AI Prompt Optimizer MCP server

AI Prompt Optimizer is a remote MCP server that gives an AI agent 5 tools, among them analyze_prompt, compare_prompts, estimate_tokens. It answers at https://api.lazy-mac.com/ai-prompt-optimizer/mcp over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 6 of 6 times since 11 September 2026; the last check, on 22 October 2026, succeeded.

Cloudflare Workers MCP server: ai-prompt-optimizer

Description as the publisher wrote it.

The 5 tools AI Prompt Optimizer offers

Add AI Prompt Optimizer to your AI client

Every block below points at https://api.lazy-mac.com/ai-prompt-optimizer/mcp. Pick your client and copy.

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

{
  "mcpServers": {
    "ai-prompt-optimizer": {
      "command": "npx",
      "args": ["-y", "mcp-remote", "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"
    }
  }
}

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

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

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

name: AI Prompt Optimizer
version: 0.0.1
schema: v1
mcpServers:
  - name: AI Prompt Optimizer
    type: streamable-http
    url: https://api.lazy-mac.com/ai-prompt-optimizer/mcp

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

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

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

goose://extension?url=https%3A%2F%2Fapi.lazy-mac.com%2Fai-prompt-optimizer%2Fmcp&type=streamable_http&id=ai-prompt-optimizer&name=AI%20Prompt%20Optimizer

Is AI Prompt Optimizer up right now?

It answered our last check on 22 October 2026 in 467 ms. Over 6 checks since 11 September 2026 it answered 6. Status here comes from Neuronto's own probes, not from the publisher.

MCP servers similar to AI Prompt Optimizer

Questions about AI Prompt Optimizer

How many tools does AI Prompt Optimizer have?

5, as returned by the server's own tools/list on 15 September 2026: analyze_prompt, compare_prompts, estimate_tokens, health_check, optimize_prompt.

Is AI Prompt Optimizer down?

It answered our last check on 22 October 2026 in 467 ms. Over 6 checks since 11 September 2026 it answered 6.

How do I add AI Prompt Optimizer to Cursor?

Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://api.lazy-mac.com/ai-prompt-optimizer/mcp. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.

Does AI Prompt Optimizer need an API key?

It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.

Where this comes from

Publisher: io.github.lazymac2x. Endpoint host: api.lazy-mac.com. ARD identifier: urn:air:io.github.lazymac2x:mcp:ai-prompt-optimizer. First indexed 10 September 2026. The tools are exactly what the server returned; nothing on this page is inferred from its name. Ranking in Neuronto search is never for sale.