io.github.lazymac2x/ai-prompt-optimizer

repo:https://github.com/lazymac2x/ai-prompt-optimizer-api

Cloudflare Workers MCP server: ai-prompt-optimizer

transport:: remote
credential class:: self-provisionable
repo:: https://github.com/lazymac2x/ai-prompt-optimizer-api

Owner verification

Not yet verified. Verifying proves you control this server and is free, permanently — it never changes a published score.

Start verification →

Tools

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

Embed this server’s score

Tool count and median score across every tool in this server’s corpus — honest in a way a single cherry-picked tool’s badge wouldn’t be.

[![Vouch score](https://vouch.tools/api/servers/982453a9-c2da-4f71-bb22-42cbbadf022e/badge.svg)](https://vouch.tools/servers/982453a9-c2da-4f71-bb22-42cbbadf022e)