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Agent

Prompting

How to write task prompts that get good results on the first try.

Your agent is good at acting on clear goals, less good at guessing what you meant. A few habits cut iteration cost.

Anatomy of a good prompt

A prompt that lands well usually has three parts:

Goal

What success looks like, in one sentence.

Constraints

Anything your agent shouldn't assume — where files live, which model, time budget, format.

Check

How your agent should verify it's done.

Don't skip the check — vague goals get vague results.

Example: weak vs strong

"Clean up my downloads folder."

What happens: your agent has to guess what "clean up" means, picks a strategy, and you discover it didn't match what you wanted.

"Group every file in ~/Downloads/ by file type into subfolders (Images, PDFs, Archives, Other). Don't touch anything modified in the last 24 hours. Print a summary table when done."

What happens: your agent has clear scope, clear rules, and a verification step. First try usually lands.

Patterns that work

Name files and apps directly

"Open Apple Notes and search for X" is unambiguous; "find that note" makes your agent guess.

Be explicit about side effects

"Don't send" / "don't delete" / "dry-run first" — your agent honours these.

Give it the format you want

"Reply as a bulleted list, max 5 items" → it stops there. "Reply with a JSON array" → you get JSON.

Re-use the right skill

If your goal touches Shopify, mention Shopify in the prompt so your agent picks the Shopify skills instead of generic web tools.

Patterns that don't

When the result isn't right

Read the plan

The plan your agent drafted usually shows the mismatch before any tool is called. Reject the plan and tell it what's wrong.

Check the skill it picked

The wrong skill explains most wrong results. Mention the right domain in your prompt, or pin a specialized agent with only the relevant skills enabled.

Make repeated fixes permanent

If the same correction comes up across tasks, save it as a Rule so you don't have to repeat it.

Review & Permissions

How ToShop gates every system-touching action behind your approval — and how to manage the rules.

Skills

Installable Shopify skill bundles — 100+ skills across catalog, orders, customers, marketing, finance, risk, and fulfillment.

Table of Contents

Anatomy of a good promptGoalConstraintsCheckExample: weak vs strongPatterns that workPatterns that don'tWhen the result isn't rightRead the planCheck the skill it pickedMake repeated fixes permanent