# ai-prompt-optimizer MCP server

Cloudflare Workers MCP server: ai-prompt-optimizer

## Links
- Registry page: https://www.getdrio.com/mcp/io-github-lazymac2x-ai-prompt-optimizer
- Repository: https://github.com/lazymac2x/ai-prompt-optimizer-api

## Install
- Endpoint: https://api.lazy-mac.com/ai-prompt-optimizer/mcp
- Auth: Not captured

## Setup notes
- Remote endpoint: https://api.lazy-mac.com/ai-prompt-optimizer/mcp

## Tools
- optimize_prompt - Optimize a prompt by removing filler words, compressing verbosity, and returning token savings. Endpoint: https://api.lazy-mac.com/ai-prompt-optimizer/mcp
- analyze_prompt - Analyze a prompt for clarity score, filler patterns, ambiguity, and improvement suggestions. Endpoint: https://api.lazy-mac.com/ai-prompt-optimizer/mcp
- estimate_tokens - Estimate token count of a prompt or batch of texts. Endpoint: https://api.lazy-mac.com/ai-prompt-optimizer/mcp
- compare_prompts - Compare two prompts. Returns winner by clarity score and token delta. Endpoint: https://api.lazy-mac.com/ai-prompt-optimizer/mcp
- health_check - Check API health. Endpoint: https://api.lazy-mac.com/ai-prompt-optimizer/mcp

## Resources
Not captured

## Prompts
Not captured

## Metadata
- Owner: io.github.lazymac2x
- Version: 1.0.0
- Runtime: Streamable Http
- Transports: HTTP
- License: Not captured
- Language: Not captured
- Stars: Not captured
- Updated: May 16, 2026
- Source: https://registry.modelcontextprotocol.io