io.github.lazymac2x/ai-prompt-optimizer

up checked 2026-11-11T00:38:18.005Z

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Publisher-provided description

Cloudflare Workers MCP server: ai-prompt-optimizer

Summary by lookupd

Lets an agent analyze, compare, optimize and estimate token counts for prompts, reporting clarity scores and token savings.

Install

Claude Code, remote (streamable-http)

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

Codex, remote (streamable-http)

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

Cursor, remote (streamable-http) → .cursor/mcp.json

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

Other clients: docs. Or tell your agent: Set up lookupd for me: read https://lookupd.com/agent.md and follow it.

Tools (5 tools)

Publisher-provided text

• 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.

Details

• Version: 1.0.0
• Transports: streamable-http
• Uptime (7 days): 100%
• Median latency: 460 ms
• First indexed: 2026-11-01T09:38:17.648Z
• Last seen in registry: 2026-11-01T09:38:17.648Z
• Repository: https://github.com/lazymac2x/ai-prompt-optimizer-api

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