Python IDE & Jupyter vs Digital Agents
Price, ratings, monetisation and update history for both apps, side by side — with what reviewers say about each.
Python IDE & Jupyter
This app provides a full-featured Python coding environment for mobile devices. It supports both Python scripts and Jupyter notebooks, offering offline execution, code completion, and access to popular data science libraries.
- Python script and Jupyter notebook support
- Offline code execution
- Code completion and console
- File and folder navigation
- Data science library integration
- Package management
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Zero-setup Python IDE that runs your code offline, an AI coding assistant, and a developer toolbox — in a first-class citizen app for iPad and iPhone. Juno is designed to cover all your Python coding needs, supporting both Python scripts (.py) and Jupyter notebooks (.ipynb) — a document format focused on applying Python to data analysis and computational science. FREE FEATURES - Navigate and manage files and folders, quickly preview documents and media - Browse and edit Jupyter notebooks in a powerful, customizable notebook editor with beautifully rendered previews — editing is free - Write and edit code sources, scripts, JSON, XML, and other text-based formats — one versatile editor for code and text alike, with syntax highlighting - Add quick access bookmarks for file system locations outside the app's sandbox, or simply open documents in place PRO FEATURES Only one thing in Juno is Pro: running code. Even that is free to try — a generous trial allowance lets you run notebooks, scripts, projects, and the REPL before you buy. After the trial, running code unlocks with a one-time Pro purchase — not a subscription. - Run Jupyter notebooks, Python scripts, and whole projects locally with the built-in Python 3.13 interpreter and a full suite of up-to-date, preinstalled scientific and data packages — entirely offline - Explore interactively in a Python REPL — open a standalone prompt, or drop into it after running a script or project to keep exploring what it defined - Search the variables, functions, and imports in your session with the Object Inspector — no need to print each one - Open any folder as a project: file tree, multiple editor tabs, run any script, with a coding assistant aware of the whole project - Keep side outputs — Preview, Browser, Console, Object Inspector — open as side-by-side tabs in an output sidebar - View local web servers and HTML your code produces in a built-in browser with developer debug tools - Long-running scripts and Jupyter sessions keep going in the background - Automate with Shortcuts and Siri: App Intents run a Python file, run Python code, or open a file — pass arguments and files, capture output, and chain actions - Leverage powerful data analysis, machine learning and developer tools: NumPy, pandas, Matplotlib, SciPy, Scikit-learn, OpenCV, LXML, and more - Enjoy painless package management: install any pure Python package with an intuitive package manager AI CODING ASSISTANT The assistant runs on your key, not ours: add your OpenAI, Anthropic, or Gemini API key, and requests go straight from your device to your provider. You control what you spend and share — Juno never takes a cut. PYTHON MEETS iOS Reach native iOS APIs straight from Python with the built-in juno modules: clipboard, Keychain, device info, location, motion sensors, contacts, reminders, photos, sound, notifications, sharing, and Bluetooth. Show native alerts and pickers, present full-screen image, video, and web previews, or call into UIKit, Foundation, and any Objective-C framework via the Objective-C bridge. PYTHON SCRIPTS Python scripts are plain-text Python source code files with a .py extension. Juno lets you work on these with snappy, intelligent code completion, a console with full terminal emulator support, and a built-in media viewer for code-generated images, plots, web apps, and more — executed by the embedded Python interpreter, locally on your iPhone or iPad and completely offline. JUPYTER NOTEBOOKS A Jupyter notebook is a versatile document format that stores live code, markdown text, plots, images, and LaTeX equations in a single .ipynb file. Notebooks keep a record of every input and output of an interactive session, embedding rich output (HTML, images, video, plots) right in the document — a perfect playground for data analysis, machine learning, and computational science, and Juno makes working with them a breeze!
Digital Agents
Create and customize AI agents for various tasks like writing, research, and business platform interaction. Upload documents to expand their knowledge and train them for specific needs. These assistants can interact with external tools and databases to perform real-world tasks.
