# Python and Jupyter – Juno — user reviews > 379 indexed App Store user reviews of Python and Jupyter by Rational Matter, rated 4.60/5 from 1,086 ratings. - Source: https://appshunter.io/ios/app/python-and-jupyter-juno/id1462586500/reviews - App overview in markdown: https://appshunter.io/ios/app/python-and-jupyter-juno/id1462586500.md - Rating breakdown: 5★ 898 · 4★ 83 · 3★ 25 · 2★ 12 · 1★ 68 ## What do users think of Python and Jupyter? Overall sentiment: mixed **Pros** - 🚀 Powerful Python app for iPhone and iPad - 🚀 Excellent for data science and machine learning - 🚀 Impressive Jupyter notebook performance - 👍 Sleek and elegant interface - 👍 Convenient for on-the-go coding - 👍 Supports full Jupyter notebooks **Cons** - 🔒 Requires paid subscription to access full functionality - 🐛 Crashes frequently, especially when switching apps - 🐛 Buggy behavior with external file storage - 🐛 Inability to install many required packages - 🐛 Outdated Python version (3.6) **Commonly reported bugs** - Crashes when running certain code or opening files - Unreliable file management and syncing - Compatibility issues with newer iOS versions **Most requested features** - Add support for more Python libraries and frameworks (e.g., TensorFlow, Keras, Scikit-learn) - Improve integration with external file storage (Google Drive, Dropbox, etc.) - Implement cell collapsing and text size adjustment - Add an interactive REPL terminal ## Newest reviews (11 of 379) ### 4/5 — Cell Output Plots *2026-08-12, version 4.1.4* Worth the $40 to use this app. However with latest builds, clicking cell output with plots doesn’t use screen wisely. on 12.9 in ipad, it pops up a 400 x 400 window that takes up less 25% of screen width and height. Zooming is awkward to use. Until developers fix, i’m going use my laptop ### 3/5 — Nice to have Jupyter notebooks on my iPad *2026-06-28* Overall the running of Python scripts and Jupyter notebooks works very well. In fact, the app would be worth the money just for the Jupyter notebooks. However, the user experience for me was a bit of a let down. I keep getting little problems like auto indents going to the wrong place, eapecially after two finger cursor moving gestures over the keyboard, and sometimes the cursor going off a few lines when I tap to place the cursor, which require me to exit and reopen the app. Plus navigating back to the project/file list can be unintuitive and frustrating especially in portrait view (perhaps because I have an iPad Mini). I do like this app though, I just think the dev could spend a bit more time coding with it so it becomes a bit more polished. **Developer response:** Hi 👋, quick follow-up: Juno 4 is out now, and a good deal of what you ran into has been reworked—the editor, the workspace and moving between files. Worth another look and if anything still feels rough, please ping me at help@juno.sh. Thanks for the detailed feedback! 😇 ### 3/5 — 666还必须要花钱 *2026-05-26* 🤔 ### 5/5 — Great app *2026-05-18, version 3.10.0* Overall this is a great app. Opening files however is more confusing than it should be, however. For some reason tapping on a file on iPad only previews it, and for some reason the preview is always wrap rather narrowly so that there’s up to 10-20% of nothing but wasted whitespace on the right. Actually opening files results it different kinds of editors: code files get a full screen editor with a collapsible console sidebar. But text files confusingly only get a modal popup up. I understand why notebooks are somewhat different, but overall the app would be far less confusing if I could 1) actually just open files by tapping on them instead getting a useless narrow preview, and 2) just use the same editor for text and code files. Text files could just have certain toolbar items disabled. Also, I often would want to use the console or a Python terminal while viewing a text file, as some text files are actuall CSV files that I’m manipulating. The UIs in Pythonista amd Pyto are much more intuitive , but sadly development has seemed to stall for both. I’d love to replace them with Juno, but the UI needs work. ### 2/5 — Onedrive