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knowledge-base

Store and search personal knowledge snippets in a SQLite FTS5 database.

36|2|Updated Feb 9, 2026
Search Tags:#search#knowledge base#sqlite#organization#notes#local storage
One-click install
npx skills add https://github.com/malue-ai/dazee-small --skill knowledge-base-malue-ai
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: knowledge-base
Source: https://github.com/malue-ai/dazee-small/tree/main/instances/xiaodazi/skills/knowledge-base
Command: npx skills add https://github.com/malue-ai/dazee-small --skill knowledge-base-malue-ai

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires sqlite-utils, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill addresses the challenge of losing valuable information by providing a robust, local system for saving, organizing, and retrieving personal knowledge snippets.

Core Features & Use Cases

  • Local Storage: All knowledge is stored in a local SQLite database, ensuring data privacy and ownership.
  • Full-Text Search: Leverages SQLite FTS5 for fast and accurate searching of titles, content, and tags.
  • Tagging and Organization: Allows users to add and search by tags for better organization.
  • Source Tracking: Records the source (URL or file) of the knowledge snippet.
  • Use Case: Save interesting facts, research findings, or solutions to problems encountered during development, and easily retrieve them later using keywords or tags.

Quick Start

Save the following information about Python decorators into your knowledge base.

Frequently Asked Questions about knowledge-base

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I store and search personal notes locally using SQLite?▼

You can store and search personal notes locally using SQLite by saving information snippets into a local database that uses FTS5 for fast full-text retrieval of titles, content, and tags.

How does full-text search work for a local knowledge base?▼

Full-text search for a local knowledge base works by leveraging SQLite FTS5 to efficiently index and query titles, content, and tags, allowing you to quickly retrieve saved information snippets by keywords.

Do I need sqlite-utils to organize local notes and tags?▼

Yes, you need sqlite-utils to handle the database operations for organizing local notes, as it manages the SQLite database setup required for saving and searching entries by tags.

Can I track the source URL when saving information to a local knowledge vault?▼

You can track the source URL or file when saving information to a local knowledge vault, as the database schema records the origin of each knowledge snippet alongside its content and tags.

What is the best way to retrieve research findings stored in a local database?▼

The best way to retrieve research findings stored in a local database is by querying the SQLite FTS5 index using specific keywords or browsing saved entries by their assigned category and tags.

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