Clarifyprompt MCP Server

clarifyprompt-mcp

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

12 103/wk 1 tool GitHub npm

No known CVEs

Apache-2.0 license

Maintained

Last commit 43d ago

Works with most clients

Transport: stdio, sse, http

1 tool · ~138 tok

Grade A · 0.1% of 200K ctx

MCPpedia last refreshed this data 22h ago

Edit this pageView history

Clarifyprompt MCP Server is an MCP server that AI prompt optimization for 58+ platforms across 7 categories with custom platforms. Its tool list has not been published yet over stdio, sse and http, requires no API key, and scores 85/100 on MCPpedia's security, maintenance and efficiency rubric.

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"
    }
  }
}

Are you the author?

Add this badge to your README to show your security score and help users find safe servers.

Embed in your READMEAbout badges →

[![MCPpedia Score](https://mcppedia.org/api/badge/io-github-lumabyteco-clarifyprompt)](https://mcppedia.org/s/io-github-lumabyteco-clarifyprompt)

Read me

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:

Scored, not listed

Why this score

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

Score breakdown

85/100across 5 weighted dimensions

How we score →

0255075100

−15

Security

Maintenance

Efficiency

Documentation

Compatibility

Categoriesclick a row to see evidence

Security

OSV.dev

No known CVEs.

Checked clarifyprompt-mcp against OSV.dev.

Inventory

Tools (1)

Click any tool to inspect its schema.

~138 tokens total

Community

Reviews

Be the first to review

Have you used this server?

Share your experience — it helps other developers decide.

How easy was setup?Did it work reliably?How was the documentation?

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. Licensed under Apache-2.0.
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 recently maintained — last commit was 43 days ago. It has 12 GitHub stars.

Similar servers

Others in ai-ml / writing

View all →

Dsh MCP Client97

MCP client bridge: connects to MCP servers and registers their tools on ctx.tools

196.7k 4

Gpt Researcher97

An autonomous agent that conducts deep research on any data using any LLM providers

29.2k 5

Modelcontextprotocol96

The official MCP server implementation for the Perplexity API Platform

2.5k 4

io.github.mims-harvard/tooluniverse96

1000+ scientific tools for AI scientists: life science, reserach, literature, and more.

1.7k 4

MCP Security Weekly

Get CVE alerts and security updates for Clarifyprompt MCP Server and similar servers.

Community

Discussion

Start a conversation

Ask a question, share a tip, or report an issue.

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" } } }

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. Licensed under Apache-2.0.

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 recently maintained — last commit was 43 days ago. It has 12 GitHub stars.