ML Browser vs MoE Code
Price, ratings, monetisation and update history for both apps, side by side — with what reviewers say about each.
ML Browser
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ML Browser turns any website into a testing ground for your own machine-learning models (Core ML + imported MobileNetV2, ResNet-50, SqueezeNet 1.0, YOLO). Open a page, run your model over it, and see the results drawn straight onto the content as you scroll. Run several models at once and compare how they behave on real pages rather than a curated test set — whether they are looking for animals, vehicles, food, or terrain. BRING YOUR OWN MODELS Import Core ML models made with Create ML, or bring an ONNX model and have it converted on the device — no server, no account. Object detection and classification are both supported, including modern YOLO detectors. Labels, preprocessing and licence details are detected automatically at import. OR START FROM THE CATALOG Browse and install models from in-app catalogs if you would rather not bring your own. KEEP WHAT YOU FIND Capture anything interesting as a finding, with the image and its context saved on the device. Export or share your findings whenever you want. MADE FOR LOOKING CLOSELY A fullscreen browser built for imagery, with an adaptive address bar, several annotation styles, and tiled detection for large maps and aerial photography. Every model runs entirely on your device. Nothing is uploaded for processing. Subscription ML Browser Premium — $3.99/month, auto-renewing. New installs include 14 days of free access, and new subscribers get a 2-week free trial. Payment is charged to your Apple Account at confirmation of purchase. The subscription renews automatically unless cancelled at least 24 hours before the end of the current period; manage or cancel in your Apple Account settings. Privacy Policy: https://aiarcheology.com/privacy-policy/ Terms of Use: https://www.apple.com/legal/internet-services/itunes/dev/stdeula/
MoE Code
This app enhances Apple's Shortcuts with over 30 new actions for data manipulation, device information, media processing, network requests, and widget management. It aims to fill functionality gaps and offers a wide range of tools for developers and power users.
- Data conversion (PLIST, HTML, JSON)
- HTML element extraction
- String manipulation
- Device information retrieval
- Video chunking and resizing
- Network request execution
- Widget management
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MoE Code adds 61 actions to solve functionality gaps in the Shortcuts app. Where lists are mentioned: Shortcuts lists, JSON arrays, and delimited strings (e.g., CSVs) are supported for input, and the first two for output. • AI ◦ "Count Tokens For On-Device AI Model" (iOS 27+ only) ◦ "Is Apple Intelligence Functional?" ◦ "Is Apple Intelligence-Capable?" ◦ "Use On-Device AI Model (Extended)" (iOS 27+ only): Images / files, max tokens, and temperature • Clipboard (arbitrary formats, binary supported via Base64) ◦ "Get Clipboards" ◦ "Set Clipboards": Used by MoE Shortcuts Toolkit (routinehub.co/shortcut/22016/) • Data: HTML ◦ "Convert HTML Tables To JSON" ◦ "Extract HTML Elements Using SwiftSoup" • Data: JSON ◦ "Delete Nested Dictionary / JSON Object Key" ◦ "Pretty Print Dictionaries / JSON" ◦ "Set Nested Dictionary / JSON Object Value" ◦ "Transform List / Dictionaries / JSON Using JQ": Extract, filter, deduplicate, etc. Used by Summarise YouTube Video (routinehub.co/shortcut/21809/) • Data: Lists (significantly faster than using loops) ◦ "Add Value(s) To List / Merge Lists" ◦ "Convert JSON Array To Shortcuts List" ◦ "Convert String / Shortcuts List To JSON Array" ◦ "Get Items