Name: Observability
Author: opensearch-project

aoss-nextgen-provisioning.md

from "opensearch-project/opensearch-agent-skills"

Use when provisioning or deprovisioning OpenSearch Serverless collections, creating collection groups, setting up AOSS NextGen, or tearing down AOSS resources

2026-05-2820

aws-setup.md

from "opensearch-project/opensearch-agent-skills"

Deploy OpenSearch search applications to Amazon OpenSearch Service or Amazon OpenSearch Serverless. Use this skill when the user wants to provision an OpenSearch domain or serverless collection on AWS, deploy search configurations to AWS, set up Bedrock connectors, configure IAM roles for OpenSearch, migrate a local search setup to AWS, or manage Amazon OpenSearch infrastructure. Activate even if the user says AOS, AOSS, OpenSearch Service, serverless collection, Bedrock connector, SigV4, or AWS deployment without mentioning search.

2026-05-2820

cloud.md

from "opensearch-project/opensearch-agent-skills"

Deploy OpenSearch search applications to AWS. Use this skill when the user wants to provision an OpenSearch domain or serverless collection on AWS, deploy search configurations, set up Bedrock connectors, configure IAM roles for OpenSearch, or migrate a local setup to Amazon OpenSearch Service or Serverless. Activate even if the user says AOS, AOSS, OpenSearch Service, serverless collection, Bedrock connector, SigV4, or AWS deployment.

2026-05-2820

opensearch-skills.md

from "opensearch-project/opensearch-agent-skills"

Build search applications and query log analytics data with OpenSearch. Use this skill when the user mentions OpenSearch, search app, index setup, search architecture, semantic search, vector search, hybrid search, BM25, dense vector, sparse vector, agentic search, RAG, embeddings, KNN, PDF ingestion, document processing, or any related search topic. Also use for log analytics and observability — when the user wants to set up log ingestion, query logs with PPL, analyze error patterns, set up index lifecycle policies, investigate traces, or check stack health. Activate even if the user says log analysis, Fluent Bit, Fluentd, Logstash, syslog, traceId, OpenTelemetry, or log analytics without mentioning OpenSearch.

2026-05-2820

log-analytics.md

from "opensearch-project/opensearch-agent-skills"

Analyze logs in OpenSearch using PPL and Query DSL. Use this skill when the user wants to query logs, analyze error patterns, discover log patterns, check error rates, perform anomaly detection on logs, or investigate application issues through log data. Activate even if the user says log analysis, Fluent Bit, Fluentd, Logstash, syslog, PPL, error rate, anomaly detection, log patterns, or log analytics without mentioning OpenSearch.

2026-05-1920

trace-analytics.md

from "opensearch-project/opensearch-agent-skills"

Investigate distributed traces and spans in OpenSearch. Use this skill when the user wants to analyze traces, investigate slow spans, find error spans, track agent invocations, measure token usage, reconstruct trace trees, query service maps, or debug distributed systems through trace data. Activate even if the user says traceId, spanId, OpenTelemetry, OTel, distributed tracing, latency, span duration, service map, or trace investigation without mentioning OpenSearch.

2026-05-1920

name	observability
description	Analyze logs and investigate traces in OpenSearch. Use this skill when the user wants to query logs with PPL, analyze error patterns, discover log patterns, investigate traces, check stack health, or perform any observability task. Activate even if the user says log analysis, Fluent Bit, Fluentd, Logstash, syslog, traceId, OpenTelemetry, PPL, span, latency, error rate, anomaly detection, or log analytics without mentioning OpenSearch.
compatibility	Requires a running OpenSearch cluster. PPL queries require the SQL plugin (built-in).
metadata	{"author":"opensearch-project","version":"2.0"}

Skill	Description
log-analytics	Query and analyze log data — error patterns, log volume, anomaly detection, PPL queries
trace-analytics	Investigate distributed traces — slow spans, error spans, service maps, agent invocations

User Intent	Skill
Query logs, analyze errors, discover patterns, check log volume	log-analytics
Investigate traces, debug spans, analyze latency, service dependencies	trace-analytics
Both logs and traces (e.g., correlate errors with spans)	Start with the primary intent, cross-reference using `traceId`

name	observability
description	Analyze logs and investigate traces in OpenSearch. Use this skill when the user wants to query logs with PPL, analyze error patterns, discover log patterns, investigate traces, check stack health, or perform any observability task. Activate even if the user says log analysis, Fluent Bit, Fluentd, Logstash, syslog, traceId, OpenTelemetry, PPL, span, latency, error rate, anomaly detection, or log analytics without mentioning OpenSearch.
compatibility	Requires a running OpenSearch cluster. PPL queries require the SQL plugin (built-in).
metadata	{"author":"opensearch-project","version":"2.0"}

Skill	Description
log-analytics	Query and analyze log data — error patterns, log volume, anomaly detection, PPL queries
trace-analytics	Investigate distributed traces — slow spans, error spans, service maps, agent invocations

observability

Observability

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When to Use

Observability

Skills

When to Use

observability

Observability

Skills

When to Use

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Observability

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When to Use

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