MCP server

Ai Prompt Optimizer

io.github.lazymac2x/ai-prompt-optimizer

Checked 26 Oct 2026, 08:29 UTC · Connected to it and listed its tools

Cloudflare Workers MCP server: ai-prompt-optimizer

Source

At a glance

Type

MCP server

Publisher

Not verified

Status

Working at last check

Tools

5

Token cost

About 366 tokens per request

Sets up in

Claude Code, Claude Desktop, Codex, Gemini CLI, Cursor, VS Code, Antigravity, ChatGPT, OpenAI API, Grok

Last checked

26 Oct 2026, 08:29 UTC

Connect it to your agent

Add to CursorAdd to VS CodeVS Code Insiders

Opens the app, which shows the server and asks you to confirm. For other apps, copy the setup below.

Claude Code

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

Claude Desktop

Settings → Connectors → Add custom connector, and paste the URL.

Codex (config.toml)

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

Gemini CLI

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

Cursor

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

VS Code

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

Antigravity

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

ChatGPT

Settings → Apps & Connectors → Advanced settings: turn on Developer mode, then Create a connector and paste the URL. Which plans can do this varies.

OpenAI API (Responses tools)

{"type":"mcp","server_label":"ai-prompt-optimizer","server_url":"https://api.lazy-mac.com/ai-prompt-optimizer/mcp","require_approval":"always"}

Grok (xAI API tools)

{"type":"mcp","server_label":"ai-prompt-optimizer","server_url":"https://api.lazy-mac.com/ai-prompt-optimizer/mcp"}

Tools

• analyze_prompt ~81 tokens
  Analyze a prompt for clarity score, filler patterns, ambiguity, and improvement suggestions.
• compare_prompts ~83 tokens
  Compare two prompts. Returns winner by clarity score and token delta.
• estimate_tokens ~88 tokens
  Estimate token count of a prompt or batch of texts.
• health_check ~31 tokens
  Check API health.
• optimize_prompt ~83 tokens
  Optimize a prompt by removing filler words, compressing verbosity, and returning token savings.

Browse

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