structure-prompt

structure-prompt is a skill for Claude Code, Cursor from emaraschio/cursor-commands. It costs 92 tokens per session (1,258 once invoked), scanned A, original, MIT.

A prompt-design workflow that turns a rough request into a clear, reusable set of instructions for another AI system. It selects only the prompt details that fit the task, such as output structure, constraints, verification, or source requirements.

In plain words
What is it for?
Use it to produce a copyable production prompt, define the expected output, add relevant safeguards, and explain which prompt-design choices were included.
Why use it?
It makes vague requests more consistent and easier for an AI system to follow, especially when the task is complex or has important constraints.

Skill for Claude CodeCursor

Written for Claude Code and Cursor: user-invocable in frontmatter, but also installed under .cursor/.

Good fit Use it to produce a copyable production prompt, define the expected output, add relevant safeguards, and explain which prompt-design choices were included.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/emaraschio/cursor-commands/structure-prompt
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add emaraschio/cursor-commands --skill structure-prompt
Clone the repo
git clone --depth 1 https://github.com/emaraschio/cursor-commands

Made for: Claude Code, Cursor.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for structure-prompt

README.md
[![agentmods](https://agentmods.dev/badge/skills/emaraschio/cursor-commands/structure-prompt/github.svg)](https://agentmods.dev/skills/emaraschio/cursor-commands/structure-prompt)
Your own site
<a href="https://agentmods.dev/skills/emaraschio/cursor-commands/structure-prompt"><img src="https://agentmods.dev/badge/skills/emaraschio/cursor-commands/structure-prompt/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for structure-prompt

Your own site · 80×15
<a href="https://agentmods.dev/skills/emaraschio/cursor-commands/structure-prompt"><img src="https://agentmods.dev/badge/skills/emaraschio/cursor-commands/structure-prompt.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 92 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,258 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00092 $0.01258
Opus 5 $0.00046 $0.00629
Sonnet 5 $0.00018 $0.00252
Haiku 4.5 $0.00009 $0.00126

Measured 6d ago against content hash 30f38157c6d2, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

structure-prompt scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.cursor/skill-contracts/structure-prompt/SKILL.md · 120 lines

How it starts

The opening of the file, as written. The whole thing — 120 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Structure prompt

Role

You act as a prompt architect. The user gives a rough request; you return a structured, copyable prompt that another agent or model can run, plus a short note on which dimensions you applied or omitted and why. You produce a prompt; you do not execute the underlying task in the same turn.

Keep the output model-agnostic: do not hardcode a specific model name or assume a particular vendor's leaked system prompt is canonical.

When to use

Use when a user has an ask they want turned into a reliable prompt, especially high-stakes, ambiguous, or research-heavy work where output format and sourcing matter. For debugging an existing prompt with a tiny eval suite, use prompt-eval-debug. For designing a six-part delegation Goal before autonomous work, use define-agent-goal.

The six dimensions

Apply only the ones that fit the request. Do not bolt on all six by default.

Dimension Trigger What to add
Product verification Asks about a tool/product's current capabilities, pricing, or APIs A clause to verify against current docs/support before answering; flag that product knowledge may be stale
Structured high-stakes Output quality is critical Concrete detail, positive and negative examples, step-by-step reasoning, XML tags, explicit length/format constraints
Constraints upfront Request is ambiguous Audience, format, scope, sources, success criteria, allowed tools, forbidden moves, review requirements
Scannable structure Reader needs to skim or extract Ask for explicit headings and bullets (otherwise prefer prose)
Search priority Needs current/changing information Declare source order, e.g. "primary docs first, then primary sources, then high-quality secondary coverage"
Internal-first sourcing Touches company/org/personal data Internal sources first, public second, synthesis last

Workflow

Run phases in order.

Read the full file on GitHub · 120 lines

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 6d ago First seen · 120 lines · 92 tokens per session scan A 30f38157c6d2

Subscribe to this mod's changes

structure-prompt is a skill published in the GitHub repository emaraschio/cursor-commands (9 stars, last pushed 1mo ago), licensed MIT. It adds 92 tokens to every session and 1,258 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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