prompt-master

A Claude skill that writes the accurate prompts for any AI tool. Zero tokens or credits wasted. Full context and memory retention. No re-prompting your way to an answer you should have gotten on attempt one.

Works with: Claude, ChatGPT, Codex, Grok, Gemini, o1/o3, MiniMax, Cursor, Claude Code, GitHub Copilot, Windsurf, Bolt, v0, Lovable, Devin, Perplexity, Midjourney, DALL-E, Stable Diffusion, ComfyUI, Sora, Runway, ElevenLabs, Zapier, Make, and any AI tool you throw at it.

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🚀 Installation

RECOMMENDED - Claude.ai (browser)

1. Download this repo as a ZIP
2. Go to claude.ai → Sidebar → Customize → Skills → Upload a Skill

OR Clone directly into Claude Code skills directory (Not Suggested)

mkdir -p ~/.claude/skills
git clone https://github.com/nidhinjs/prompt-master.git ~/.claude/skills/prompt-master

🔥 The Problem This Solves

Every AI user wastes credits the same way:

Write vague prompt → get wrong output → re-prompt → get closer → re-prompt again → finally get what you wanted on attempt 4

That's 3 wasted API calls. Multiply by 50 prompts a day. That's real money and real time gone.

The key insight

"The best prompt is not the longest. It's the one where every word is load-bearing."

Most "prompt generators" make prompts longer. This skill makes them sharper.

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🎯 Usage

In Claude, you can invoke the skill naturally:

Write me a prompt for Cursor to refactor my auth module

I need a prompt for Claude Code to build a REST API — ask me what you need to know

Here's a bad prompt I wrote for GPT-4o, fix it: [paste prompt]

Generate a Midjourney prompt for a cyberpunk city at night

I have a reference image — help me write a prompt to edit just the head angle

Break this prompt down and adapt it for Stable Diffusion

Or explicitly invoke it:

/prompt-master

I want to ask Claude Code to build a todo app with React and Supabase

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How It Works

Prompt Master runs a structured pipeline on every request:

1. Detects the target tool — figures out which AI system the prompt is for and routes silently to the right approach
2. Extracts 9 dimensions of intent — task, input, output, constraints, context, audience, memory, success criteria, examples
3. Asks targeted clarifying questions — max 3 questions if critical info is missing, never more
4. Routes to the right framework — picks and applies the correct prompt architecture automatically, never shown to the user
5. Applies safe techniques only — role assignment, few-shot examples, XML structure, grounding anchors, memory block as needed
6. Checks model recency — verifies exact models and controls against official provider docs when the request depends on "latest"
7. Runs a token efficiency audit — strips every word that doesn't change the output
8. Delivers the prompt — one clean copyable block with a one-line strategy note

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Full Example #1: Generating Prompts for Images

User Input

Write me a midjourney prompt for a realistic samurai standing in the rain at night

Generated Prompt

lone samurai standing in heavy rain at night, traditional armor, 
neon reflections on wet cobblestone street, cinematic lighting, 
dramatic shadows, fog, ultra detailed, photorealistic, 
shallow depth of field --ar 16:9 --v 6 --style raw

negative: blurry, low quality, watermark, cartoon, anime, extra limbs

🎯 Target: Midjourney · ⚡ Framework: Visual Descriptor · 💰 Tokens: Light (~60) · 💡 Strategy: Comma-separated descriptors over prose, lighting and mood anchored early, aspect ratio and version locked, negative prompt prevents style drift.

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Full Example #2: Generating Prompts for Coding

User Input

Build a claude code prompt for a landing page for a business 
dashboard that looks and feels exactly like notion - smooth animations, 
clean ui

Generated Prompt

Objective:
Build a fully detailed, production-quality static landing page for a 
business dashboard product. Design must match Notion's exact aesthetic — 
clean, minimal, typographic, with smooth animations throughout.

Stack:
Single HTML file with embedded CSS and vanilla JS. No frameworks. 
No external dependencies except Google Fonts (Inter).

Design Spec — match these exactly:
- Background: #ffffff
- Primary text: #1a1a1a
- Secondary text: #6b7280
- Border color: #e5e7eb
- Accent: #000000
- Font: Inter, weights 400 / 500 / 600 / 700
- Base spacing unit: 8px
- Border radius: 6px on cards, 4px on buttons
- Box shadows: 0 1px 3px rgba(0,0,0,0.08) only — no dramatic shadows
- Buttons: black fill, white text, no border radius above 6px

Sections to build in order:
1. Navbar — logo left, nav links center, "Get started free" CTA right. 
   Sticky on scroll, adds subtle border-bottom on scroll with JS.
2. Hero — large left-aligned heading (max 3 lines), subtext, two CTAs 
   (primary black + secondary outlined), hero screenshot mockup 
   placeholder (gray rounded card, 16:9 ratio).
3. Logos bar — "Trusted by teams at..." with 5 placeholder company names 
   in muted gray, centered.
4. Features — 3-column grid. Each card: icon (use emoji), bold title, 
   2-line description. Hover state: border darkens to #d1d5db, 
   translateY(-2px), transition 200ms ease.
5. How it works — alternating left/right layout, 3 steps. Number badge, 
   heading, description, placeholder screenshot card.
6. Pricing — 2 tiers side by side. Free tier: outlined card. Pro tier: 
   black background, white text, "Most popular" badge. List 4 features 
   each with checkmarks.
7. CTA banner — full-width dark section, centered heading, subtext, 
   single CTA button.
8. Footer — 4-column links, copyright line, minimal.

Animations — implement all of these:
- Fade-in + translateY(20px) to translateY(0) on scroll for every section, 
  using IntersectionObserver. Threshold 0.15. Duration 500ms ease-out.
- Staggered animation o