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LumabyteCo

Clarifyprompt-MCP

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
LLM_MODELYesModel name/ID (e.g., qwen2.5:7b, gpt-4o, claude-sonnet-4-20250514).
LLM_API_KEYNoAPI key for the LLM provider. Required for cloud providers like OpenAI or Anthropic, but not needed for local Ollama.
LLM_API_URLYesAPI endpoint URL (e.g., http://localhost:11434/v1 for Ollama, https://api.openai.com/v1 for OpenAI, or https://api.anthropic.com/v1 for Anthropic).
SEARCH_API_KEYNoAPI key for the selected web search provider.
SEARCH_PROVIDERNoOptional web search provider for context enrichment. Supported providers include: tavily, brave, serper, serpapi, exa, or searxng.

Capabilities

Features and capabilities supported by this server

CapabilityDetails
tools
{
  "listChanged": true
}
resources
{
  "listChanged": true
}

Tools

Functions exposed to the LLM to take actions

NameDescription
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.

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.

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.

update_platform

Update a custom platform or add/override instructions on a built-in platform. For built-in platforms, only instructions, instructions_file, and syntax_hints_append are supported.

unregister_platform

Remove a custom platform registration. Cannot remove built-in platforms, but can remove instruction overrides from them.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription
categoriesFull category configuration with all platforms and modes

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