autocomplete-engine

# Autocomplete Engine Skill ## Overview The Autocomplete Engine skill provides specialized capabilities for configuring, optimizing, and maintaining search autocomplete and type-ahead suggestion systems within knowledge management platforms. This skill enables intelligent, responsive search suggestions that improve user experience and reduce time-to-knowledge. ## Capabilities ### Suggestion Index Configuration - Design and configure suggestion index structures - Set up index mappings for autocomplete data - Configure index refresh and update strategies - Implement index sharding for performance ### Query Log Analysis - Analyze search query logs for suggestion mining - Identify popular and trending queries - Detect query patterns and variations - Extract actionable insights from search behavior ### Popular Query Mining - Extract frequently searched terms and phrases - Identify emerging search trends - Build suggestion pools from historical data - Prioritize suggestions based on usage patterns ### Personalized Suggestions - Implement user-based personalization - Configure role-based suggestion filtering - Design context-aware suggestion systems - Enable recent search integration ### Category-aware Suggestions - Configure category facets in suggestions - Implement content-type filtering - Design hierarchical suggestion structures - Enable scoped search suggestions ### Typo Tolerance Configuration - Configure fuzzy matching algorithms - Set up Levenshtein distance thresh...