ClarifyPrompt MCP

A context-aware MCP prompt compiler that transforms vague prompts into platform-optimized prompts for 60+ AI platforms across 7 categories. It gathers workspace signals, resolves intent, and returns versions optimized for specific platforms like Midjourney, GPT Image 2, and Claude with correct syntax and parameters.

Package and access

Local package with source-attributed installation metadata. Koskamo does not execute packages during review.

Community listingLocal stdioSource reviewed; not executedPublished by LumabyteCo

Vendor documentation

What you can do with it

Transform vague prompts into platform-optimized prompts for 60+ AI platforms
Optimize prompts for specific platforms like Midjourney, GPT Image 2, and Claude
Ground prompts in workspace signals like CLAUDE.md and package.json

Source and maintenance

Community listingRegistry 1.1.3

mcp-registry: io.github.LumabyteCo/clarifyprompt@1.1.3 Source repository

Maintenance checked: Oct 31, 2026, 10:59 PM UTC

Packages and installation

Source-provided package data. Koskamo has not executed or live-probed this package.

clarifyprompt-mcp 1.1.3

npm

clarifyprompt-mcp package definition

{
  "version": "1.1.3",
  "transport": "stdio",
  "identifier": "clarifyprompt-mcp",
  "registryType": "npm",
  "environmentVariables": [
    {
      "name": "LLM_API_URL",
      "format": "string",
      "isRequired": true,
      "description": "LLM API endpoint URL (OpenAI-compatible or Anthropic)"
    },
    {
      "name": "LLM_API_KEY",
      "format": "string",
      "description": "API key for the LLM provider (not needed for local Ollama)"
    },
    {
      "name": "LLM_MODEL",
      "format": "string",
      "isRequired": true,
      "description": "Model name/ID to use for optimization"
    }
  ]
}

Tools

Reported by the attributed source; not independently observed by Koskamo.

No tool definitions available.

Connect from your client

Each snippet configures the same source-provided package; replace placeholders before use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Cursor

Merge this local stdio configuration, replace every placeholder environment value, and restart Cursor. Koskamo has not executed this package.

Cursor configuration

{
  "mcpServers": {
    "clarifyprompt-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "clarifyprompt-mcp@1.1.3"
      ],
      "env": {
        "LLM_API_URL": "<YOUR_LLM_API_URL>",
        "LLM_API_KEY": "<YOUR_LLM_API_KEY>",
        "LLM_MODEL": "<YOUR_LLM_MODEL>"
      }
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.

Cline configuration

{
  "mcpServers": {
    "clarifyprompt-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "clarifyprompt-mcp@1.1.3"
      ],
      "env": {
        "LLM_API_URL": "<YOUR_LLM_API_URL>",
        "LLM_API_KEY": "<YOUR_LLM_API_KEY>",
        "LLM_MODEL": "<YOUR_LLM_MODEL>"
      }
    }
  }
}

VS Code

Merge this local stdio configuration, replace every placeholder environment value, and restart VS Code. Koskamo has not executed this package.

VS Code configuration

{
  "servers": {
    "clarifyprompt-mcp": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "clarifyprompt-mcp@1.1.3"
      ],
      "env": {
        "LLM_API_URL": "<YOUR_LLM_API_URL>",
        "LLM_API_KEY": "<YOUR_LLM_API_KEY>",
        "LLM_MODEL": "<YOUR_LLM_MODEL>"
      }
    }
  }
}

Claude Desktop

Merge this local stdio configuration, replace every placeholder environment value, and restart Claude Desktop. Koskamo has not executed this package.

Claude Desktop configuration

{
  "mcpServers": {
    "clarifyprompt-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "clarifyprompt-mcp@1.1.3"
      ],
      "env": {
        "LLM_API_URL": "<YOUR_LLM_API_URL>",
        "LLM_API_KEY": "<YOUR_LLM_API_KEY>",
        "LLM_MODEL": "<YOUR_LLM_MODEL>"
      }
    }
  }
}

Let your agent find its tools

Find servers like ClarifyPrompt MCP from your agent. Add Koskamo once to search the index for endpoints, access requirements, and client setup. Public discovery needs no key.

Connect Koskamo Explore workflows

See all 4,404