Clarifyprompt

Overview

Clarifyprompt is a Model Context Protocol (MCP) server: AI prompt optimization for 58+ platforms across 7 categories with custom platforms. In practice that means any MCP-compatible AI assistant can call Clarifyprompt's tools directly — the model decides when to use them in a conversation or agent run.

It runs locally: the npm package clarifyprompt-mcp speaks MCP over stdio on your machine. Configuration happens through environment variables — you'll need LLM_API_URL, LLM_MODEL. The current release is v1.1.3, published under the Apache-2.0 license, with source at LumabyteCo/clarifyprompt-mcp on GitHub, where it has earned 12 stars.

Clarifyprompt is listed under AI & Agents on mcp.site and works with any MCP client — Claude Desktop, Claude Code, Cursor, VS Code, Windsurf, Zed and the rest of the ecosystem — using the install snippets below. If you maintain Clarifyprompt for LumabyteCo, claim this listing to verify ownership, earn the Verified badge, and keep the details current.

Installation

// claude_desktop_config.json
{
  "mcpServers": {
    "clarifyprompt": {
      "command": "npx",
      "args": [
        "-y",
        "clarifyprompt-mcp"
      ],
      "env": {
        "LLM_API_URL": "<llm-api-url>",
        "LLM_MODEL": "<llm-model>"
      }
    }
  }
}

Requires LLM_API_URL, LLM_MODEL