opensearch-project/opensearch-agent-skills/ingest

Claude Code and agent skill by opensearch-project/opensearch-agent-skills

Trust tier 2
  • community
LLM review pending
Source check pending

Checking that the SKILL.md file is still in the repository.

Process unstructured documents into search-ready chunks. Use this skill when the user wants to process PDFs or unstructured documents into JSONL chunks using Docling. Activate even if the user says document processing, chunking, Docling, PDF processing, or chunk quality evaluation. For cloud-scale ingestion via OSIS pipelines, see cloud/managed-ingestion-service.

Install

npx vskill@latest install opensearch-project/opensearch-agent-skills/ingest

SKILL.md

Ingest

Category skill for local document processing — turning unstructured files into search-ready JSONL chunks.

Skills

SkillDescription
document-processingProcess PDF/DOCX/PPTX into JSONL chunks via Docling (local, no AWS needed)

Not Covered

This skill covers local document processing only (PDF/DOCX → JSONL chunks). It does NOT cover:

  • Cloud-scale ingestion via OSIS pipelines → see managed-ingestion-service
  • Structured bulk-indexing (_bulk API)
  • OpenSearch _ingest processor pipelines (grok, date, set, script)
  • Log/metric shipping (Fluent Bit, Data Prepper, Logstash)

When to Use

Read document-processing/SKILL.md when:

  • User has PDFs/documents and needs JSONL chunks
  • User wants to evaluate chunk quality before ingestion
  • User mentions Docling, document processing, chunking

For cloud ingestion (JSONL → OSIS → OpenSearch index), see cloud/managed-ingestion-service.

Security

  • Security scanPassed, 100 of 100Pattern checks on the skill's files.
  • Model reviewNot runA model review is scheduled for the next rescan.

See the full security report

Quality evaluation

  • Task evaluationNot runNo evaluation yet. Run one in Skill Studio.

See evaluation results

Source

Popularity

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Works with

Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.

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