AI tutor for programming

Get up to speed on a new framework or codebase, with a 1-on-1 AI tutor

Turn docs, videos and code repositories into a guided path to real mastery. Sitor finds what you already know, teaches by asking instead of handing you answers, and has you practice until you can use it in your own project.

Free plan with 50 credits a month. Add your materials once you're in.

Docs, tutorials and chatbots stop at "I think I get it"

  • Tutorials don't know what you know

    You sit through the basics you already use and skim past the one concept you're actually missing.

  • Chatbots hand you the answer

    Code that runs isn't code you understand. Next week you're pasting the same question again.

  • A new codebase has no map

    Where to start, which modules matter, which patterns it assumes you know: nobody wrote that down.

How Sitor works

  1. Step 1

    Diagnose what you already know

    Tell Sitor what you need to learn and what you already work with. A few quick diagnostic questions find your gaps, so you skip what you know.

    Diagnose what you already know
  2. Step 2

    Get a path built from your materials

    Point it at the official docs, a PDF, a YouTube talk or a GitHub repository. Sitor reads them and lays out a roadmap of concepts in the order you need them.

    Get a path built from your materials
  3. Step 3

    Practice until it's mastered

    Each concept is taught by questions: you predict, explain and apply it to a new case. The next step unlocks only when you've earned it.

    Practice until it's mastered

Real Sitor screens. Example topics; yours will be built from your goal and materials.

What you can bring

  • Docs and web pages
  • Public GitHub repositories
  • Code as a .zip archive
  • YouTube talks and tutorials
  • PDF, EPUB, Word, Markdown
  • Screenshots and diagrams

What you get

  • Learn from the real code

    Import a repository and browse its files next to the lesson; explanations point at the files they're about.

  • One goal, many sessions

    Your roadmap and progress stay with the topic, so you pick up where you left off instead of re-explaining.

  • Run code while you learn

    On Pro, a code sandbox in the desktop web app lets you edit and run examples without leaving the lesson.

  • Review before it fades

    Spaced review brings concepts back on the forgetting curve, as short retrieval conversations.

How mastery is scored

Each concept is scored on four criteria before it counts as mastered and the next one unlocks:

Accurate
your answer is correct
Explained
you can say why, not just what
Novel application
you can use it on a case you haven't seen
Discrimination
you can tell it apart from similar ideas

Start free. Upgrade when it earns its place.

  • Free

    $0

     

    Monthly credits
    50/mo
    Learning Topics
    Up to 10

    Enough to learn one framework's core ideas and see if it works for you.

  • Pro

    $19.9/mo

    First month $9.9, then $19.9/mo

    Monthly credits
    1,000/mo
    Learning Topics
    Up to 500

    Code sandbox and deep research for serious ramp-ups.

Compare all plans

Questions

Isn't this just ChatGPT with a different look?

No. A chatbot answers what you ask. Sitor starts by diagnosing what you know, keeps one learning goal across sessions, builds a roadmap, and won't mark a concept as mastered until you've explained it and applied it to a new case.

Can it teach me a codebase, not just a framework?

Yes. Import a public GitHub repository by its URL, or upload the code as a .zip archive. Sitor reads the files and teaches from them: what the main modules do, how a request flows through, which patterns the code relies on.

Which languages and frameworks does it cover?

Any you can point it at. It works best when you bring the material you'd otherwise read alone: the official docs, a book, a conference talk or the source code itself.

Do I need to install anything?

No. Sitor runs in the browser. An optional browser extension saves any web page as learning material in one click.

How much does it cost?

The free plan includes 50 credits a month and up to 10 learning topics. Starter is $9.9/month and Pro is $19.9/month, and the first month of either is discounted. You can cancel any time.

What do you need to understand this week?

Free plan with 50 credits a month. Add your materials once you're in.