SuperAPI AI Directory

knowledge-base-builder

Data & analytics

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Updated 10-16 04:06

About this skill

Knowledge Base Builder

Overview

This skill creates searchable knowledge bases from document collections using SQLite FTS5 full-text search indexing. It handles PDF extraction, text chunking, metadata cataloging, and search interface creation.

Quick Start

import sqlite3

conn = sqlite3.connect("knowledge.db", timeout=30)
cursor = conn.cursor()

# Create FTS5 search table
cursor.execute('''
    CREATE VIRTUAL TABLE IF NOT EXISTS search_index
    USING fts5(content, filename)
''')
Add content

cursor.execute('INSERT INTO search_index VALUES (?, ?)', ("Sample document text...", "doc.pdf"))

Search

cursor.execute("SELECT * FROM search_index WHERE search_index MATCH 'sample'") print(cursor.fetchall())


## When to Use

- Building searchable technical standards libraries
- Creating research paper databases
- Indexing corporate document repositories
- Setting up knowledge management systems
- Converting file-based document collections to queryable databases

## Architecture

Document Collection | v +------------------+ | 1. Inventory | Scan files, extract metadata +--------+---------+ v +------------------+ | 2. Extract | PDF -> text, chunk by pages +--------+---------+ v +------------------+ | 3. Index | SQLite FTS5 full-text search +--------+---------+ v +------------------+ | 4. Search CLI | Query interface with filtering +------------------+


## Implementation Steps

See [references/implementation.md](references/implementation.md) for detailed code for each step (schema creation, document inventory, PDF extraction, search interface, CLI template, and usage examples).

## Related Skills

- `semantic-search-setup` - Add vector embeddings for AI search
- `rag-system-builder` - Build AI Q&A on top of knowledge base
- `pdf/text-extractor` - Detailed PDF extraction options

## Version History

- **1.1.0** (2026-01-02): Added Quick Start, Execution Checklist, Error Handling, Metrics sections; updated frontmatter with version, category, related_skills
- **1.0.0** (2024-10-15): Initial release with SQLite FTS5 full-text search, PDF extraction, CLI

## Sub-Skills

- [Execution Checklist](execution-checklist/SKILL.md)
- [Error Handling](error-handling/SKILL.md)
- [Metrics](metrics/SKILL.md)
- [Best Practices](best-practices/SKILL.md)
- [Dependencies](dependencies/SKILL.md)