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Build search applications with semantic, hybrid, and neural sparse strategies on OpenSearch, analyze observability data with log analytics and traces, and migrate Solr collections to OpenSearch—all deployable to AWS.
npx claudepluginhub opensearch-project/opensearch-agent-skillsBuild 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.
Expert in migrating Apache Solr collections to OpenSearch indexes. Translates Solr XML/JSON schemas to OpenSearch mappings and converts Solr syntax (Standard, DisMax, eDisMax) into OpenSearch DSL. Provides sizing for nodes, shards, and JVM heap. Provides guidance auf authentication migration from Solr to OpenSearch. Uses the AWS Knowledge MCP Server for accurate, up-to-date OpenSearch and AWS service information.
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Claude Code skill pack for Glean (24 skills)
Query and investigate traces, logs, and metrics from an OpenSearch-based observability stack using PPL and PromQL
Editorial "Observability & Monitoring" bundle for Claude Code from Antigravity Awesome Skills.
Elasticsearch and Kibana REST API expertise for querying, indexing, managing indices, cluster health, aggregations, ES|QL, and dashboard deployment
Google Cloud Observability MCP for logs, metrics, and traces with best practices skill.
Skills, agents, and workflows for Honeycomb observability — query patterns, production investigations, SLOs, OpenTelemetry instrumentation, and Beeline migration. Designed to complement the Honeycomb MCP server.
Query and investigate traces, logs, and metrics from an OpenSearch-based observability stack using PPL and PromQL
A collection of Agent Skills for building search applications and analyzing observability data with OpenSearch. Works with Claude Code, Cursor, Kiro, and any agent that supports the Agent Skills standard.
Skills are organized in a tree — install the whole collection or pick individual skills.
| Category | Skill | Description |
|---|---|---|
| Search | opensearch-launchpad | Build search apps from scratch — BM25, semantic, hybrid, agentic search |
| Observability | log-analytics | Query and analyze logs with PPL — error patterns, anomaly detection |
| Observability | trace-analytics | Investigate distributed traces — slow spans, service maps, agent invocations |
| Cloud | aws-setup | Deploy to Amazon OpenSearch Service or Serverless |
| Migration | solr-opensearch-migration-advisor | Migration companion for Apache Solr → OpenSearch — translate schemas, Standard/DisMax/eDisMax queries, and plan cluster sizing. Mirrored from opensearch-migrations |
More skills coming soon — contributions welcome! See DEVELOPER_GUIDE.md.
Install using npx skills:
# Install all skills
npx skills add opensearch-project/opensearch-agent-skills
# Install a specific skill
npx skills add opensearch-project/opensearch-agent-skills@opensearch-launchpad --full-depth
npx skills add opensearch-project/opensearch-agent-skills@log-analytics --full-depth
npx skills add opensearch-project/opensearch-agent-skills@trace-analytics --full-depth
npx skills add opensearch-project/opensearch-agent-skills@aws-setup --full-depth
npx skills add opensearch-project/opensearch-agent-skills@solr-opensearch-migration-advisor --full-depth
# Install to a specific agent
npx skills add opensearch-project/opensearch-agent-skills -a claude-code
# Install globally (available across all projects)
npx skills add opensearch-project/opensearch-agent-skills -g
# Install to all detected agents
npx skills add opensearch-project/opensearch-agent-skills --all
# List available skills before installing
npx skills add opensearch-project/opensearch-agent-skills --list
# Add the community marketplace (one-time setup)
/plugin marketplace add anthropics/claude-plugins-community
# Install the plugin
/plugin install opensearch-agent-skills@claude-community
# Reload to apply
/reload-plugins
After installing, try:
"I want to build a semantic search app with OpenSearch"
Your agent reads the skill instructions and runs the scripts directly — no MCP server required.
uvskills/
opensearch-skills/ # Top-level meta-skill
SKILL.md # Routes to category skills
cli-reference.md # Shared CLI command reference
scripts/ # Shared scripts, UI, sample data
search/ # Category: Search
SKILL.md
opensearch-launchpad/ # Search app builder
SKILL.md
*.md # Model guides, evaluation, strategies
observability/ # Category: Observability
SKILL.md
log-analytics/ # Log querying & analysis
SKILL.md
log-analytics.md
ppl-reference.md
trace-analytics/ # Distributed trace investigation
SKILL.md
traces.md
ppl-reference.md
cloud/ # Category: Cloud deployment
SKILL.md
aws-setup/ # AWS provisioning & deployment
SKILL.md
aos/ # Amazon OpenSearch Service guides
aoss/ # Amazon OpenSearch Serverless guides
reference.md
tests/ # pytest test suite
We welcome new skills and improvements! See the Developer Guide for instructions on creating skills, conventions, testing, and the contribution process.