elasticsearch_query_tuning_refined - Elasticsearch Two-Phase Query Optimization
Optimize Elasticsearch keyword queries through two-phase tuning with parameter validation and keyword normalization
Tags
Updated: 2026-03-22Capabilities
Typical Inputs
Typical Outputs
What this skill does
- normalize keywords
- validate parameter types
- execute Phase 1 search
- execute Phase 2 search
- calibrate baseline
- execute search strategies
- output JSON result
Inputs
- original keyword
- baseline hit count
- Elasticsearch cluster
Outputs
- hit count for original keyword
- hit count for expanded keyword
- search result evidence
- JSON report
Requirements
- Elasticsearch environment
- search tool access
