io.github.lazymac2x/ai-prompt-optimizer

Measured conclusion: Deep-tested. L2 outcome: tools_ok.

Cloudflare Workers MCP server: ai-prompt-optimizer

Add to your agent

Copy this into your MCP client config:

{
  "mcpServers": {
    "ai-prompt-optimizer": {
      "url": "https://api.lazy-mac.com/ai-prompt-optimizer/mcp",
      "transport": "streamable-http"
    }
  }
}

Measured tools (5)

• optimize_prompt

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

  Parameters:

  • prompt (required) — string — Prompt to optimize

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• analyze_prompt

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

  Parameters:

  • prompt (required) — string — Prompt to analyze

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• estimate_tokens

  Estimate token count of a prompt or batch of texts.

  Parameters:

  • texts — array — Batch of texts
  • prompt — string — Single prompt to estimate

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• compare_prompts

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

  Parameters:

  • prompt_a (required) — string
  • prompt_b (required) — string

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• health_check

  Check API health.

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

Repository

Measured by MCPYP probing. Untested fields are omitted, never estimated. Listing is always free; MCPYP never proxies calls or stores user tokens.