support? *2026-04-08* Docs say onedrive not supported, ios settings app lets me choose onedrive for document storage in juno’s app access settings. Which is it? It still doesn’t let me open the files in the app so I guess it doesnt work. Wont shell out £30 for an ide that doesnt integrate with my institutions storage provider. **Developer response:** 👋 Sorry about that—OneDrive hasn't finished its iOS integration on Microsoft's side, so Juno can't fully work with it yet. Opening and editing individual documents should still work, just not granting access to whole directories. If even that's broken, email help@juno.sh and I'll look into it. ### 5/5 — Ricky *2026-04-08* Excellent IDE for python and ML coding on the go. Tons of feature and excellent support for huge number of libraries. I absolutely love it . Strongly recommend . ### 3/5 — Plot tiling *2026-04-06, version 3.10.0* please allow plot windows to be maximised/docked on the IDE. ### 4/5 — Muy buena app *2026-03-30, version 3.10.0* Necesito para el Mac como lo puedo usar ??? ### 4/5 — Допиливайте, удачи *2026-03-18* Нет поддержки таблиц marcdown Нет поддержки выделения программного кода , например: ```cpp ``` Нет поддержки консоли ! Echo hellowword Следует ли надеяться на другие ядра ? Следует ли надеяться на latex вставки? … Нет экспорта в pdf, html … Клавиатура прибаговывает и перестает открываться. Стилус вечно в режиме дорисовывания и дописывания. Кликнуть им можно только на клавиатуру, любой выбор ячейки - только дописывание. Аминь ### 4/5 — Хорошее приложение, но кое-что не нравится *2026-02-25* Приложение идеальное! Особенно для хранения кодов Python, но разочаровывает - это то, что если хочешь посмотреть код то нужна подписка. Остальных минусов не нашёл ### 4/5 — Please add Langchain *2026-02-20, version 3.9.0* This is perfect for most data science use cases but it lacks the full capability of my main use case which is langchain. Adding this will make this app 5/5 but I am still stuck with using google colab for the IPad ## Most critical reviews (10 lowest-rated) ### 1/5 — No able to run for free basic code *2026-07-26, version 4.1.3* . ### 1/5 — 実行できない *2026-06-01* 実行するのに課金しないといけないとかまじでドブカスじゃん無課金にしてほしいんだが **Developer response:** こんにちは 👋 ご意見ありがとうございます！コードの実行は Juno の有料版の機能ですが、まずはたっぷりの無料実行枠でしっかりお試しいただけます（ノートブック、スクリプト、プロジェクト、コンソール、さらにはご自身のショートカットからの自動実行まで）。お支払いいただく前に、価値があるかどうかをご自身でご判断いただけます。ぜひまた Juno を使ってみていただけると嬉しいです。😇 ### 1/5 — No point to use it. *2026-05-17* Seriously? Why do we need to pay just to run code? It should be free and not expensive! Why do we have to pay to use? Without running code we may not identify what’s wrong with our code. AND I WILL NOT PAY TO USE IT. BAD. I would’ve gave you more stars IF YOU MADE RUNNING FREE. THIS APP IS POINTLESS WITHOUT RUNNING. **Developer response:** Hi 👋—appreciate you taking the time to share your thoughts! Running code sits behind Juno's premium tier, but you can now try it before upgrading using the included introductory notebook and script. And even on the free side, you still get useful tools like beautifully rendered notebook previews and syntax-highlighted file viewing. Hope you'll give Juno another try. ### 1/5 — Rubbish *2026-05-15, version 3.10.0* I was trying to make an app with this but to run my code I had to pay ? This is ridiculous ### 1/5 — Not actually free *2026-04-15* They make the app look free on the App Store and then there is an in app pricey purchase to be able to run code. **Developer response:** Hi 👋—I appreciate the feedback! Running code does sit behind Juno's paid tier, but you get a generous free allowance to try it properly first (in notebooks, scripts, projects, the console, even your own Shortcuts automations), so you can decide whether it's worth it before paying anything. Hope you'll give Juno another try. 