Search Engine Setup

Overview

This skill helps AI agents implement production-quality search in applications. It covers index design with custom analyzers, database-to-index sync pipelines, search APIs with faceting and highlights, autocomplete, and relevance tuning based on real query data.

Instructions

Index Design (Elasticsearch)

1. Map source database columns to Elasticsearch field types:

   • Text columns users search → text with custom analyzer
   • Enum/category columns for filtering → keyword
   • Numeric columns for range filters → integer, float
   • Boolean flags → boolean
   • Dates → date
   • Fields for autocomplete → completion

2. Custom analyzer template for product/content search: