Elasticsearch Search Relevance

Elasticsearch Query Optimization

elastic

Diagnose slow Elasticsearch Query DSL searches and propose measured fixes. Use when a search is slow, profile output shows an expensive clause, exact-match filters sit in scoring context, or leading wildcards dominate latency. Ground every recommendation in search profiling — move non-scoring clauses to filter context, eliminate leading wildcards, and re-profile to confirm improvement.

Elasticsearch Ingest

elastic

Load CSV and JSON files into Elasticsearch indices using the bulk API and explicit mappings when field types matter. Use when batch-importing local files, converting CSV rows or JSON arrays to NDJSON bulk format, or verifying document counts and mappings after ingest — not for Logstash pipelines, Beats, custom scripts, or index-to-index reindex.

Elasticsearch Index Design

elastic

根据访问模式设计和审查 Elasticsearch 索引映射，涵盖字段类型、多字段和分片设置。

Kibana Dashboards

elastic

Create and manage Kibana Dashboards and Lens visualizations. Use when you need to define dashboards and visualizations declaratively, version control them, or automate their deployment.

Kibana Anomaly Detection

elastic

用于调查、解释、排查和配置 Elastic ML 异常检测作业。

Elasticsearch Cluster Health

elastic

对非绿色 Elasticsearch 集群进行只读排查，指出最可能的原因与修复建议。