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
Catalog
AI Prompt Optimizer
Official5 toolsby lazymac2x
Cloudflare Workers MCP server: ai-prompt-optimizer
Optimizes and refines prompts for better AI model performance.
Captured live from the server via tools/list.
optimize_prompt
Optimize a prompt by removing filler words, compressing verbosity, and returning token savings.
Parameters (1)
- promptstringrequired
Prompt to optimize
analyze_prompt
Analyze a prompt for clarity score, filler patterns, ambiguity, and improvement suggestions.
Parameters (1)
- promptstringrequired
Prompt to analyze
estimate_tokens
Estimate token count of a prompt or batch of texts.
Parameters (2)
- promptstring
Single prompt to estimate
- textsarray
Batch of texts
compare_prompts
Compare two prompts. Returns winner by clarity score and token delta.
Parameters (2)
- prompt_astringrequired
- prompt_bstringrequired
health_check
Check API health.
No parameters.
Install
Tools (5)
optimize_promptanalyze_promptestimate_tokenscompare_promptshealth_check
Remote endpoint
Streamable HTTPHosted server - connect over the network, no local install.
https://api.lazy-mac.com/ai-prompt-optimizer/mcpclaude_desktop_config.json
{
"mcpServers": {
"ai-prompt-optimizer": {
"command": "npx",
"args": [
"-y",
"mcp-remote",
"https://api.lazy-mac.com/ai-prompt-optimizer/mcp"
]
}
}
}Desktop config is stdio-only; this bridges via mcp-remote. Native remote: Settings > Connectors.