What tools does the ai-prompt-optimizer MCP server provide?

ai-prompt-optimizer exposes 5 tools: analyze_prompt, compare_prompts, estimate_tokens, health_check, optimize_prompt. This list was returned by the running server when we connected to it.

Does ai-prompt-optimizer require an API key?

No. ai-prompt-optimizer answered a tools/list request without credentials.

How do I install ai-prompt-optimizer?

Run: claude mcp add --transport http ai-prompt-optimizer https://api.lazy-mac.com/ai-prompt-optimizer/mcp. One-click install links for Cursor and VS Code are also available on the server's page.

Connection check verified live · 27h ago

ai-prompt-optimizer

Cloudflare Workers MCP server: ai-prompt-optimizer

AI & LLM tooling Cloud & infrastructure

Install

Remote (HTTP)

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

Tools 5

GitHub stars —

Installs / wk —

Licence —

Transport streamable-http

Last checked 27h ago

Tools & capabilities

5 tools

Read from the running server on 27h ago.

analyze_prompt prompt*

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

compare_prompts prompt_a*prompt_b*

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

estimate_tokens textsprompt

Estimate token count of a prompt or batch of texts.

health_check

Check API health.

optimize_prompt prompt*

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

Context cost

Light

Connecting this server adds 5 tool definitions to every request — roughly 450 tokens before you ask anything.

Adds little to your context. Safe to keep connected.

Similar servers that cost less:

pqs-mcp-server 2

Estimated at ~90 tokens per tool. Actual size varies with schema complexity — treat this as an order of magnitude, not a measurement.

shares optimize_prompt · 2 tools

v12-dfs verified live · 27h ago

shares health_check · 34 tools

meet-mcp verified live · 20h ago

shares health_check · 8 tools

clawfetch-mcp verified live · 20h ago

shares health_check · 10 tools

data verified live · 20h ago

shares health_check · 93 tools

agent-mcp verified live · 20h ago

shares health_check · 6 tools

Ranked by shared tools where both expose an inventory, otherwise by shared wording.

Source & links

Repository: lazymac2x/ai-prompt-optimizer-api
Registry: io.github.lazymac2x/ai-prompt-optimizer
Endpoint: https://api.lazy-mac.com/ai-prompt-optimizer/mcp
Sources: registry