autocomplete-engine
Search autocomplete and type-ahead suggestion optimization for knowledge bases
Profile →npx skills add a5c-ai/babysitter --skill autocomplete-engine --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# 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 ###
- Overview
- Capabilities
- Suggestion Index Configuration
- Query Log Analysis
- Popular Query Mining
- Personalized Suggestions
- Category-aware Suggestions
- Typo Tolerance Configuration
- Multi-language Support
- Suggestion Ranking Algorithms
- Real-time Suggestion Updates
- Dependencies
- Process Integration
- Usage
What does the autocomplete-engine skill do?
Search autocomplete and type-ahead suggestion optimization for knowledge bases
How do I install it?
Run `npx skills add a5c-ai/babysitter --skill autocomplete-engine --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From a5c-ai/babysitter, a repository with 1,642 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.