/dataset-plan-review
Review an immutable dataset plan, impacts, capability degradation, and approval requirements before execution.
Claude Code
$ npx -y skills add jmagly/aiwg --skill dataset-plan-review --agent claude-code
Codex
$ npx skills add jmagly/aiwg --skill dataset-plan-review -a codex -y
Cursor
$ npx skills add jmagly/aiwg --skill dataset-plan-review -a cursor -y
Gemini CLI
$ npx skills add jmagly/aiwg --skill dataset-plan-review -a gemini-cli -y
GitHub Copilot
$ npx skills add jmagly/aiwg --skill dataset-plan-review -a github-copilot -y
OpenCode
$ npx skills add jmagly/aiwg --skill dataset-plan-review -a opencode -y
Windsurf
$ npx skills add jmagly/aiwg --skill dataset-plan-review -a windsurf -y
SKILL.md
dataset-plan-review.SKILL.mdnamespace: 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.
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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brainstorming
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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.

