Ai Prompt Optimizer

io.github.lazymac2x/ai-prompt-optimizer

Cloudflare Workers MCP server: ai-prompt-optimizer

healthy

status

tools exposed

590ms

connect latency

315f0e192b7c

schema fingerprint

Tools (5)

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.

Endpoint

https://api.lazy-mac.com/ai-prompt-optimizer/mcp
Category: AI & LLM · Last checked: 2026-08-15T09:58:03Z

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How we measure →

What this means. This server responded to the MCP handshake and listed its tools without authentication. The schema fingerprint lets us flag if tool signatures silently change (schema drift) between checks.