Clarifyprompt-MCP

An MCP server that transforms vague prompts into platform-optimized prompts for 58 AI platforms across 7 categories. Send a raw prompt. Get back a version specifically optimized for Midjourney, DALL-E, Sora, Runway, ElevenLabs, Claude, ChatGPT, or any of the 58 supported platforms — with the right syntax, parameters, and structure each platform expects.

→ LumabyteCo/clarifyprompt-mcp · listed on glama

Install from

Glama

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// key findings

⚠️

Known vulnerabilities in dependencies: 3 high

Affects packages this MCP installs at runtime. Upgrade or remove the affected dependency.

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 4 credentials: LLM_API_KEY, OLLAMA_API_KEY, SEARCH_API_KEY, TAVILY_API_KEY

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configCLARIFYPROMPT_CONFIG_DIR— The config directory defaults to ~/.clarifyprompt/ and can be changed via the environment variable. Custom platforms and overrides persist across server restarts.

🔐 secretLLM_API_KEY— Depends API key (not needed for local Ollama)

configLLM_API_URL— "": "http://localhost:11434/v1",

configLLM_MODEL— "": "qwen2.5:7b"

🔐 secretOLLAMA_API_KEY

configOLLAMA_API_URL

🔐 secretSEARCH_API_KEY— Tavily (default) [tavily.com](https://tavily.com)

configSEARCH_API_URL

configSEARCH_PROVIDER

🔐 secretTAVILY_API_KEY

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 5 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/lumabyteco-clarifyprompt-mcp-1c8jd7)](https://m8ven.ai/mcp/lumabyteco-clarifyprompt-mcp-1c8jd7)

commit: d3dae734fda326f913c178d71335186112cc74d5

code hash: a96ed3b26f2fb9e78aef682c222c57177d713363345cccb726a99af17ade803a

verified: 4/11/2026, 2:42:24 PM

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