Every premium and members-only resource for $9.99/month, as a no-commitment subscription. See the plans

PalateKit

Sign in
Menu

Request a resource

Describe the resource you are missing in one sentence. We will email you when it is published.

0 / 280

A page, a video or an image online.

Unlock PalateKit

Unlock everything

Plan

Paying means accepting our terms of sale.

Secure payment by Stripe. Receipts and invoices sent by email.

Welcome back

Sign in to install, download or save this resource. A free account is enough for free resources.

txtai: lightweight SQLite-backed RAG v1.0.0

Use this resource to build a lightweight, embedded RAG system with txtai

New

  • 483 downloads
  • 131 likes
  • 147 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install embedded-rag-txtai-sqlite

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 creates a txtai embeddings index backed by SQLite, adds hybrid search and metadata filters, then builds a question-answering pipeline or a multi-step workflow. It suits prototypes and edge deployments. You get a full RAG stack in a single Python process.

Mostly picked by

Updated November 2, 2026

Card for the “txtai: lightweight SQLite-backed RAG” skill

Details

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

Similar resources

View all

What you get

  • SKILL.md: installation, embeddings index and hybrid search
  • SKILL.md: SQL metadata filters, saving and loading
  • SKILL.md: RAG pipelines and workflows

Good fit for

  • You are prototyping RAG and do not want to run Postgres and a vector service
  • You target a laptop, a small server or an on-device deployment

Not for

    Tags

    • txtai
    • sqlite
    • rag
    • embeddings

    About

    You say

    “Build a txtai index over my Markdown notes, with a year filter in SQL and an answer drawn from the top three passages.”

    Card for the “txtai: lightweight SQLite-backed RAG” skill

    Skill published by claude-dev-suite 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 a lightweight, embedded RAG system with txtai
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md7.9 KB

    Origin and licence

    Listed unmodified

    Author
    claude-dev-suite
    Source
    github.com/claude-dev-suite/claude-dev-suite/tree/e10ab644ba43abe2abc923399226df4af7337214/skills/rag-frameworks/txtai
    Licence
    MIT

    Notice

    « txtai » (claude-dev-suite, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

    User reviews

    –

    No ratings yet

    Loading reviews…

    Delete your review?

    Your rating and comment will be removed from the page.