{
  "markdown": "# OpenSearch Agent Skills\n\nA collection of [Agent Skills](https://agentskills.io/specification) 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.\n\n---\n\n## Available Skills\n\nSkills are organized in a tree — install the whole collection or pick individual skills.\n\n| Category | Skill | Description |\n|----------|-------|-------------|\n| **Search** | [opensearch-launchpad](skills/opensearch-skills/search/opensearch-launchpad/) | Build search apps from scratch — BM25, semantic, hybrid, agentic search |\n| **Observability** | [log-analytics](skills/opensearch-skills/observability/log-analytics/) | Query and analyze logs with PPL — error patterns, anomaly detection |\n| **Observability** | [trace-analytics](skills/opensearch-skills/observability/trace-analytics/) | Investigate distributed traces — slow spans, service maps, agent invocations |\n| **Cloud** | [aws-setup](skills/opensearch-skills/cloud/aws-setup/) | Deploy to Amazon OpenSearch Service or Serverless |\n| **Cloud** | [managed-ingestion-service](skills/opensearch-skills/cloud/managed-ingestion-service/) | Ingest chunks at scale via OSIS pipelines with ASE |\n| **Cloud** | [aiven-setup](skills/opensearch-skills/cloud/aiven-setup/) | Deploy to Aiven for OpenSearch (managed, multi-cloud) |\n\n> More skills coming soon — contributions welcome! See [DEVELOPER_GUIDE.md](DEVELOPER_GUIDE.md).\n\n---\n\n## Install\n\nInstall using [`npx skills`](https://agentskills.io):\n\n```bash\n# Install all skills\nnpx skills add opensearch-project/opensearch-agent-skills\n\n# Install a specific skill\nnpx skills add opensearch-project/opensearch-agent-skills@opensearch-launchpad --full-depth\nnpx skills add opensearch-project/opensearch-agent-skills@log-analytics --full-depth\nnpx skills add opensearch-project/opensearch-agent-skills@trace-analytics --full-depth\nnpx skills add opensearch-project/opensearch-agent-skills@aws-setup --full-depth\nnpx skills add opensearch-project/opensearch-agent-skills@managed-ingestion-service --full-depth\nnpx skills add opensearch-project/opensearch-agent-skills@aiven-setup --full-depth\n```\n\n### Install options\n\n```bash\n# Install to a specific agent\nnpx skills add opensearch-project/opensearch-agent-skills -a claude-code\n\n# Install globally (available across all projects)\nnpx skills add opensearch-project/opensearch-agent-skills -g\n\n# Install to all detected agents\nnpx skills add opensearch-project/opensearch-agent-skills --all\n\n# List available skills before installing\nnpx skills add opensearch-project/opensearch-agent-skills --list\n```\n\n### Claude Community Marketplace (Claude Code)\n\n```bash\n# Add the community marketplace (one-time setup)\n/plugin marketplace add anthropics/claude-plugins-community\n\n# Install the plugin\n/plugin install opensearch-agent-skills@claude-community\n\n# Reload to apply\n/reload-plugins\n```\n\nAfter installing, try:\n\n> *\"I want to build a semantic search app with OpenSearch\"*\n\nYour agent reads the skill instructions and runs the scripts directly — no MCP server required.\n\n---\n\n## Prerequisites\n\n- **Python 3.11+** and [`uv`](https://docs.astral.sh/uv/getting-started/installation/)\n- **Docker** installed and running ([Download Docker](https://docs.docker.com/get-docker/))\n- **For AWS deployment (optional):** AWS credentials configured\n\n---\n\n## Repo Structure\n\n```\nskills/\n  opensearch-skills/                  # Top-level meta-skill\n    SKILL.md                          # Routes to category skills\n    cli-reference.md                  # Shared CLI command reference\n    scripts/                          # Shared scripts, UI, sample data\n    search/                           # Category: Search\n      SKILL.md\n      opensearch-launchpad/           # Search app builder\n        SKILL.md\n        *.md                          # Model guides, evaluation, strategies\n    observability/                    # Category: Observability\n      SKILL.md\n      log-analytics/                  # Log querying & analysis\n        SKILL.md\n        log-analytics.md\n        ppl-reference.md\n      trace-analytics/                # Distributed trace investigation\n        SKILL.md\n        traces.md\n        ppl-reference.md\n    ingest/                           # Category: Ingest\n      SKILL.md\n      document-processing/            # Local document processing (Docling)\n        SKILL.md\n        document_processing_guide.md\n    cloud/                            # Category: Cloud deployment\n      SKILL.md\n      aws-setup/                      # AWS provisioning & deployment\n        SKILL.md\n        aos/                          # Amazon OpenSearch Service guides\n        aoss/                         # Amazon OpenSearch Serverless guides\n        reference.md\n      managed-ingestion-service/      # Cloud-scale ingestion via OSIS\n        SKILL.md\n        iam-setup.md\n      aiven-setup/                    # Aiven provisioning & deployment\n        SKILL.md\n        aiven-01-provision.md         # Provision the managed service\n        aiven-02-deploy-search.md     # Deploy the search configuration\n        reference.md\ntests/                                # pytest test suite\n```\n\n---\n\n## Contributing\n\nWe welcome new skills and improvements! See the [Developer Guide](DEVELOPER_GUIDE.md) for instructions on creating skills, conventions, testing, and the contribution process.\n\n---\n\n## License\n\nThis project is licensed under the Apache License, Version 2.0. See [LICENSE.txt](LICENSE.txt) for details.\n",
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