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Prompt Enhancer MCP - Optimize, Analyze & Convert AI Prompts

@yedanyagamiai-cmd

RepositoryHomepage

Basic information

Category

Other

License

MIT

Transports

stdio

Author

yedanyagamiai-cmd

Submitted by

yagami yedan

About Prompt Enhancer MCP - Optimize, Analyze & Convert AI Prompts

49 AI tools across 9 MCP servers. Enterprise AGI Runtime (1,054 tests). Free tier. ☕ buymeacoffee.com/yesinyagami

#prompt-engineering#mcp#cloudflare-workers#ai#llm#optimization

Prompt Enhancer MCP - Optimize, Analyze & Convert AI Prompts config

Add this server to your MCP-compatible client using the configuration below.

{
  "mcpServers": {
    "prompt-enhancer": {
      "url": "https://prompt-enhancer-mcp.yagami8095.workers.dev/mcp"
    }
  }
}

Prompt Enhancer MCP - Optimize, Analyze & Convert AI Prompts tools

1

Get a Pro API key for higher rate limits and template access

Overview

What is Prompt Enhancer MCP - Optimize, Analyze & Convert AI Prompts?

A server that scores, improves, and generates AI prompts. It runs on Cloudflare Workers and is designed for anyone who writes prompts for AI tools—helping turn vague instructions into clear, effective prompts.

How to use Prompt Enhancer MCP - Optimize, Analyze & Convert AI Prompts?

Add the server URL (https://prompt-enhancer-mcp.yagami8095.workers.dev/mcp) to your MCP client configuration (e.g., Claude Desktop, Cursor). No installation is required. Use tools like enhance_prompt, analyze_prompt, convert_prompt_format, or generate_system_prompt via natural language.

Key features of Prompt Enhancer MCP - Optimize, Analyze & Convert AI Prompts

  • Score prompts 0–100 with actionable improvement suggestions
  • Rewrite vague prompts into clear, effective versions
  • Convert prompts between plain text, XML, markdown, and JSON
  • Generate production-ready system prompts for any role or task
  • Browse 30+ curated prompt templates (Pro tier)
  • Works immediately with no API key on the free tier

Use cases of Prompt Enhancer MCP - Optimize, Analyze & Convert AI Prompts

  • Improve weak prompts to get 10x better AI outputs
  • Generate a custom system prompt for a customer support AI agent
  • Convert a plain text prompt to XML format for use with Claude
  • Quickly score and diagnose prompt quality before submitting
  • Access pre-built templates for content writing and other tasks (Pro)

Frequently asked questions

1

Do I need to install any software?

No. The server runs on Cloudflare Workers. Just add the URL to your MCP config—the free tier works immediately with no API key.

2

What makes a prompt score high versus low?

The analyzer checks clarity (unambiguous), specificity (scope, format, length), structure (context and constraints), and completeness (edge cases). A score of 80+ indicates production-quality prompts.

3

Which tools are free and which require Pro?

`enhance_prompt`, `analyze_prompt`, `convert_prompt_format`, and `generate_system_prompt` are free (10 calls/day). The `prompt_template_library` (30+ templates) and higher rate limits require a Pro subscription at $29/month.

4

How are prompts processed and stored?

All processing happens server‑side on Cloudflare Workers. The README does not specify whether prompts are persisted.

5

What transport or authentication is used?

The server uses HTTP transport. The free tier requires no authentication; Pro users obtain an API key via the `purchase_pro_key` tool.

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