A minimal, universal product recommendation service based on fastmcp. Out-of-the-box, async, high concurrency, supports any table structure and multiple LLM backends (OpenAI/Monica). Ideal for e-commerce, content platforms, AI bots, SaaS, and more. No field mapping needed—raw data to LLM, open source friendly.