From List At Indexes (Values)" ◦ "Get Items From List At Indexes (Files)" ◦ "Get Value Position In List" ◦ "List Contains List?" ◦ "List Contains Value?" ◦ "Remove Value From List" ◦ "Sort Keys Of Dicts In List" ◦ "Subtract Lists" • Data: Text ◦ "Extract Strings From Binary" ◦ "Multi Replace Text": Lists of strings, string or regex targets, and substitutions. Used by MoE Shortcuts Backup (routinehub.co/shortcut/26330/) • Device ◦ "Get Device Ground Speed" ◦ "Get Device Model" ◦ "Get Device Type" ◦ "Is App Installed?": Actions, Microsoft Outlook, Pythonista, Scriptable, and WhatsApp • Files ◦ "Get Details of File / Folder": Unescaped file paths, top-level folder paths in the same format as Shortcuts ◦ "Save Files": List of files to list of relative paths. Used by MoE Shortcuts Backup (routinehub.co/shortcut/26330/) • Media (changes are made in-place for a smoother experience) ◦ "Change Photos Items' Captions" (iOS 27+ only): Used by Auto Tag Screenshots (routinehub.co/shortcut/26535/) and Replicate Media Metadata (routinehub.co/shortcut/21792/) ◦ "Change Photos Items' Creation Dates" ◦ "Change Photos Items' Locations": Used by Auto Tag Screenshots (routinehub.co/shortcut/26535/) and Replicate Media Metadata (routinehub.co/shortcut/21792/) ◦ "Chunk Video" ◦ "Find Photos Items By Captions" (iOS 27+ only) ◦ "Get Details of Photos Items (Extended)" (iOS 27+ only) ◦ "Mark Photos Items As Favourited, Unfavourited, Or Hidden" ◦ "Play System Sound" ◦ "Remove Photos Items' Captions" (iOS 27+ only) ◦ "Remove Photos Items' Locations" (iOS 27+ only) ◦ "Resize Images With Fill (HDR)" (iOS 26+ only): Used by routinehub.co/shortcut/21785/ • Network ◦ "Get Certificate Chain" ◦ "Is Internet-Connected?": Used by MoE Airplane Mode (routinehub.co/shortcut/24566/) ◦ "Make HTTP Request": Used by Summarise YouTube Video (routinehub.co/shortcut/21809/) • Settings ◦ "Get Reminders Default List" ◦ "Open Settings Deep Link" • Shortcuts: All used by MoE Shortcuts Toolkit (routinehub.co/shortcut/22016/) ◦ "Convert JSON To PLIST" (XML or Base64-encoded binary) ◦ "Convert PLIST Binary To JSON" ◦ "Extract Action Blocks" ◦ "Extract Named Non-Magic Variables" ◦ "Extract Named Magic Variables" ◦ "Find Invalid If Statements" ◦ "Find Invalid Variable References" ◦ "Get MoE Code App Version" • UI ◦ "Show Markdown" • Widget: All used by Starling Bank Balances Widgets (routinehub.co/shortcut/25942/) ◦ "Delete Widget / Complication Key" ◦ "Get Widget / Complication Value" ◦ "Set Circular Widget / Complication Value" ◦ "Set Text Widget / Complication Value" ◦ "Sync And Reload App Widgets"
Screenshots
Verdict
The clearest difference is update cadence: MoE Code at weekly against ML Browser's fortnightly. On price, ads, in-app purchases and device support 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
Both are free to download. Neither carries in-app purchases, so what you see is what you pay.
ML Browser ships an update fortnightly, MoE Code weekly. The most recent releases landed on October 3, 2026 and October 7, 2026 respectively.
| Parameter | ML Browser | MoE Code |
|---|---|---|
| Price | Free | Free |
| Rating | — | 5.0 (3 ratings) — better |
| Positive reviews | — | 100.0% of reviews |
| Number of ratings | — | 3 — better |
| Update frequency | Fortnightly | Weekly — better |
| Ads | No | No |
| In-app purchases | No | No |
| Monetization | — | Free |
| Devices | iPhone, iPad | iPhone, iPad, Apple Watch — better |
| Requires iOS | 17.6 — better | 18.0 |
| Further details — not scored | ||
| Size | 78 MB | 13 MB |
| Age rating | 17+ | 17+ |
| Developer | VLADIMIR SLAVIK | BENJAMIN ANDREW HOOPER |
In-app purchases
ML Browser
No in-app purchases
MoE Code
No in-app purchases









