    About

    You say

    “Ingest my contract PDFs into the RAG server and run a search on termination notice periods.”

    Card for the “Deploy a modular RAG server over MCP” skill

    Skill published by reason-machines 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 deploy and customize a RAG system exposed over MCP
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE0 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md17.4 KB

    Origin and licence

    Listed unmodified

    Author
    reason-machines
    Source
    github.com/reason-machines/mcp-skills/tree/8b5d6f4b8c9ec7285afe142d0f424d595a74c472/skills/modular-rag-mcp-server
    Licence
    MIT

    Notice

    « modular-rag-mcp-server » (reason-machines, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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