Analytics Skills
Skill 48 of 132
Guides migration, provisioning, search, log-analytics, trace-analytics, and Agentic AI Assistant workflows for Amazon OpenSearch Service and Serverless across six capabilities…
5 minutes · 1,021 words · 6 sections
Install
npx skills add aws/agent-toolkit-for-aws --skill amazon-opensearch-servicenpx skills add aws/agent-toolkit-for-aws/plugin marketplace add aws/agent-toolkit-for-awsThe first command installs just this skill, by the name in its SKILL.md; the second installs the whole repository.
This skill answers anything about Amazon OpenSearch Service or Serverless across six capabilities. Step 0 below routes the question to ONE capability and points at that capability’s entry-point reference. Everything else — when to dispatch, sub-references, capability-specific facts, cross-capability links — lives in the entry-point reference for that capability.
AWS MCP server is recommended, not required. Capability references show standard AWS CLI commands as the primary syntax (e.g.,
aws opensearch describe-domain,aws opensearchserverless create-collection). Where the AWS MCP server is available, itscall_awstool offers a streamlined alternative — but every operation in this skill MUST work via the AWS CLI alone. Data-plane HTTP calls against AOS / AOSS useawscurlfor SigV4-signed requests; this works in both contexts.
Pick one of the six capabilities below. State the detected capability in your first sentence (e.g., “Detected capability: SEARCH — semantic search setup with Bedrock embeddings.”). Then load the entry-point reference; that file describes when to dispatch, indexes the rest of the capability’s files, and routes you to the next step.
| Capability | Entry-point reference |
|---|---|
| migration — Solr / Elasticsearch / self-managed OpenSearch into AOS or AOSS. Schema/query translation, sizing, cutover. | references/assessment-workflow.md (opens in a new tab) |
| provisioning — Provisioning and managing AOS domains and AOSS collections. Lifecycle, upgrades, storage tiers, FGAC, monitoring. | references/provisioning-reference.md (opens in a new tab) |
| search — Vector / semantic / hybrid / sparse / dense / RAG retrieval. Bedrock connectors, FAISS HNSW vs Lucene. | references/search-semantic-search-guide.md (opens in a new tab) |
| log-analytics — Log search, observability, PPL, OSI ingestion, anomaly detection, OpenSearch Dashboards. Splunk/Datadog/ELK alternatives. | references/log-analytics-guide.md (opens in a new tab) |
| trace-analytics — Distributed traces with OpenTelemetry. Span queries, service maps, Data Prepper. | references/trace-analytics-trace-queries.md (opens in a new tab) |
| ai-assistant — Agentic AI Assistant: auto-discovers indices, generates optimized PPL/DSL queries, summarizes results, and investigates incidents end-to-end. No manual query crafting needed. | references/ai-assistant.md (opens in a new tab) |
If a prompt spans capabilities (e.g., “migrate from Solr AND set up RAG on the new domain”), pick the dominant capability for the response and close with a one-line handoff to the other capability’s entry-point ref.
These rules apply to every response, regardless of capability. Capability-specific rules (sizing math, shape detection, Migration Assistant for Amazon OpenSearch Service capability matrix, k-NN engine selection) live in the entry-point references, not here.
> Generated: <ISO 8601 timestamp> | Skill: amazon-opensearch-service v<N>. Get the time by calling the current_time tool (returns ISO 8601 in UTC). Read the skill version from this file’s frontmatter version: field. For one-line answers (terse FOCUSED_OPERATIONAL replies, anti-pattern refusals) the header is optional; for any multi-section deliverable it is REQUIRED. Place it immediately after the report title and before the first ## heading.$X/month, ~$1,500, or any dollar figure. Route every cost question to https://calculator.aws (opens in a new tab) and stop. If a sub-reference contains dollar figures, treat them as informational context only and do NOT pass them through to the user.references/<other-capability>-<entry>.md (opens in a new tab).”These references are not capability-prefixed because they apply across capabilities. Capability entry-point references load them when relevant; SKILL.md never loads them directly.
