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/dataset-intake

Turn a source path or URI and desired outcome into a governed dataset intake envelope for any AIWG domain.

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aiwg
229200 skills199 agents26 commands

Claude Code

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

SKILL.md

dataset-intake.SKILL.md
namespace: aiwg
name: dataset-intake
description: Turn a source path or URI and desired outcome into a governed dataset intake envelope for any AIWG domain.
version: 1.0.0
platforms: [all]
aliases: [data onboarding, dataset onboarding, source intake]
triggers: [use this customer export, onboard this dataset, use these files, ingest this corpus, connect this data source]

Dataset Intake

Accept a source path/URI and desired outcome. Default the calling domain to `project-local`; SDLC, research, knowledge-base, media, marketing, and ops use the same envelope and may add only namespaced extensions.

Create a `dataset-intake/v1` envelope without opening the source. Record opaque source locator, outcome, domain, known privacy/locality/network constraints, authorization references, and independently requested capabilities (`search`, `traceability`, `provenance`, `graph`, `export`). Do not infer credential values. Then propose `aiwg dataset preview <source> --json` and hand the intake reference to `dataset-source-assess`.

For a question about existing normalized AI session history, route inspection to `session-explore` before proposing a new dataset. A separately requested export or derived index can enter this intake using its approved source/evidence references, privacy constraints and intended outcome. Do not scan provider homes or treat catalog inspection as approval to copy transcripts into another store.

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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-intake.

Which coding agents can use dataset-intake?
dataset-intake 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.