Clarifyprompt

Name: Clarifyprompt
Author: LumabyteCo

by LumabyteCocommunityv1.1.3

ClarifyPrompt MCP is an MCP server that transforms vague prompts into platform-optimized prompts for over 58 AI platforms across 7 categories, allowing for custom platform registration and markdown instruction files.

From the registry: AI prompt optimization for 58+ platforms across 7 categories with custom platforms

GitHub Repository

Install & configure

Prerequisites

required
An OpenAI-compatible LLM endpoint
Local Ollama, OpenAI, Anthropic, or any OpenAI-compatible LLM

Install in your client

Paste into the AI you're chatting with — it will figure out the rest

Please install the `clarifyprompt` MCP server into my current AI client (that's you).

Required prerequisites (do these first if not already done):
- **An OpenAI-compatible LLM endpoint** — Local Ollama, OpenAI, Anthropic, or any OpenAI-compatible LLM

Canonical MCP server config (stdio transport):
- command: `npx`
- args: ["-y","clarifyprompt-mcp"]
- required environment variables:
  - `LLM_API_URL`: API endpoint URL for the optimizing LLM (example: `<your-llm-api-url>`)
  - `LLM_MODEL`: Model ID/name (example: `qwen2.5:7b`)
- optional environment variables:
  - `LLM_API_KEY`: API key (not needed for local Ollama) (example: `<your-llm-api-key>`)
  - `CLARIFYPROMPT_CONFIG_DIR`: Custom config directory (default ~/.clarifyprompt/) (example: `~/.clarifyprompt/`)
  - `SEARCH_PROVIDER`: Web search provider (tavily, brave, serper, serpapi, exa, searxng) (example: `tavily`)
  - `SEARCH_API_KEY`: API key for the web search provider (example: `<your-search-api-key>`)

Note: Optimizes prompts for 58+ AI platforms. Uses an OpenAI-compatible LLM under the hood.

Add this MCP server to my current client's config in the correct format for you. If you need secrets or credentials I haven't provided, ASK me — do not invent values or leave raw placeholders. After adding it, tell me how to verify the server is connected.

Note: Optimizes prompts for 58+ AI platforms. Uses an OpenAI-compatible LLM under the hood.

Tools (7)

optimize_prompt

Optimizes a prompt for a specific AI platform.

list_categories

Lists all 7 categories with platform counts and defaults.

list_platforms

Lists available platforms for a given category.

list_modes

Lists all output modes with descriptions.

register_platform

update_platform

Update a custom platform or add instruction overrides to a built-in platform.

unregister_platform

Remove a custom platform or clear instruction overrides from a built-in platform.

Environment variables

LLM_API_URLrequiredAPI endpoint URL

LLM_MODELrequiredModel name/ID

Packages

clarifyprompt-mcp

npmv1.1.3transport: stdio

Details

Language: TypeScript
License: Apache-2.0
Released: Mar 12, 2026
Last commit: Jun 23, 2026
Registry name: io.github.LumabyteCo/clarifyprompt

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