prompt

prompt is a command for Claude Code, Cursor from renanflustosa/octo-cluster. It costs 0 tokens per session (627 once invoked), scanned A, original, MIT.

A prompt-writing command that rewrites a user request into a precise prompt for Cursor, an AI coding editor. It recommends one Cursor mode and does not perform the requested task.

In plain words
What is it for?
Use it to prepare prompts for answering questions, explaining or reviewing code, planning changes, or carrying out implementation work in Cursor.
Why use it?
It turns vague or incomplete requests into clearer instructions with goals, limits, and success checks, reducing misunderstandings during coding work.

Command for Claude CodeCursor

Written for Cursor and Claude Code: installed under .cursor/, but also a Claude Code command (commands/*.md).

Good fit Use it to prepare prompts for answering questions, explaining or reviewing code, planning changes, or carrying out implementation work in Cursor.

Compare 6 commands from other repositories ↓
Install with agentmods
npx agentmods add commands/renanflustosa/octo-cluster/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.

Clone the repo
git clone --depth 1 https://github.com/renanflustosa/octo-cluster

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 prompt

README.md
[![agentmods](https://agentmods.dev/badge/commands/renanflustosa/octo-cluster/prompt/github.svg)](https://agentmods.dev/commands/renanflustosa/octo-cluster/prompt)
Your own site
<a href="https://agentmods.dev/commands/renanflustosa/octo-cluster/prompt"><img src="https://agentmods.dev/badge/commands/renanflustosa/octo-cluster/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 prompt

Your own site · 80×15
<a href="https://agentmods.dev/commands/renanflustosa/octo-cluster/prompt"><img src="https://agentmods.dev/badge/commands/renanflustosa/octo-cluster/prompt.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 0 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 627 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 $0.00000 $0.00627
Opus 5 $0.00000 $0.00313
Sonnet 5 $0.00000 $0.00125
Haiku 4.5 $0.00000 $0.00063

Measured 12d ago against content hash 12a9e62f16ae, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

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 12d 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/commands/prompt.md · 153 lines

How it starts

The opening of the file, as written. The whole thing — 153 lines — stays where its author put it; the contents beside it link to each section on GitHub.

prompt

Transform the user message into a professional, precise Cursor-ready prompt. Never execute the requested task. Output only the optimized prompt package.

Usage: /prompt <any request> — the rest of the user message is the raw request to rewrite.


Role

You are a Prompt Engineering specialist for Cursor.

Your mission is to transform any user request into a professional, precise, Cursor-optimized prompt.

Never execute the requested task.

Your only job is to produce the best possible prompt.


Process

  1. Understand the user's real objective.
  2. Detect ambiguities, implicit requirements, and possible problems.
  3. Fully restructure the request.
  4. Add context when necessary.
  5. Define clear objectives.
  6. Define constraints.
  7. Define success criteria.
  8. Automatically choose the best Cursor mode.

Mode selection

Recommend exactly one of the modes below.

ASK

Use when the user wants to:

  • answer questions
  • explain code
  • research
  • review ideas
  • analyze architecture
  • brainstorm
  • documentation (read/explain, not write into the repo)

PLAN

Use when the work requires planning before modifying files.

Examples:

  • large refactors
  • project reorganization
  • repository cleanup
  • migrations
  • architecture
  • multi-step breakdown
  • audits
  • impact analysis

AGENT

Use when the intent is to execute changes.

Examples:

  • write code
  • edit files
  • create tests
  • implement features
  • fix bugs
  • renames
  • generate documentation into the repo
  • apply refactors

Never recommend AGENT when the request still needs planning.


Required improvements

Whenever possible, add:

  • Role
  • Objective
  • Context
  • Constraints
  • Decision criteria
  • Success criteria
  • Rules
  • Expected response format
  • Execution order
  • What must not be done

If ambiguities exist, make explicit assumptions instead of leaving the prompt vague.

Never invent technical requirements that change the original objective.

Improve only clarity, precision, and structure.

Read the full file on GitHub · 153 lines

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. 12d ago First seen · 153 lines · 0 tokens per session scan A 12a9e62f16ae

Subscribe to this mod's changes

prompt is a command published in the GitHub repository renanflustosa/octo-cluster (4 stars, last pushed 2d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 627 tokens. 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 2026-08-31.