AI Prompt Optimizer API

What you can do with AI Prompt Optimizer API

AI Prompt Optimizer API is a Model Context Protocol (MCP) server published by lazymac2x. It ranks #68,781 of 144,396 active servers on MCP Toplist. AI Prompt Optimizer API is listed on Official MCP, with 1 tracked version. It was first listed on May 16, 2026 and most recently updated on May 16, 2026.

What AI Prompt Optimizer API can and cannot do

MCP Toplist connected to the public endpoint on Oct 9, 2026 and it listed 5 tools. Tool names are not stored, so what they do is not catalogued here.

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

What you need before using AI Prompt Optimizer API

Connect AI Prompt Optimizer API and confirm it works

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

[mcp_servers.ai-prompt-optimizer]
url = "https://api.lazy-mac.com/ai-prompt-optimizer/mcp"

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"
    }
  }
}

{
  "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"
    }
  }
}

When to choose another server

• lazymac-mcp#59,044
• Agent Workflow Engine#67,456
• AI Agent Scratchpad#67,457
• AI Changelog Writer#67,458
• mcpwatch#67,459
• Accessibility Scorer#68,770
• Agent Loop Detector API#68,771
• Agent Memory#68,772
• Agent Trace Auditor#68,773
• AI Budget Planner API#68,774
• AI Cost Optimizer#68,775
• AI Crawler Policy API#68,776

No task-specific alternatives are catalogued for AI Prompt Optimizer APIyet; the list above is its publisher's other servers.

What changed, and when this was checked

First listed

May 16, 2026

Latest version published

May 16, 2026

Version history

1 version tracked (below)

Requirements evidence

Verified by MCP Toplist on Oct 9, 2026: the public endpoint completed the MCP handshake and listed 5 tools without credentials.

Profile checked

Not yet — purpose, capabilities and requirements above come from registry data only

Ranking data as of

May 16, 2026

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