MCP MeasureMCP Measure

index observed

ai-prompt-optimizer

Cloudflare Workers MCP server: ai-prompt-optimizer

Should I use this

Quality & Safety

B
Description quality
81%
Schema completeness
80%
Naming quality
84%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Findings (2)

  • LOWTool 'optimize_prompt' description lacks action verbin optimize_prompt
  • LOWTool 'compare_prompts' description lacks action verbin compare_prompts

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~296Tokens (tool definitions)
~395 BTypical response size
Minimal attention impact (0.23% of 128k context)

This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.

Install

One-Click Install

Add this to your `claude_desktop_config.json` file:

{
  "mcpServers": {
    "ai-prompt-optimizer": {
      "url": "https://api.lazy-mac.com/ai-prompt-optimizer/mcp"
    }
  }
}

Remote endpoints

https://api.lazy-mac.com/ai-prompt-optimizer/mcpstreamable-http

What it can do

Tool inventory

Tools (5)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
⚪optimize_prompt(prompt)

Optimize a prompt by removing filler words, compressing verbosity, and returning token savings.

Input Schema

{
  "type": "object",
  "properties": {
    "prompt": {
      "type": "string",
      "description": "Prompt to optimize",
      "maxLength": 32000
    }
  },
  "required": [
    "prompt"
  ]
}
🟢analyze_prompt(prompt)

Analyze a prompt for clarity score, filler patterns, ambiguity, and improvement suggestions.

Input Schema

{
  "type": "object",
  "properties": {
    "prompt": {
      "type": "string",
      "description": "Prompt to analyze",
      "maxLength": 32000
    }
  },
  "required": [
    "prompt"
  ]
}
🟢estimate_tokens(prompt, texts)

Estimate token count of a prompt or batch of texts.

Input Schema

{
  "type": "object",
  "properties": {
    "prompt": {
      "type": "string",
      "description": "Single prompt to estimate"
    },
    "texts": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "maxItems": 50,
      "description": "Batch of texts"
    }
  }
}
⚪compare_prompts(prompt_a, prompt_b)

Compare two prompts. Returns winner by clarity score and token delta.

Input Schema

{
  "type": "object",
  "properties": {
    "prompt_a": {
      "type": "string",
      "maxLength": 32000
    },
    "prompt_b": {
      "type": "string",
      "maxLength": 32000
    }
  },
  "required": [
    "prompt_a",
    "prompt_b"
  ]
}
🟢health_check

Check API health.

Input Schema

{
  "type": "object",
  "properties": {}
}

Community

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Evidence

Recent observations

verifiedversion not recorded5 tools
verifiedversion not recorded5 tools