references/sizing.md (opens in a new tab) — sizing math, instance family details, OR1 trade-offs, watermarks, JVM heap rules.references/vector-knn.md (opens in a new tab) — k-NN engines, memory math, RAG ingestion patterns, ELSER alternatives.references/observability.md (opens in a new tab) — log analytics patterns, ISM, UltraWarm/Cold tiering, Splunk/Datadog migration playbooks.references/security.md (opens in a new tab) — FGAC, encryption, VPC patterns, audit logs, compliance posture.references/personas.md (opens in a new tab) — communication style per persona.references/assessment-gotchas.md (opens in a new tab) — production gotcha catalog (cite by number in Migration specifics or Risks/blockers tables; each gotcha carries a Category: tag that determines its lane).references/assessment-knowledge-retrieval.md (opens in a new tab) — topic → tool → URL recipe for batched verification.Assets (assets/): report templates for FULL_ASSESSMENT renderings (Solr-source, ES-source, executive summary).
big5 workload + your own judgment list.This skill can be loaded two ways, and they resolve the skill’s own bundled files from different places. Determine how the skill was loaded before reading a reference or running a script:
retrieve_skill tool: The skill is not
installed on the local filesystem. You MUST fetch each reference or script
via retrieve_skill with the file parameter (e.g.
file="references/architecture.md" or file="scripts/deploy.py"), and
run the script from the returned content. Do NOT file_read these paths
locally — they do not exist on disk..kiro/skills/your-skill/ or
~/.claude/skills/your-skill/): Read and run files from the local skill
directory using relative paths.This distinction applies only to the skill’s own packaged files. User data and
session artifacts are always read from and written to the user’s working
directory. Never fetch or write customer data through retrieve_skill.
Guides migration, provisioning, search, log-analytics, trace-analytics, and Agentic AI Assistant workflows for Amazon OpenSearch Service and Serverless across six capabilities — migration (Solr/ES/self-managed into AOS/AOSS, schema/query translation, sizing, cutover); provisioning (domain + AOSS lifecycle, upgrades, FGAC, monitoring); search (vector / semantic / hybrid / RAG with Bedrock); log-analytics (PPL, OSI, anomaly detection, Dashboards); trace-analytics (OTel spans, service maps, Data Prepper); ai-assistant (natural language data exploration, incident investigation, root cause analysis). Triggers on OpenSearch, AOS, AOSS, Elasticsearch, Solr, vector/k-NN/semantic/hybrid search, RAG, log analytics, PPL, trace analytics, ISM, FAISS, HNSW, Migration Assistant, UltraWarm, OR1, query my data, analyze logs, investigate errors, root cause analysis.
The verbatim description from this skill’s front matter — the string an agent matches on to decide whether to load it.
skills/specialized-skills/analytics-skills/amazon-opensearch-service/SKILL.mdmain, last pushed 24 September 2026.SKILL.md, not by matching a directory convention. 20 distinct layouts observed: plugins/aws-agents-for-devsecops/skills/*/SKILL.md, plugins/aws-agents/skills/*/SKILL.md, plugins/aws-core/skills/*/SKILL.md, skills/core-skills/*/SKILL.md, skills/specialized-skills/analytics-skills/*/SKILL.md, skills/specialized-skills/aws-marketplace-skills/*/SKILL.md, skills/specialized-skills/database-skills/*/SKILL.md, skills/specialized-skills/ec2-skills/*/SKILL.md, skills/specialized-skills/end-user-computing-skills/*/SKILL.md, skills/specialized-skills/messaging-and-streaming-skills/*/SKILL.md, skills/specialized-skills/migration-and-modernization-skills/*/SKILL.md, skills/specialized-skills/networking-and-content-delivery-skills/*/SKILL.md, skills/specialized-skills/operations-skills/*/SKILL.md, skills/specialized-skills/quantum-computing-skills/*/SKILL.md, skills/specialized-skills/resilience-skills/*/SKILL.md, skills/specialized-skills/security-and-identity-skills/*/SKILL.md, skills/specialized-skills/serverless-skills/*/SKILL.md, skills/specialized-skills/storage-skills/*/SKILL.md, skills/specialized-skills/system-table-skills/*/SKILL.md, skills/specialized-skills/web-and-mobile-development/*/SKILL.md.h1 and no skipped levels:.claude-plugin/marketplace.json by Amazon Web Services, declaring 4 plugins. It is read for editorial metadata only — never as the skill index, which is always the repository tree./aws/agent-toolkit-for-aws.md, and each skill at its own .md URL.58 files · 517 KB
Everything this skill ships beside its prose. All of it is set here, as subchapters of skill 48.
Documentation the agent loads on demand, rather than up front.
Templates, schemas and fixtures the skill draws on.