Clarifyprompt-MCP
An MCP server that transforms vague prompts into platform-optimized prompts for 58 AI platforms across 7 categories. Send a raw prompt. Get back a version specifically optimized for Midjourney, DALL-E, Sora, Runway, ElevenLabs, Claude, ChatGPT, or any of the 58 supported platforms — with the right syntax, parameters, and structure each platform expects.
Install
npx -y clarifyprompt-mcp
Paste the configuration above into your MCP client config (claude_desktop_config.json for Claude Desktop) and restart the client.
{
"mcpServers": {
"clarifyprompt-mcp": {
"command": "npx",
"args": [
"-y",
"clarifyprompt-mcp"
],
"env": {
"LLM_MODEL": "<LLM_MODEL>",
"LLM_API_KEY": "<LLM_API_KEY>",
"LLM_API_URL": "<LLM_API_URL>",
"SEARCH_API_KEY": "<SEARCH_API_KEY>",
"SEARCH_PROVIDER": "<SEARCH_PROVIDER>"
}
}
}
}Paste the configuration above into your MCP client config (claude_desktop_config.json for Claude Desktop) and restart the client.
Sources: public MCP Server directories. This is an independent third-party directory with no affiliation to or endorsement from the maintainers of the listed servers.
