io.github.lazymac2x/ai-prompt-optimizer

Official5 toolsLive

by lazymac2x

Cloudflare Workers MCP server: ai-prompt-optimizer

ai-prompt-optimizer MCP Server

The io.github.lazymac2x/ai-prompt-optimizer server is a Cloudflare Workers MCP server that exposes ai-prompt-optimizer capabilities via REST and MCP using JSON-RPC 2.0. It is live at api.lazy-mac.com/ai-prompt-optimizer and provides 5 tools.

🛠️ Key Features

Cloudflare Workers deployment
REST + MCP (JSON-RPC 2.0)
Total tools available: 5

🚀 Use Cases

Optimizing prompts through a combined REST and MCP interface
Integrating prompt optimization workflows into MCP-capable clients

⚡ Developer Benefits

JSON-RPC 2.0 MCP compatibility
REST endpoint available alongside MCP

⚠️ Limitations

Tool specifics and exact capabilities are not described in the provided source excerpt

Captured live from the server via tools/list.

optimize_prompt

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

Parameters1

prompt

string

required

Prompt to optimize

Raw schema

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

analyze_prompt

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

Parameters1

prompt

string

required

Prompt to analyze

Raw schema

{
  "type": "object",
  "properties": {
    "prompt": {
      "type": "string",
      "description": "Prompt to analyze",
      "maxLength": 32000
    }
  },
  "required": [
    "prompt"
  ]
}

estimate_tokens

Estimate token count of a prompt or batch of texts.

Parameters2

prompt	string	optional	Single prompt to estimate
texts	array	optional	Batch of texts

Raw 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

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

Parameters2

prompt_a	string	required
prompt_b	string	required

Raw 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.

Parameters

No parameters.

Raw schema

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

Install

Tools (5)

optimize_promptanalyze_promptestimate_tokenscompare_promptshealth_check

Remote endpoint

Streamable HTTP

Hosted server - connect over the network, no local install.

url

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

Add to VS Code Add to Cursor

claude_desktop_config.json

json

{
  "mcpServers": {
    "ai-prompt-optimizer": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://api.lazy-mac.com/ai-prompt-optimizer/mcp"
      ]
    }
  }
}

Desktop config is stdio-only; this bridges via mcp-remote. Native remote: Settings > Connectors.

io.github.lazymac2x/ai-prompt-optimizer

ai-prompt-optimizer MCP Server

🛠️ Key Features

🚀 Use Cases

⚡ Developer Benefits

⚠️ Limitations

optimize_prompt

analyze_prompt

estimate_tokens

compare_prompts

health_check

ai-prompt-optimizer-api

Install

Remote endpoint

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