{"id":8385,"slug":"lumabyteco/clarifyprompt-mcp","name":"Clarify Prompt MCP","description":"An MCP server that transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories — with support for registering custom platforms and providing markdown instruction files.","category":"productivity","github":"https://github.com/LumabyteCo/clarifyprompt-mcp","homepage":"","server_url":"","transport":"http","install":[{"cmd":"npx -y clarifyprompt-mcp","imports":[]}],"tools":[{"name":"clarify_prompt","description":"Analyzes a user's prompt to identify ambiguities, missing context, or unclear requirements, and returns a clarified version with suggestions for improvement."}],"env_vars":["OPENAI_API_KEY","LLM_API_URL","LLM_API_KEY","EMBED_API_URL","EMBED_API_KEY","SEARCH_API_KEY","SEARCH_API_URL"],"auth_type":"none","official":false,"stars":5,"status":"active","source":"mcpservers.org","created_at":"2026-05-25T15:58:05.655023+00:00","updated_at":"2026-05-28T16:02:27.909009+00:00","tags":[],"path":"clarify-prompt-mcp"}