MCP server · Developer tools

ClarifyPrompt MCP server

Your AI rewrites your rough prompt into a polished one tuned for the exact tool you're using.

Developer tools For creatives For it and development Developer Tools

ClarifyPrompt is a helper that takes a vague request you typed and turns it into a clear, well-shaped prompt for the AI tool you actually want to use. It knows the quirks of over 60 tools, from Midjourney and DALL-E to Cursor and ChatGPT. It's handy if you use AI tools often and don't want to keep guessing the right wording.

What is an MCP server? The 30-second version

On its own, your AI can only chat with you. An MCP server is a small helper program that gives your AI a new skill or a connection to another service. This one connects your AI to ClarifyPrompt, a prompt-improving service. So when you ask for a better prompt, your AI hands your words to ClarifyPrompt, and ClarifyPrompt sends back a version tuned for the tool you named.

What this MCP server does

You type a rough idea, like a dragon over a castle, and tell your AI which tool you'll use it in. Your AI passes that to ClarifyPrompt along with any context it can see, like the file you have open or your project settings. ClarifyPrompt figures out what you're really trying to do and rewrites your prompt in the style that tool prefers. Then it hands the polished prompt back to your AI, which shows it to you in the chat. You copy it and paste it into Midjourney, Cursor, or wherever you're working.

Flow diagram: you ask your AI “Turn this into a Midjourney prompt: a dragon over a castle”, the ClarifyPrompt MCP server works in steps: you share your rough idea, then it rewrites your prompt, then it checks and polishes, and you get back A polished prompt to copy.

Click to zoom

What you can do with it

Rewrite a rough prompt into one tuned for a specific tool
Add the right settings and flags for image tools like Midjourney
Ground a coding prompt in the file and project you have open
Score your prompt on clarity, specificity, and fit for the format
Run the whole improve-then-check-then-revise loop in one go
Keep the wording plain and everyday instead of stiff and formal
Show a side-by-side before and after of your prompt

Try asking your AI

“Turn this into a Midjourney prompt: a dragon flying over a castle at sunset”
“Optimize this for Cursor: add a configurable request timeout to the http transport”
“Critique my prompt and tell me what's weak about it”
“Rewrite this for ElevenLabs: a calm narrator reading a bedtime story”

What it gives back to you

You get back a rewritten prompt, ready to copy and paste. Along with it you may see a short critique with scores on things like clarity and specificity, and a note about which platform the rewrite was tuned for. In some apps you also get a small panel showing your original prompt next to the improved one, with buttons to accept it or ask for changes.

Before you start

What you need

An AI app that can connect to MCP servers, like Claude Desktop, ChatGPT, Cursor, or VS Code
Access to an AI model that ClarifyPrompt can call (it works with many providers, local or hosted)

Good to know

It sends your prompt and some workspace details to an AI model to do the rewriting, so avoid pasting secrets or private information you wouldn't want processed.

Install it with your AI

Add ClarifyPrompt MCP server to your AI, no technical skills needed

You don't install anything by hand. You copy one prompt, paste it into an AI that can work on your computer, and it checks, installs and connects the server for you, asking you when it needs something.

Sign in to get the install prompt

Members get a ready-made prompt that lets the Claude desktop app check ClarifyPrompt MCP server, install it and connect it for them, step by step. You don't need any technical skills: you copy, paste and answer a few questions. Your connected AI can also find and install any of the 4,066 MCP servers here for you.