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/dataset-plan-review

Review an immutable dataset plan, impacts, capability degradation, and approval requirements before execution.

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aiwg
229200 skills199 agents26 commands

Claude Code

$ npx -y skills add jmagly/aiwg --skill dataset-plan-review --agent claude-code

SKILL.md

dataset-plan-review.SKILL.md
namespace: aiwg
name: dataset-plan-review
description: Review an immutable dataset plan, impacts, capability degradation, and approval requirements before execution.
version: 1.0.0
platforms: [all]
aliases: [dataset approval, ingest plan review, review indexing plan]
triggers: [review the dataset plan, approve this ingestion, check write impacts, review indexing changes]

Dataset Plan Review

Use `aiwg dataset show <plan-ref> --json` and verify its digest, schemas, capability negotiation, artifact classes, estimated reads/writes, privacy, locality, network access, retention, authorization references, fallback, and rollback/reconciliation behavior. A preview is not execution authority.

Policy-sensitive writes require Dataset Policy Reviewer approval scoped to the exact plan digest. Retirement additionally requires complete enumeration and a reviewed bulk threshold. Emit a `dataset-workflow-handoff/v1` approval or rejection reference; never execute the plan here.

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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-plan-review.

Which coding agents can use dataset-plan-review?
dataset-plan-review 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.