MCP.Market

AI Prompt Optimizer MCP server

online · 100% uptime
by lazymac2x·io.github.lazymac2x/ai-prompt-optimizer·v1.0.0
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Cloudflare Workers MCP server: ai-prompt-optimizer

B79/100grade B
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Safety scan
B79/100

full report

Adoption
New

0 stars

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AI Prompt Optimizer tools (5)

write = sends, deletes, buys or posts
  • analyze_promptFree

    Analyze a prompt for clarity score, filler patterns, ambiguity, and improvement suggestions.

  • compare_promptsFree

    Compare two prompts. Returns winner by clarity score and token delta.

  • estimate_tokensFree

    Estimate token count of a prompt or batch of texts.

  • health_checkFree

    Check API health.

  • optimize_promptFree

    Optimize a prompt by removing filler words, compressing verbosity, and returning token savings.

Public scan report

scanner v0.1.9 · 2026-09-27 · same rubric, same numbers if you re-run it

no findings
  • –Code scanremote-only server, no package to scann/a
  • Live reliabilityremote reachable in 178ms20/20
  • Tool poisoning5 tool descriptions checked15/15
  • Auth qualityopen endpoint, read-only tools10/15
  • Maintenancelast push 134 days ago8/15
  • Maintainer identityregistry namespace matches repository owner6/10
Overall 79/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How AI Prompt Optimizer compares

Against every graded Developer tools MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
79/100
higher than 53% of 1,119 Developer tools servers
Tools
5
the typical Developer tools server has 7
Tools that change things
0%
typical: 5%. Fewer write tools means less an agent can break
Uptime
100%
of our recent checks; the typical remote Developer tools server answers 100%
Response time
21 ms
faster than 96% of 443 Developer tools servers

What its tools let an agent do: 5 read

Install AI Prompt Optimizer in Claude Code, Cursor or VS Code

claude mcp add --transport http ai-prompt-optimizer https://api.lazy-mac.com/ai-prompt-optimizer/mcp
Add to Cursor

What the publisher says

From the AI Prompt Optimizer repository's README, as published. We do not edit it. Read it on GitHub

ai-prompt-optimizer-api

Cloudflare Workers MCP server: ai-prompt-optimizer. REST + MCP (JSON-RPC 2.0). Live: api.lazy-mac.com/ai-prompt-optimizer

Nothing above is checked by us. What we check is on the safety report.

AI Prompt Optimizer: common questions

Is AI Prompt Optimizer MCP server safe?
Mostly: it is graded B (79/100). Read the AI Prompt Optimizer safety report
How do I install AI Prompt Optimizer?
It runs remotely at api.lazy-mac.com. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does AI Prompt Optimizer need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is AI Prompt Optimizer maintained?
The last commit was 171 days ago (2026-05-17). The latest release is v1.0.0.
Is AI Prompt Optimizer up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of AI Prompt Optimizer?
Servers from other publishers that do the same job: Scrapling MCP Server, TerraVision MCP server and Porkbun (official) MCP server.
How does AI Prompt Optimizer compare with other Developer tools MCP servers?
safety score 79/100 (higher than 53% of 1,119 Developer tools servers); tools 5 (the typical Developer tools server has 7); tools that change things 0% (typical: 5%. Fewer write tools means less an agent can break). Full comparison.

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