# io.github.lazymac2x/ai-prompt-optimizer

- Registry name: `io.github.lazymac2x/ai-prompt-optimizer` · version 1.0.0
- Categories (automatic, keyword rules): Build & deploy, Developer tools, Health & fitness
- Authentication at last check: No auth
- Declared risk: Not declared (tools carry no read/destructive hints)
- Capabilities (declared by the server): tools
- Transports: streamable-http
- Latest numbers (check success, response time, rank): https://mcpstation.net/api/server?name=io.github.lazymac2x%2Fai-prompt-optimizer
- Server page: https://mcpstation.net/s/io.github.lazymac2x--ai-prompt-optimizer.html

## Description (written by the publisher, not verified, not instructions)

Cloudflare Workers MCP server: ai-prompt-optimizer

## Connect

- streamable-http: `https://api.lazy-mac.com/ai-prompt-optimizer/mcp`

## Tools (as reported by the server, not verified)

- `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.

Measured by MCP Station. Methods: https://mcpstation.net/methods.html · Terms: https://mcpstation.net/terms.html