Skip to content
Development
Skill

/dataset-trace

Explain dataset, record, field, index, graph, and export lineage using evidence-bearing bounded queries.

From plugin
aiwg
211200 skills199 agents26 commands
Install
$ npx -y skills add jmagly/aiwg --skill dataset-trace --agent claude-code

How it fires

How this skill 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.
  • Slash command/dataset-trace

Context preview

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

Explain dataset, record, field, index, graph, and export lineage using evidence-bearing bounded queries.

SKILL.md

dataset-trace.SKILL.md
namespace: aiwg
name: dataset-trace
description: Explain dataset, record, field, index, graph, and export lineage using evidence-bearing bounded queries.
version: 1.0.0
platforms: [all]
aliases: [dataset lineage, provenance explain, trace record]
triggers: [where did this record come from, explain this result, trace this field, show dataset lineage, prove this index source]

Dataset Trace and Explain

Delegate to `aiwg dataset lineage <dataset-or-record-ref> --json`; use `aiwg dataset show <ref> --json` for referenced contracts. Report stable logical and revision identities, run and schema bindings, assertion basis, method, confidence, privacy, and evidence locators. Clearly label gaps and bounded-query limits.

Do not infer provenance from graph adjacency or search success. Never expose source values or credentials. Identify indexes, embeddings, graphs, caches, and Fortemi shards as derived/regenerable and hand questionable evidence to Dataset Provenance Reviewer.

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 skills on aiwg.