OmniClassify vs AgentCmd

Transform your iPhone into a powerful machine learning lab. OmniClassify is the complete iOS toolkit for training, deploying, and running AI models entirely on-device. Your data never leaves your device—complete privacy, zero cloud uploads. COMPLETE ML WORKFLOW Import datasets from local folders, videos, Parquet files, or download directly from HuggingFace. Train custom models using CreateML, ONNX, or Vision Transformer architectures. Run real-time inference on images, videos, and live camera feed. Process everything locally with zero data transmission. KEY FEATURES Dataset Management Import from local folders, videos, Parquet files, or HuggingFace (Premium). DICOM medical imaging support. Automatic class detection, train/validation splits, and comprehensive statistics. Model Training (Premium) Train classification and segmentation models with CreateML, ONNX, or ViT. Custom training iterations (unlimited), advanced preprocessing, and progress monitoring. Model Import CoreML and ONNX model support. HuggingFace model downloads with automatic server-side conversion. Thousands of pre-trained models available. Image Classification Batch processing with unlimited capacity (Premium). Multi-model inference, confidence scores, detailed metrics, and result export (Premium). Object Detection YOLO model support with real-time bounding boxes. Multi-object detection, confidence thresholds, and live camera capabilities. Image Segmentation Semantic segmentation with pixel-level masks. Visual overlays and export capabilities (Premium). Video Processing Frame-by-frame AI analysis with custom intervals. Export annotated videos with bounding boxes, labels, and segmentation overlays. Live Camera Inference Real-time classification, detection, and segmentation using iPhone camera. Instant on-device results, works completely offline. DICOM Medical Imaging Full DICOM file support with multi-frame extraction, header reading, and integration with classification/detection models. HuggingFace Integration (Premium) Browse and download thousands of datasets and models. Automatic ONNX/CoreML conversion. Search by task type and license. Advanced Analytics (Premium) Confusion matrices, training metrics, validation curves. Export to JSON, CSV, PDF formats. Automation & Triggers Detection-based automations, Shortcuts app integration, custom notifications, URL opening, and haptic feedback. 100% ON-DEVICE PROCESSING Everything happens locally on your iPhone. Training, inference, analysis, and storage—all without internet or cloud servers. Your images, models, and data remain completely private. No uploads, no tracking, no data collection. PRIVACY FIRST All ML processing on-device. No cloud uploads. Complete offline functionality. No analytics or tracking. HIPAA-compliant workflows for medical imaging. PERFECT FOR ML researchers, data scientists, medical imaging professionals, computer vision developers, students, and hobbyists experimenting with AI. PREMIUM FEATURES Unlock unlimited datasets, unlimited models, unlimited inference, advanced training, exports, HuggingFace integration, and comprehensive analytics. Free tier includes 3 datasets, 2 models, and unlimited inference—perfect for getting started. Start building and deploying AI models on your iPhone today. Complete privacy. Complete control. Complete ML toolkit. Terms of Use: https://www.apple.com/legal/internet-services/itunes/dev/stdeula/ Privacy Policy: https://omniclassify.com/privacy

AgentCmd is a native remote control for the Qwen Code CLI's server (qwen serve) that runs on your own computer. Start the server in your project, pair your phone by scanning the QR code it prints, and drive your coding agent from anywhere on your network — or over a VPN or tunnel. It speaks the CLI's own protocol, so the phone shows exactly what the desktop does: • Live transcript — prompts, the agent's thinking, streamed replies, and every tool call as it happens, with token counts and timings. • Approvals on the go — approve or reject file edits and shell commands, with the diff or command right there. Choose how much to auto-approve per session. • Full agent toolbox — switch model and reasoning effort, browse and @-reference files, attach photos or files, and reach Plugins, Channels, Scheduled Tasks, Goals and workspaces. • Pick up any conversation — your sessions are listed newest-first; open one and its history is restored. • Notifications — get told the moment a task finishes, fails, or needs your approval, even while the app is in the background. • Yours end to end — the agent runs on your machine and this app talks only to it. No account, no analytics, nothing sent to us. Access tokens live in the device keychain; unencrypted HTTP is allowed only to local/private addresses. Requires the Qwen Code CLI (Node.js 22+) running qwen serve on your computer. Not sure yet? A built-in Demo shows a complete session offline, no server needed. AgentCmd is an independent client. It is not affiliated with, endorsed by, or sponsored by Alibaba or the Qwen team.