Clarifyprompt MCP Server

clarifyprompt-mcp

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

13 87/wk 1 tool GitHub npm

No known CVEs

Apache-2.0 license

Maintained

Last commit 38d 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 1d 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 83/100 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

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

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:

Loading README…

Scored, not listed

Why this score

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

Score breakdown

83/100across 5 weighted dimensions

How we score →

0255075100

−17

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. Authentication requirements were not detected automatically - check the project's documentation before connecting in a shared environment. 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 38 days ago. It has 13 GitHub stars.

Similar servers

Others in ai-ml / writing

View all →

Vibe Assistant95

A cross-platform desktop application for managing AI Agents and MCP Servers. 一款用于管理AI智能体与MCP服务器的跨平台桌面应用程序。

169 3

Gemini Cli95

An open-source AI agent that brings the power of Gemini directly into your terminal.

108.8k 8

Codebase Memory Mcp95

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

48.6k 6

Bla95

🛡️ BLA (Blind LLM Agents) — Adversarial defense shield that protects binaries, Electron apps, JS bundles, Python, and WebAssembly against AI reverse-engineering agents like REA. Poison -> Exhaust -> Hallucinate.

5.5k 1

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" } } }

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, GPT Image 2, Veo, Runway, Kling, Seedance, Higgsfield, ElevenLabs, Suno, Claude, ChatGPT, Cursor, or any of the 61 supported platforms — with the right syntax, parameters, structure, and grounding.

New in 1.16.0: the platform-currency release. Every built-in pack fact-verified against current vendor docs (2026-10-05) — Midjourney V8.x, Runway Gen-4.5, Veo 3.1, Kling 3.0/Omni, Pika 2.2, Suno v6, ElevenLabs v3, gpt-4o-mini-tts, GPT Image 2 — each entry now carries a verifiedAt date. Sora retired everywhere (OpenAI shut the Videos API 2026-09-24, no replacement); new platforms: Seedance, ElevenLabs Music v2.5, Lyria 3.5. Plus the dialect-currency benchmark: 12 of the newest Ollama Cloud models asked to write platform prompts unprompted — 12/13 emit stale Midjourney flags, 12/12 write fluent prompts for dead Sora, zero hedge. Grounded mode re-runs the same asks with the pack facts injected and the scores flip. See the benchmark and CHANGELOG.md.

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

Frequently Asked Questions

Is Clarifyprompt MCP Server safe to use?

Clarifyprompt MCP Server has no known CVEs as of the latest MCPpedia security scan. Authentication requirements were not detected automatically - check the project's documentation before connecting in a shared environment. 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 38 days ago. It has 13 GitHub stars.

ClarifyPrompt MCP