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ClarifyPrompt MCP
MCPOfficialOpen SourceApache-2.033.2
by LumabyteCo • Uncategorized
An MCP server that transforms vague prompts into platform-optimized prompts for 58+ AI platforms across multiple categories.
Example Use Cases
- 1
Generate optimized prompts tailored to specific AI platforms automatically.
- 2
Register and use custom AI platforms with specialized prompt instructions.
- 3
Enrich prompt context using web search before optimization.
Description
ClarifyPrompt MCP optimizes raw prompts into platform-specific formats tailored for over 58 AI platforms spanning 7 categories including image, video, chat, code, document, voice, and music. It supports auto-detection of platform and category, custom platform registration, and markdown-based instruction files for fine-tuned prompt optimization. The server integrates with various LLM providers and optionally enriches context via web search, enabling precise and effective prompt generation for diverse AI applications.
Capabilities(8 total)
Tools (7)
optimize_prompt
Optimize a prompt for a specific AI platform. Supports 7 categories and 58+ platforms including Midjourney, DALL-E, Stable Diffusion, Sora, Runway, HeyGen, ElevenLabs, Suno, Claude, ChatGPT, DeepSeek, Cursor, Jasper, and more. Also supports custom registered platforms. Category and platform are auto-detected when omitted.
prompt:string*category:stringplatform:stringmode:stringenrich_context:boolean
list_categories
List all available prompt optimization categories with platform counts including custom platforms
list_platforms
List available platforms for a category, including custom registered platforms.
category:string*
list_modes
List available output modes for prompt optimization (concise, detailed, structured, step-by-step, bullet-points, technical, simple)
register_platform
Register a new custom AI platform for prompt optimization. The platform must belong to an existing category. Use instructions or instructions_file to provide detailed guidance on how prompts should be optimized for this platform.
id:string*category:string*label:string*description:string*syntax_hints:arrayinstructions:stringinstructions_file:string
Resources (1)
categories
Full category configuration with all platforms and modes
URI: clarifyprompt://categoriesMIME: application/json
Quick Actions
Security
Scanned 1 month(s) agoRisk Level
MINIMAL
Read-only data retrieval, no side effects
Trust Score
B68/100
12/17 checks passed
Scores are informational only and provided “as is” without warranty. AgentHotspot assumes no liability for actions taken based on these ratings.
Quick Stats
Service TypeMCP
Pricing ModelFree
Capabilities7 Tools / 0 Prompts / 1 Resources
OwnerLumabyteCo
CategoryUncategorized
DependenciesStandalone
TagsNo tags