# ClarifyPrompt

> Use this tool when you need to refine your prompts for optimal results on various AI platforms, solving issues of subpar output and inefficient prompt engineering. It optimizes prompts with tailored syntax, parameters, and structure for platforms like Midjourney and ChatGPT, and supports custom platform registration and multiple output modes. With compatibility with OpenAI and Anthropic APIs, it streamlines the prompt refinement process, taking in raw prompts and outputting optimized versions for improved AI performance.

Canonical page: https://skillsregistry.net/skills/lumabyteco-clarifyprompt  
JSON: https://api.skillsregistry.net/v1/skills/lumabyteco-clarifyprompt

## Description

Optimizes prompts for specific AI platforms including Midjourney, DALL-E, Sora, Runway, ElevenLabs, Claude, and ChatGPT. Each platform gets tailored syntax, parameters, and structure. Supports custom platform registration with markdown instruction files, seven output modes, and auto-detection of target category and platform. Works with any OpenAI-compatible API or Anthropic API for the optimization backend.

## Trust

- **Trust score (0–1):** 0.55
- **Verification tier:** scanned
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-19

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/lumabyteco-clarifyprompt)
- **Repository:** <https://github.com/lumabyteco/clarifyprompt-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "lumabyteco-clarifyprompt"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/lumabyteco-clarifyprompt` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/lumabyteco-clarifyprompt/pull`

---
SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt