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elasticsearch-esql

Use this skill when writing or debugging ES|QL queries for Elasticsearch. Activate when the user asks to query logs, metrics, traces, or any Elasticsearch data using ES|QL syntax.

88

1.20x
Quality

84%

Does it follow best practices?

Impact

94%

1.20x

Average score across 3 eval scenarios

SecuritybySnyk

Passed

No known issues

SKILL.md
Quality
Evals
Security

Evaluation results

92%

10%

Error Rate Trending Dashboard Query

Time-bucketed error aggregation query

Criteria
Without context
With context

Time range filter

100%

100%

BUCKET for time grouping

100%

100%

STATS BY pattern

100%

100%

ERROR level filter

100%

100%

KEEP column selection

100%

100%

SORT ordering

100%

100%

LIMIT present

0%

0%

FROM correct index

100%

100%

elastic CLI usage

0%

100%

Query in separate file

100%

100%

92%

15%

Structured Metrics Extraction from Raw Access Logs

DISSECT/GROK parsing with EVAL and RENAME

Criteria
Without context
With context

DISSECT or GROK used

100%

100%

EVAL for computed column

100%

100%

RENAME for column aliases

0%

33%

KEEP column selection

100%

100%

Time range filter

100%

100%

Size filter

90%

100%

SORT by size descending

100%

100%

LIMIT present

100%

100%

elastic CLI in run.sh

0%

100%

FROM correct index

100%

100%

100%

23%

Service Latency SLA Report

Percentile latency SLA report with COUNT_DISTINCT

Criteria
Without context
With context

PERCENTILE p50

100%

100%

PERCENTILE p95

100%

100%

PERCENTILE p99

100%

100%

COUNT_DISTINCT for dedup detection

58%

100%

STATS BY service

100%

100%

Time range filter

100%

100%

SORT by p99 DESC

100%

100%

DROP or KEEP for clean output

0%

100%

LIMIT present

100%

100%

elastic CLI in run.sh

0%

100%

AVG included

100%

100%

Repository
elastic/elastic-ramen
Evaluated
Agent
Claude Code
Model
Claude Sonnet 4.6

Table of Contents

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