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What is five-dimension-prompt-engine?

zhlmi/five-dimension-prompt-engine — explained in plain English

Analysis updated 2026-05-18

23Audience · generalComplexity · 2/5Setup · easy

In one sentence

An AI Agent Skill that turns vague requests into structured, reusable prompts and evaluates existing prompts across five quality dimensions, aimed at non-expert users.

Mindmap

mindmap
  root((five dimension engine))
    What it does
      Enhances prompts
      Evaluates prompts
      Five dimension scoring
    Tech stack
      Agent Skill
      SKILL.md
      Markdown docs
    Use cases
      AI image video prompts
      Report writing prompts
      Business plan prompts
    Audience
      Office workers
      Content creators
      Non-expert AI users

Code map

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filefunction / class

What do people build with it?

USE CASE 1

Turn a vague AI image or video generation idea into a detailed, reusable prompt.

USE CASE 2

Get a structured business report or work plan prompt built from a short description.

USE CASE 3

Have an existing AI prompt or AI generated output evaluated and scored for weaknesses.

USE CASE 4

Generate copy-pastable prompts for research, competitor analysis, or content scripts.

What is it built with?

Agent SkillMarkdown

How does it compare?

zhlmi/five-dimension-prompt-engine5p00kyy/club-5060tiaaravkashyap12/advise-project-approach
Stars232323
LanguageShellPython
Setup difficultyeasyhardeasy
Complexity2/53/52/5
Audiencegeneraldeveloperdeveloper

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · easy Time to first run · 5min

Runs as an Agent Skill within a compatible AI assistant rather than as standalone software.

A LICENSE file is linked in the README but its terms are not described there, check the repository's LICENSE file directly.

So what is it?

This project is an Agent Skill, a kind of add on that gives an AI assistant a specific structured way of working, aimed at everyday people who are not skilled at writing prompts for AI tools. It does two things: turns a vague request into a complete, reusable prompt that can be copied and given to another AI, and evaluates an existing prompt or AI output to find weak spots and suggest concrete improvements. Its core rule is that the prompt itself is the product. By default it only produces a finished prompt, it does not carry out the task described in that prompt. If a user then asks it to actually execute the prompt, the skill steps aside and lets the normal task happen. It is meant for office workers, content creators, social media operators, people using AI image or video generators, and anyone who wants to use AI well but struggles to describe what they need clearly. It is not aimed at people who already know prompt writing tricks. The skill is designed to trigger only in certain situations, such as AI image or video generation prompts, coding or app or website prompts, report and data analysis prompts, research and competitor analysis prompts, business and work plans, and film or content scripts. It intentionally avoids triggering for casual chats, simple factual questions, quick translations, or small edits. In enhancement mode, it checks whether a request fits its trigger conditions, scans the request across five dimensions, then asks the user two or three multiple choice questions to confirm key decisions before generating the final prompt, along with a short explanation of its choices. In evaluation mode, it first lists the weaknesses of an existing prompt or output across those same five dimensions, scores it, shows a diagnostic summary, and proposes an improvement path before producing a revised version once the user agrees. The five dimensions it evaluates are how complete the perspective is, what the user's real underlying need is, how deep the reasoning handles tradeoffs, whether the output is directly actionable, and whether key decisions are explained. The project includes a test set of nine sample scenarios and reports an internal evaluation score of 90.8 out of 100 on its current pre release version.

Copy-paste prompts

Prompt 1
Use the five dimension prompt engine to turn my rough idea into a complete AI image generation prompt.
Prompt 2
Evaluate this existing prompt using the five dimension framework and tell me its weaknesses.
Prompt 3
Walk me through the checkpoint questions this skill would ask before generating a video prompt.
Prompt 4
Explain how the five dimensions (perspective, implicit need, reasoning depth, actionability, explainability) are used to score a prompt.

Frequently asked questions

What is five-dimension-prompt-engine?

An AI Agent Skill that turns vague requests into structured, reusable prompts and evaluates existing prompts across five quality dimensions, aimed at non-expert users.

What license does five-dimension-prompt-engine use?

A LICENSE file is linked in the README but its terms are not described there, check the repository's LICENSE file directly.

How hard is five-dimension-prompt-engine to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is five-dimension-prompt-engine for?

Mainly general.

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