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

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@jmaglyjmagly@jmagly
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aiwg
229200 skills199 agents26 commands

Claude Code

$ npx -y skills add jmagly/aiwg --skill dataset-capability-recommend --agent claude-code

SKILL.md

dataset-capability-recommend.SKILL.md
namespace: aiwg
name: dataset-capability-recommend
description: Recommend an independently composable dataset capability profile with plain-language rationale and safe defaults.
version: 1.0.0
platforms: [all]
aliases: [indexing recommendation, dataset profile, retrieval plan]
triggers: [how should I index this, make it searchable with provenance, add traceability, choose vector or graph, recommend dataset capabilities]

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`.

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Repo: jmagly/aiwg

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Reusable project context and specialist workflows for the AI tools you already use. Plan software, coordinate specialist reviews, prepare campaigns, investigate incidents, organize research, curate media, and maintain operational knowledge.

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Questions about dataset-capability-recommend.

Which coding agents can use dataset-capability-recommend?
dataset-capability-recommend installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.