mcpbeat Sign in

AI Prompt Optimizer MCP Server

by lazymac2x Your server? Claim it
answering

AI Prompt Optimizer is answering right now. Last checked 4 min ago. It exposes 5 tools. Last commit 17 May 2026.

Cloudflare Workers MCP server: ai-prompt-optimizer

Uptime history 48 days of history
48 days agonow
100.0%
Uptime 24h
92 of 92 checks
5
Tools
read from the server
169 ms
Response time
average over 24h
0
Stars
last commit 17 May 2026

Nothing serious here today

Today is the operative word: we check AI Prompt Optimizer every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Three servers free · no card

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 4 min ago.

run in your terminal
claude mcp add ai-prompt-optimizer --transport http https://api.lazy-mac.com/ai-prompt-optimizer/mcp
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "ai-prompt-optimizer": {
      "url": "https://api.lazy-mac.com/ai-prompt-optimizer/mcp"
    }
  }
}
~/.codex/config.toml
[mcp_servers.ai-prompt-optimizer]
url = "https://api.lazy-mac.com/ai-prompt-optimizer/mcp"
.cursor/mcp.json
{
  "mcpServers": {
    "ai-prompt-optimizer": {
      "url": "https://api.lazy-mac.com/ai-prompt-optimizer/mcp"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "ai-prompt-optimizer": {
      "url": "https://api.lazy-mac.com/ai-prompt-optimizer/mcp"
    }
  }
}

Available tools 5

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

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

Endpoints

URLTransportStateLatencyChecked
https://api.lazy-mac.com/ai-prompt-optimizer/mcp streamable-http answering 153 ms 4 min ago

Alternatives to AI Prompt Optimizer

same job, measured the same way
AI Cost Optimizer
by lazymac2x

Cloudflare Workers MCP server: ai-cost-optimizer

5 tools answering
AI Eval
by lazymac2x

Cloudflare Workers MCP server: ai-eval

3 tools answering
AI Provider Status
by lazymac2x

Cloudflare Workers MCP server: ai-provider-status

3 tools answering
AI Gateway
by lazymac2x

Cloudflare Workers MCP server: ai-gateway

answering
AI Crawler Policy
by lazymac2x

Cloudflare Workers MCP server: ai-crawler-policy

answering
Blog
by lazymac2x

Cloudflare Workers MCP server: blog

3 tools answering
API Mock Server
by lazymac2x

Cloudflare Workers MCP server: api-mock-server

6 tools answering
AI Guardrails
by lazymac2x

Cloudflare Workers MCP server: ai-guardrails

5 tools answering

AI Prompt Optimizer — questions

Answers built from our own checks of this server.

What can AI Prompt Optimizer do?
It exposes 5 tools, read directly from the server on our last check. Among them: analyze_prompt, compare_prompts, estimate_tokens, health_check, optimize_prompt. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →
Is AI Prompt Optimizer working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 92 of 92 checks got a reply (100.0%), average response time 169 ms. The bar chart above shows every period we have measured.
How do I connect AI Prompt Optimizer?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.
Does AI Prompt Optimizer need an API key?
No. AI Prompt Optimizer completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 5 of them are readable on this page. This is what we observed, not what the docs claim.
How fast is AI Prompt Optimizer?
It answers our handshake in 169 ms on average, which is faster than 73% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.
Is AI Prompt Optimizer open source?
We cannot say either way: 0 stars on GitHub, but we could not determine the licence, and without one the code is not open source by default.