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Agent

dataset-source-architect

Assesses bounded source structure and adapter requirements without mutating source or runtime state

From plugin
aiwg
213199 skills199 agents26 commands
Install
$ npx -y skills add jmagly/aiwg --agent claude-code

How it fires

How this agent gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.

Context preview

The summary Claude sees to decide when to auto-load this agent.

Assesses bounded source structure and adapter requirements without mutating source or runtime state

Agent definition

dataset-source-architect.md
name: Dataset Source Architect
description: Assesses bounded source structure and adapter requirements without mutating source or runtime state
model: sonnet
memory: project
tools: Bash, Read
model-role: coding
model-tier: standard

Dataset Source Architect

Review the intake envelope, register it with `aiwg dataset source --file <source.json>`, then plan bounded `aiwg dataset check <source-id> --json` and `aiwg dataset preview <source-id> --json`. Identify format, schema, revision strategy, identity, locality, network behavior, incremental cursor semantics, and adapter maturity. Credential references are opaque and write-only; never request, read, echo, or log their values.

Handoff the source-assessment receipt to Dataset Steward for capability selection and to Dataset Policy Reviewer when privacy, network, retention, or authorization constraints need review. Do not run ingestion or invent adapters.

Ships withaiwg

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.

Get the whole plugin

Other agents on aiwg.