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ingest vs discussion

ingest and discussion are both search and web skills. discussion scores higher (84 vs 68 out of 100). discussion has more GitHub stars (5.9k), and ingest was updated more recently (3 days ago). The table compares them side by side.

ingestdiscussion
Score68 / 10084 / 100
What it doesProcess 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.Runs structured multi-agent discussions for open-ended typia topics. Use only when the user explicitly asks for Discussion or a team debate with transcripts and conclusions; do not use for Self-Review, a solo or multi-agent review, research review, or issue discovery.
PublisherCommunity: opensearch-projectCommunity: samchon
GradesMaintenance A, Licence A, Quality BMaintenance A, Licence A, Quality A
npm downloads a weekNot on npmNot on npm
RunsSkillSkill
Works withClaude Code, Claude appsClaude Code, Claude apps
GitHub stars605,944
Last commit20 Oct 202615 Oct 2026
LicenceApache-2.0MIT
Listed since20 Oct 202620 Oct 2026
Install ingestInstall discussion

Questions

Is ingest or discussion more popular?

discussion has more GitHub stars: 5,944.

Can I use ingest and discussion together?

Yes. AI assistants can load several skills at once. Install both and the assistant picks the right one for each task.