Education Β· Do this yourself

Ground Chinese study sessions in your own textbook with an MCP server.

βœ… He published the repo and a hosted server.

No X data

Who it’s for

Teachers, students, tutors, coaches and anyone learning something new.

Adapt it to your industry

  • Coach: practice exercises and check-ins for your clients
  • Healthcare: simple explainers for patients (checked by a professional)
  • Shop: short how-to guides for your products

Step by step

  1. Write what you want to learn or teach, and the level (beginner, intermediate).
  2. Open ChatGPT, Claude or Grok and paste the prompt below.
  3. Ask for a 2-week plan with short daily lessons and a quiz at the end of each.
  4. Do one lesson and ask the AI to quiz you or your student; ask it to explain wrong answers.
  5. Check key facts against a trusted textbook or source.
  6. Save the best lessons in a document you can reuse.

Ready-to-copy prompt

Using only the textbook tool, quiz me on lesson [N] vocabulary. Then explain the difference between [word A] and [word B] using only examples from the book.

Start with AI

Opens the AI with this guide and the prompt filled in.

Cost
$0–20/month (free tiers or one AI plan)Our estimate
Time
1–2 weekendsOur estimate

How to make money from it

Pricing idea: Sell a short course or cohort (for example $50–500), or tutoring sessions that use the AI-made materials.

Finding your first 10 customers

  • Teach one free live session on the topic.
  • Share the free lesson materials publicly.
  • Invite attendees to a paid follow-up.

Ideas, not promises. Results vary.

Details: source, numbers and tags

What they did

navigate8310 OCR’d his Chinese textbooks and built a stateless MCP server to run quizzes and compare similar words without extra grammar creeping in. He uses it with GLM 5.3.

How it went

He published the repo and a hosted server.

Worth knowing

Restricting the model to your textbook keeps it at your level.

Difficulty
IntermediateOur rating
Time to build
Not reportedOur estimate
Monthly cost
Not reported
Revenue
Not reportedWe only show revenue the source states
Engagement
1 reply to HN commentComment in β€œAsk HN: Who is using MCP in production?” (198 points, 201 comments) Β· fetched Oct 15, 2026
X buzz
No X data

Original builder recipe

  • OCR tool
  • Stateless MCP server over the text
  • Any LLM client
  1. Pick one concept to learn or teach.
  2. Have the agent build or explain it step by step.
  3. Test your understanding by changing parameters or asking why.
  4. Iterate.

Open the repo β†— (opens in new tab)

Tags

Agent GLM
Tool MCP OCR
Role Learner

Read the original

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