I OCR'd my Chinese textbooks and made a stateless MCP that allows me to ground my Chinese language studies according to the textbook only. With this I can start a quiz, understand differences between words that have similar meanings knowing no extra grammar is fed when reviewing. I specifically use it with glm 5.3 as it is the most language specific LLM that understands nuances.

Here's the repository: https://github.com/iodize6399/xuexi-keben

And here's the server itself: https://keben.555420.xyz

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AtomicSaboteur 5 hours ago | parent [-]

That's an awesome example! I'll definitely make use of your repo and idea for my German classes. Did you use a specific OCR method? I'm trying to get something better than tesseract :(

	▲	navigate8310 4 hours ago \| parent [-]
		I used Mistral 3. It costed me literally pennies. My workflow was kinda rudimentary but it worked really well. I suggest take a look at this https://github.com/docling-project/docling as well.