Clarifyprompt MCP Server

clarifyprompt-mcp

AI prompt optimization for 58+ platforms across 7 categories with custom platforms

11 443/wk 1 tool GitHub npm

No known CVEs

No license

Actively maintained

Last commit 24d ago

Works with most clients

Transport: stdio, sse, http

1 tool · ~138 tok

Grade A · 0.1% of 200K ctx

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AI / ML Writing

Step 1

Install in your client

Config is the same across clients — only the file and path differ.

Supported in Claude Desktopstdio, sse, http · Node 18+

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "clarifyprompt": {
      "env": {
        "LLM_MODEL": "qwen2.5:7b",
        "LLM_API_URL": "http://localhost:11434/v1"
      },
      "args": [
        "-y",
        "clarifyprompt-mcp"
      ],
      "command": "npx"
    }
  }
}

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What Clarifyprompt MCP Server does

A context-aware MCP prompt compiler that transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories — grounded in your workspace signals (CLAUDE.md, AGENTS.md, .cursorrules, package.json), resolved intent, and the capabilities of the target model.

Test This Server

Run this in your terminal to verify the server starts. Then let us know if it worked — your result helps other developers.

npx -y 'clarifyprompt-mcp' 2>&1 | head -1 && echo "✓ Server started successfully"

After testing, let us know if it worked:

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Why this score

Five weighted categories — click any category to see the underlying evidence.

Score breakdown

88/100across 5 weighted dimensions

How we score →

0255075100

−12

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Maintenance

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Compatibility

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Security

OSV.dev

No known CVEs.

Checked clarifyprompt-mcp against OSV.dev.

Inventory

Tools (1)

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~138 tokens total

Community

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Frequently Asked Questions

Is Clarifyprompt MCP Server safe to use?: Clarifyprompt MCP Server has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments.
How do I install Clarifyprompt MCP Server?: Clarifyprompt MCP Server supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.
What can Clarifyprompt MCP Server do?: Clarifyprompt MCP Server provides 1 tool: clarify_prompt. See the full tools list on the server page for descriptions and parameters.
What AI clients work with Clarifyprompt MCP Server?: Clarifyprompt MCP Server is compatible with claude-desktop, cursor, claude-code. It uses stdio and sse and http transport.
Is Clarifyprompt MCP Server actively maintained?: Clarifyprompt MCP Server is actively maintained — last commit was 24 days ago. It has 11 GitHub stars.

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Community

Discussion

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Has anyone used this with Cursor?How do you handle auth?Any alternatives?

{ "mcpServers": { "clarifyprompt": { "env": { "LLM_MODEL": "qwen2.5:7b", "LLM_API_URL": "http://localhost:11434/v1" }, "args": [ "-y", "clarifyprompt-mcp" ], "command": "npx" } } }

ClarifyPrompt MCP

A context-aware MCP prompt compiler that transforms vague prompts into platform-optimized prompts for 60+ AI platforms across 7 categories — grounded in your workspace signals (CLAUDE.md, AGENTS.md, .cursorrules, package.json), resolved intent, and the capabilities of the target model.

Send a raw prompt. ClarifyPrompt gathers the right context, resolves what you're actually trying to do, and returns a version specifically optimized for Midjourney, DALL-E, Sora, Runway, Higgsfield, ElevenLabs, Claude, ChatGPT, Cursor, or any of the 60+ supported platforms — with the right syntax, parameters, structure, and grounding.

New in 1.15.0: Nano Banana (Google Gemini 2.5 Flash Image) is now a built-in image platform — optimize_prompt(platform: "nano-banana") compiles image prompts in its native style (natural-language scene direction, photographic terms, edit-preserving-identity phrasing, in-image text). Plus latest-model compatibility across every provider: claude-sonnet-5, gpt-5/o-series, and Gemini reject temperature and/or max_tokens; the client now sends the right parameters (proactively for known reasoning ids, and learns the rest from a 400). Verified live against Anthropic, OpenAI, Gemini, and Ollama Cloud. See CHANGELOG.md.

New in 1.14.1: Portable-by-default text output — a chat/document/code prompt with no explicit platform now stays platform-neutral instead of quietly defaulting to Claude's idioms (XML tags); name a platform to opt into vendor-specific tuning. Plus the MCP Apps compose panel now shows a for <platform> badge and a clean Your prompt → Optimized before/after (with a show changes toggle) instead of an always-on diff. See CHANGELOG.md.

New in 1.14.0: An interactive compose panel via MCP Apps. In hosts that speak the io.modelcontextprotocol/ui extension (Claude Desktop, ChatGPT, Cursor, VS Code, …), compose_prompt renders a live panel: original-vs-optimized view, all six critique scores, the pipeline stages, and Accept / Revise actions — Accept records the outcome into ClarifyPrompt's memory loop, Revise sends your feedback back into the chat. One self-contained ui:// resource; hosts without the extension see zero change. See CHANGELOG.md.

New in 1.13.0: Plain-language rewrites. Optimized prompts now stick to common, everyday words instead of drifting into formal vocabulary ("use", never "utilize") — specificity comes from concrete details, not fancier synonyms. critique_prompt gained a 6th default dimension, plain_language, so auto_revise loops correct register drift automatically. Also fixed: an explicit mode (e.g. simple) is no longer silently dropped for small local models under compact system-prompt shaping. See CHANGELOG.md.

Frequently Asked Questions

Is Clarifyprompt MCP Server safe to use?

Clarifyprompt MCP Server has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments.

How do I install Clarifyprompt MCP Server?

Clarifyprompt MCP Server supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.

What can Clarifyprompt MCP Server do?

Clarifyprompt MCP Server provides 1 tool: clarify_prompt. See the full tools list on the server page for descriptions and parameters.

What AI clients work with Clarifyprompt MCP Server?

Clarifyprompt MCP Server is compatible with claude-desktop, cursor, claude-code. It uses stdio and sse and http transport.

Is Clarifyprompt MCP Server actively maintained?

Clarifyprompt MCP Server is actively maintained — last commit was 24 days ago. It has 11 GitHub stars.

ClarifyPrompt MCP

Clarifyprompt MCP Server

Install in your client