MCPs โบ llm-prompt-optimizer
A deterministic prompt optimization middleware for AI coding agents that preserves intent, compresses context, and detects drift, available as an MCP server with tools for optimize_prompt, classify_prompt, and more.
Not monetized yet
Turn llm-prompt-optimizerโs tool calls into revenue: one disclosed sponsored slot, 70% revenue share, fail-open by design.
Install llm-prompt-optimizer
For anyone using llm-prompt-optimizer โ no Lulu account needed# stdio server โ install per the repository README: https://github.com/divyesh-freelance/llm-prompt-optimizer
Real-time weather for any city, built on the lulu-ads widget gallery. First-party, free forever.
View server โFAQ
llm-prompt-optimizer installs from source โ follow the repository README.
Unrated out of 100, computed from cross-registry traction signals (installs, stars, registry presence) โ never influenced by sponsorship.
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Your server?
This is for the person who owns llm-prompt-optimizer โ adds Lulu Ads to your own code. Not the install steps above, those are for your users.
Copies a ready prompt: your coding agent installs the lulu-ads SDK, wires the slot, and applies the widget design guide.
or set up manually at getlulu.dev/publishers
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Managed hosting with monetization built in โ waitlist.
[](https://getlulu.dev/mcps/llm-prompt-optimizer)