😇 ### 1/5 — Only for adults prob *2026-03-24* I installed it and playing the code costs a 40$/month trial to use, Would NOT recommend **Developer response:** 👋 One correction worth making: there's no monthly charge—Juno is a single one-time purchase, not a subscription. And you can now run your own code on a generous free allowance first (notebooks, scripts, projects, the console, even your own Shortcuts), so you can decide before paying anything. ### 1/5 — I Can’t run python scripts and can’t run it for free *2026-01-31, version 3.9.0* DONT DOWNLOAD THiS APP ITS PAY TO USE ### 1/5 — 太不好用 *2026-01-30* 非常不要用，大家不要用它 **Developer response:** 抱歉讓你有這麼差的體驗 🙏 如果遇到任何無法使用或功能不正常的情況，請寄信到 help@juno.sh，告訴我你遇到的問題（包含你使用的裝置型號與 iOS 版本、以及你做了哪些步驟）。我會很樂意協助你把它處理好。 ### 1/5 — 切换商店就掉会员 *2026-01-20, version 3.9.0* 切换商店就掉会员 ### 1/5 — Useless unless you pay *2025-12-24, version 3.8.2* Literally all useful functionality requires the full version, and it doesn’t do enough to let me evaluate its worth. ## Most praised reviews (10 highest-rated) ### 5/5 — 为我之前的评论感到抱歉 *2026-08-26* 这是一个非常好的学习和使用Python的工具软件，但因为我的无知（因为我最开始没有看到回复购买的选项）给这个App打了一星，现在我希望收回之前的评价，也同时感谢开发者这几年还在不断更新这个App。再次为我的错误向开发者朋友道歉🙇 **Developer response:** 👋 你好！Juno 只需付费一次——此前购买过任何版本的用户，都应该已经免费解锁了全部付费功能。如果没有自动解锁，请发邮件至 help@juno.sh，我会帮你查看。 👋 Hey—you only pay once; everyone who had ever purchased any version of Juno previously should have all paid features unlocked for free. If this didn’t happen automatically please reach out to help@juno.sh and I’ll take a look. ### 5/5 — Worth every penny - now supports Claude, Codex and OpenCode *2026-08-24* Now works with your AI subscriptions, including Claude, Codex and OpenCode (and anything with compatible API), brilliant thank you! Previous review from 2025: I got this for arbitrary precision maths using mpmath (and SymPy) and it’s great, worth every penny. Only certain libraries are available because of the locked-down iOS platform, but that includes lots of favourites. This sole developer is doing a superb job! **Developer response:** Thank you for your kind words! Please ping me at beta@juno.sh, I'm currently testing more AI providers options on TestFlight, and Juno will gain its own agentic harness too in one of the next updates. 😉 ### 5/5 — Worth every penny - needs OpenCode AI! *2026-08-18, version 4.1.5* AI integration would be much better with more model support, eg OpenCode. Previous review from 2025: I got this for arbitrary precision maths using mpmath (and SymPy) and it’s great, worth every penny. Only certain libraries are available because of the locked-down iOS platform, but that includes lots of favourites. This sole developer is doing a superb job! ### 5/5 — Positively answered a long time search of mine *2026-08-11* Yes, I had been searching for an app that would give a CAS, a programming language and the possibility of porting my files to my macbook. I tryed several until I found python in ios. I took some time until I decided to give juno a try. I am very satisfied. The package numpy sometimes gets unload by the OS,as explained by the developer, but I can manage. The developer even answers our questions, which is nice! ### 5/5 — Incredible tool *2026-07-18* This is what is currently possible in iOS / iPadOS. Great product. ### 5/5 — 好 *2026-07-18* 有中文 ### 5/5 — Amazing! *2026-07-17* I’ve used Juno for years and am so happy to shout out these developers. There is consistent support and updates to the app and to the underlying libraries. Juno is actually my main daily Jupyter notebook and code editor. It’s amazing to have it available wherever I am and I can achieve so much with it. The most recent updates have been even more of a game changer. With projects and AI assistants, as well as full utilization of background processes, there is so much more that can be done. Worth every penny. Please keep up the great work and great support! ### 5/5 — Amazing Python/Jupyter on iPad *2026-07-16, version 4.1.0* I could never imagine one day I can lie on sofa to script Python. Now I did it with this wonderful App :) ### 5/5 — Great app *2026-07-13* I really like the app, it is probably the best way to do Jupyter on the Ipad. ### 5/5 — 💝 *2026-07-10, version 3.10.0* Juno is the best. --- *Data collected daily from the US App Store and indexed by [AppsHunter](https://appshunter.io/). User reviews are verbatim App Store reviews. Ratings, prices and chart positions refresh continuously; this snapshot is from 2026-08-30.*