- Create custom AI agents
- Personalize agent personalities and expertise
- Upload unlimited documents for agent knowledge
- Interact with external tools and databases
- Run multiple AI conversations simultaneously
- Maintain continuous, context-aware conversations
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Create and chat with your own team of AI agents - each customized for different tasks like writing, research, or interacting with your business platforms. Digital Assistant lets you give these AI helpers access to unlimited documents to build their knowledge, design their personalities, and train them for your specific needs. With support for function calling, your assistants can even interact with external tools and databases, performing real-world tasks beyond just chat. Whether you're running multiple conversations, implementing advanced integrations, or seeking distraction-free interactions, our clean interface puts powerful AI capabilities at your fingertips. IMPORTANT: This app requires an OpenAI API account (different from ChatGPT). While this means a separate account, it gives you more advanced features and pay-as-you-go pricing instead of subscriptions. NOTE: OpenAI recently announced their new Responses API and Agents framework, and Digital Assistant has already begun implementing under-the-hood changes to ensure a seamless transition with enhanced capabilities—no action required as we handle all technical updates behind the scenes. In preparation for this transition, we will be changing our app name to Digital Agents. Digital Assistant gives you powerful AI capabilities that usually only developers can access, without the technical complexity: · Create your own team of AI experts - design unlimited custom assistants, each with their own personality and expertise. Upload documents to give them specialized knowledge, so you can have dedicated helpers for everything from creative writing to technical analysis, each drawing from their own training to give you more informed responses. · Access professional-grade AI features made simple - your assistants can search through unlimited documents, learn from your files, and even connect to other tools and services to help automate your work. These are capabilities normally reserved for developers, but we make them easy to use. OpenAI Assistants is an API service for creating intelligent, context-aware conversational agents. It supports continuous conversations, function calling, and tool integration, enabling tasks like code execution and information retrieval while maintaining persistent conversation threads. While OpenAI Assistants is available only through API access, Digital Assistant brings these capabilities to everyone by simplifying access to advanced AI-powered assistants. ## What You Can Do · Run multiple AI conversations simultaneously · Upload documents directly from the chat interface (you must enable file search capabilities when configuring your assistant) · Create specialized assistants for coding, writing, research, data analysis, and more · Maintain continuous conversations with context-aware AI · Personalise your conversation with persistent Memories. · Extend your assistants with custom tools and integrations · Function calling support via server connection. We provide open-source server code as a foundation for building your custom backend. · Keep your data private with zero app data collection ## Perfect for · Developers building AI-powered tools · Professionals managing multiple AI workflows · Teams needing specialized AI assistants · Anyone wanting a premium, distraction-free AI experience · Users who prefer pay-as-you-go pricing over subscription models ## Advanced Features · Custom backend support · Upload documents · Native interface ## Privacy & Security Your data remains yours - all communications go directly to OpenAI's servers using your own API keys, with zero data collection by our app. --- This app is not affiliated with, endorsed by, sponsored by, or approved by OpenAI. All product names, logos, and brands are property of their respective owners. OpenAI and all OpenAI product names are trademarks or registered trademarks of OpenAI or its affiliates in the United States and other countries.
Screenshots
Verdict
The clearest difference is price: Python IDE & Jupyter at Free against Digital Agents's $4.99. Python IDE & Jupyter also leads on ratings volume (1.1K vs 2) and chart position (#27 vs unranked). Digital Agents's advantage is review sentiment (100% vs 59%) and in-app purchases (none vs 1). On ads, device support and iOS requirement there is nothing between them.
Scored on Price · Rating · Positive reviews · Number of ratings · Update frequency · Ads · In-app purchases · Monetization · Best chart rank · Devices · Requires iOS
Python IDE & Jupyter is free to download; Digital Agents costs $4.99 up front. Python IDE & Jupyter sells 1 one-off in-app purchase. Digital Agents asks for nothing beyond the download.
Digital Agents holds the better App Store score, 5.0 against 4.6. That said, the two scores are not equally well evidenced: Python IDE & Jupyter has 1.1K ratings behind it against 2, so its average is the more settled of the two. Written reviews point the same way: 59% of Python IDE & Jupyter's written reviews are positive against 100% of Digital Agents's.
Python IDE & Jupyter ships an update every 5 weeks, Digital Agents every 3 days. The most recent releases landed on September 29, 2026 and September 22, 2026 respectively.
| Parameter | Python IDE & Jupyter | Digital Agents |
|---|---|---|
| Price | Free — better | $4.99 |
| Rating | 4.6 (1.1K ratings) | 5.0 (2 ratings) — better |
| Positive reviews | 58.8% of reviews | 100.0% of reviews — better |
| Number of ratings | 1.1K — better | 2 |
| Update frequency | Every 5 weeks | Every 3 days — better |
| Ads | No | No |
| In-app purchases | Yes | No — better |
| Monetization | Freemium — better | Paid |
| Best chart rank | #27 — better | — |
| Devices | iPhone, iPad | iPhone, iPad |
| Requires iOS | 17.0 — better | 17.5 |
| Further details — not scored | ||
| Size | 661 MB | 4 MB |
| Age rating | 4+ | 4+ |
| Developer | Rational Matter Ltd | ROBERT LUKE |
Customer experience
Python IDE & Jupyter
Digital Agents
Bugs and requests
Python IDE & Jupyter
Reported bugs
3 issues- Crashes when running certain code or opening files
- Unreliable file management and syncing
- Compatibility issues with newer iOS versions
Requested features
4 requests- 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
Digital Agents
Not enough reviews yet to summarise bugs or requests.
In-app purchases
Python IDE & Jupyter
- Juno Pro Unlock$39.99
Digital Agents
No in-app purchases
Questions
Is Python IDE & Jupyter free?
Is Digital Agents free?
Which has better reviews, Python IDE & Jupyter or Digital Agents?
Do Python IDE & Jupyter or Digital Agents have ads?
Which is updated more often, Python IDE & Jupyter or Digital Agents?
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