Sidecar ML vs Taktung

Turn your iPhone into a private, on-device AI server for your whole network. Sidecar ML runs a lightweight HTTP server on your iPhone that exposes Apple's built-in machine-learning models to any device on your local network. Tap Start Server, scan the QR code, and your Mac, PC, Raspberry Pi, or browser can call powerful on-device AI over plain REST — no cloud, no accounts, no API keys, no usage fees, and no data leaving your network. Everything runs on the phone. Nothing is uploaded to a server and there's nothing to pay for. (The one exception, music recognition, matches against Apple's catalog and tells you so up front.) ONE IPHONE, A DOZEN AI CAPABILITIES • Chat with the on-device large language model through a chat-completions endpoint that's compatible with the popular OpenAI API format — streaming, JSON mode, and structured output included. Point existing tools and SDKs at your phone and they just work. • Generate images from a text prompt in a choice of art styles. • OCR — pull text out of photos, receipts, and screenshots with per-line boxes and multi-language support. • Read barcodes and QR codes (EAN, Code128, and more). • Classify images across roughly a thousand categories, or produce image embeddings for similarity search. • Remove backgrounds and isolate subjects or people as clean PNG cut-outs. • Detect faces and facial landmarks, body pose, and hand pose. • Scan documents with automatic edge detection and perspective correction. • Convert speech to text and text to speech, with a wide range of voices (including Personal Voice). • Translate text between languages completely offline. • Analyse text: language, sentiment, named entities, tokens, and embeddings. • Classify sounds across hundreds of categories, or identify the music that's playing. BUILT FOR DEVELOPERS AND MAKERS • Clean REST + Server-Sent Events API — call it from curl, Python, JavaScript, or any HTTP client. • Chat endpoint compatible with the OpenAI format, so many existing tools and SDKs work unchanged. • Automatic discovery on your network via Bonjour. • Honest capability reporting: ask the server what it can do and it tells you exactly what's available on your device, and why. • Optional bearer-token authentication to lock the server down on shared networks. FREE WEB CONSOLE AND CODE EXAMPLES A ready-to-use web console — plus Python examples, a command-line client, and full API documentation — is free and open-source. Download the single-file console and browse the source here: https://github.com/AndersFB/Sidecar-ML-Console/ Open the console in any browser, enter your phone's address, and try every capability with a friendly UI — nothing to install. GOOD TO KNOW • The on-device large language model and image generation require an Apple Intelligence-capable iPhone. The other capabilities run on a much wider range of devices. • The server runs while the app is in the foreground; a keep-awake option helps during longer sessions. • Some features (offline translation language pairs and certain speech models) download their models on first use. Turn the iPhone in your pocket into a private AI endpoint for your projects, your home lab, and your prototypes — Sidecar ML.

Check your Vercel deployments from your iPhone or iPad. Taktung brings production status, website analytics, build logs, visual comparison and a local Field Log into one place. - See your site's production state and recent deployments, and what changed since you last looked. - Search deployments in plain words, such as “failed preview builds yesterday” or “last successful deploy on main”. Results come straight from Vercel. - Follow Vercel Web Analytics usage: visitors, page views, daily traffic, top pages, referrers, countries and devices. Choose a 7-day or 30-day period within your Vercel plan’s reporting window. Web Analytics must be enabled and installed on the website. - Compare real page captures with a reveal slider or side-by-side view. Save a baseline for the next deployment. - Investigate failed builds with their key log lines, searchable build logs and a bounded live runtime log stream. - Inspect project activity, domains, deployment checks, cron schedules and feature flag names. - Check environment variable names and targets without exposing values. - Keep checks, comparisons and personal notes in a local Field Log. Search it in your own words, summarize the last 7 days, or export it as text. - Optionally add recent deployments and Field Log notes to Spotlight. - Add small, medium or large Home Screen widgets. Choose all projects or one project; the large widget also shows recent deployment activity. - Ask Siri for deployment status, or use Shortcuts to inspect a project and check its loaded signals. - Review and confirm redeploy, promote and rollback actions. Connect with a Vercel personal access token, stored in the device Keychain. Taktung calls Vercel directly; history and saved baselines stay on this device, separated by account and team. Choose Light, Dark or System appearance. Layouts adapt to iPhone, expanded iPhone Duo and iPad. On compatible devices with Apple Intelligence available, Taktung can read unusual search phrasing, explain a failed build in one sentence and summarize site briefs, all on the device. Every feature works without it. Optional tips in Settings support Taktung’s development. Tips can be repeated and do not unlock features or start a subscription. Requires iOS 27 or later and a Vercel account. Taktung is not officially affiliated with or endorsed by Vercel.