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Frame / Portable skill

ask-aftergrid

Choose the next skill for the work in front of you.

You start itYour existing data toolsOpen source · MIT

What it does

You describe a situation. It names one next skill, why the tempting sibling is wrong, and a prompt you can paste. Then it stops.

It does not run the analysis, start /analyze, interview you, or write a Finding.

When to reach for it

You start it: /ask-aftergrid, or $ask-aftergrid in Codex.

Use it when two skills both look plausible, or you cannot remember which matches the stuck point. If you already know the job — sharpen this question, why did conversion fall — go straight there. For the whole path in one run, that is analyze.

One next skill, then stop

The main flow is question → inspect data or metric → investigate → explain → challenge → keep the lesson. Unfamiliar tables go through explore-data; a disputed label through define-metric; a dashboard movement through diagnose-change.

Use the smallest step that unblocks the work. A chart review does not need a full investigation. setup-aftergrid is off this map: typed Findings and retained evidence only.

Common questions

Will it tell me to run analyze every time? No. /analyze is a full question-to-answer run. A mix-shift diagnosis, a metric definition, or a review of an existing memo should not pay that cost.

Does the router call the next skill? No. User-invoked skills do not call each other. You start the named skill.

Do I need the Engine first? No. Ordinary routing works on a CSV, notebook, or SQL client.

What if I am already mid-analysis? Say so. The useful next step is rarely restarting at /grill-question.

It's working if

  • The reply names one skill, not a menu.
  • The rejected sibling is the one you were about to pick.
  • The pasted prompt includes your actual file or question.
  • The agent stopped instead of beginning the investigation.

Where it fits

The map over the set — Matt Pocock’s ask-matt, for analytics. The workflow guide is the same map written for a person choosing without the skill.