Ai Prompt Optimizer

Connect Remote server

claude mcp add --transport http ai-prompt-optimizer https://api.lazy-mac.com/ai-prompt-optimizer/mcp

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

{
  "servers": {
    "ai-prompt-optimizer": {
      "type": "http",
      "url": "https://api.lazy-mac.com/ai-prompt-optimizer/mcp"
    }
  }
}

Settings > Connectors > Add custom connector
URL: https://api.lazy-mac.com/ai-prompt-optimizer/mcp

Tools 5 found in our last check

• optimize_prompt

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

• analyze_prompt

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

• estimate_tokens

  Estimate token count of a prompt or batch of texts.

• compare_prompts

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

• health_check

  Check API health.

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