# Dataset Capability Recommend

> Recommend an independently composable dataset capability profile with plain-language rationale and safe defaults.

- Skill: `jmagly/dataset-capability-recommend` (Agent Skill)
- Install (CLI): `npx skillmds@latest add jmagly/dataset-capability-recommend`
- Raw SKILL.md: https://api.skillmd.com/api/skills/jmagly/dataset-capability-recommend/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: jmagly (https://skillmd.com/u/jmagly)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/jmagly/dataset-capability-recommend

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# Dataset Capability Recommendation

Consume intake and assessment references. Recommend only capabilities supported
by current negotiation evidence. Compose full-text/vector/hybrid/rerank indexing,
traceability, provenance, graph, and export independently; never force a preset.

For each selection state rationale, assumptions, materialized artifact and its
class, privacy/network/write implications, required versus optional status, and
explicit fallback. Required absence fails closed. Write those decisions to the
governed plan input, then use
`aiwg dataset plan --file <plan-input.json> --json` to create the candidate
plan and hand its immutable reference to `dataset-plan-review`.