MCP Servers / productivity / Clarify Prompt MCP

Clarify Prompt MCP

httpnone★ 5productivity

An MCP server that transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories â with support for registering custom platforms and providing markdown instruction files.

github ↗

Install

How to run this server

[ { "cmd": "npx -y clarifyprompt-mcp", "imports": [] } ]

server path: clarify-prompt-mcp

Tools

What this server exposes

clarify_prompt

Analyzes a user's prompt to identify ambiguities, missing context, or unclear requirements, and returns a clarified version with suggestions for improvement.

Configuration

Environment & auth

authnone

envOPENAI_API_KEY

envLLM_API_URL

envLLM_API_KEY

envEMBED_API_URL

envEMBED_API_KEY

envSEARCH_API_KEY

envSEARCH_API_URL

Resources

githubhttps://github.com/LumabyteCo/clarifyprompt-mcp ↗